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<journal-id journal-id-type="publisher-id">Front. Hortic.</journal-id>
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<journal-title>Frontiers in Horticulture</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Hortic.</abbrev-journal-title>
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<issn pub-type="epub">2813-3595</issn>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-id pub-id-type="doi">10.3389/fhort.2026.1645374</article-id>
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<subj-group subj-group-type="heading">
<subject>Review</subject>
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<title-group>
<article-title>Connecting agriculture and renewable energy: insights into microclimatic changes, physiological, biochemical, and yield responses under agrivoltaics: a review</article-title>
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<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Priya</surname><given-names>Manu</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
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<contrib contrib-type="author">
<name><surname>Sandler</surname><given-names>Hilary A.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name><surname>Jeranyama</surname><given-names>Peter</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name><surname>Nayyar</surname><given-names>Harsh</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Mupambi</surname><given-names>Giverson</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
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<aff id="aff1"><label>1</label><institution>Cranberry Station, University of Massachusetts-Amherst</institution>, <city>East Wareham</city>, <state>MA</state>,&#xa0;<country country="us">United States</country></aff>
<aff id="aff2"><label>2</label><institution>Department of Botany, Panjab University</institution>, <city>Chandigarh</city>,&#xa0;<country country="in">India</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Manu Priya, <email xlink:href="mailto:mpriya@umass.edu">mpriya@umass.edu</email>; Giverson Mupambi, <email xlink:href="mailto:gmupambi@umass.edu">gmupambi@umass.edu</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-04">
<day>04</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>5</volume>
<elocation-id>1645374</elocation-id>
<history>
<date date-type="received">
<day>12</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>01</month>
<year>2026</year>
</date>
<date date-type="rev-recd">
<day>15</day>
<month>01</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Priya, Sandler, Jeranyama, Nayyar and Mupambi.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Priya, Sandler, Jeranyama, Nayyar and Mupambi</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-04">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<p>Agrivoltaics, the synergistic integration of agriculture and solar energy production on the same piece of land, has emerged as a compelling dual-use solution that maximizes land productivity while simultaneously addressing the need for sustainable agricultural practices and renewable energy generation. Despite the growing global interest in this dual-use system, the microclimatic shifts created beneath solar panels and their consequences for crop performance remain insufficiently synthesized. This review highlights the intricate interactions between agrivoltaics systems and plant microclimates, discussing their impacts on various physiological processes, metabolic pathways, and overall yield responses in different crop species. Evidence indicates that moderated light intensity and altered microclimates can enhance water-use efficiency, stabilize photosynthetic function, and trigger beneficial metabolic adjustments; however, responses remain highly species-specific and strongly dependent on regional climate conditions and panel configuration. Yield outcomes vary widely among vegetables, cereals, pulses, and fruit crops, highlighting the necessity for tailored agronomic strategies and crop selection within agrivoltaic designs. A critical knowledge gap identified in this review concerns the limited understanding of molecular and omics-level responses underlying plant adaptation to agrivoltaic environments. We further provide a detailed and interdisciplinary overview of adaptive agronomic strategies, and optimal crop selection, tailored to agrivoltaic systems. Despite the benefits of land use efficiency and simultaneous food and energy production, challenges remain concerning initial investment, technological adaptation, social and legal barriers, and shade-induced yield penalties. Further research in this area will be critical to enhancing the agricultural, environmental, and economic sustainability of agrivoltaics while simultaneously augmenting their practical utility and appeal to farmers in the future.</p>
</abstract>
<kwd-group>
<kwd>agriculture-energy nexus</kwd>
<kwd>crop physiology</kwd>
<kwd>crop yield and quality</kwd>
<kwd>land-use efficiency</kwd>
<kwd>microclimate modification</kwd>
<kwd>plant metabolites</kwd>
<kwd>shading effects</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. This material is based upon work supported by the U.S. Department of Energy Office of Energy Efficiency and Renewable Energy (EERE) under the Solar Energy Technologies Office Award Number DE-EE0009374.</funding-statement>
</funding-group>
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<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Controlled Environment Horticulture</meta-value>
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</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Climate change and growing human populations pose serious threats to agricultural production and food availability worldwide (<xref ref-type="bibr" rid="B63">Heath et&#xa0;al., 2022</xref>). There is a need for agricultural expansion to satisfy rising food demand, yet the amount of land designated for this purpose has not increased in the past few years (<xref ref-type="bibr" rid="B46">Fischer et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B36">Dohlman et&#xa0;al., 2024</xref>). Over recent decades, rapid population growth and increased per-capita consumption have intensified global pressure on both energy and food systems (<xref ref-type="bibr" rid="B51">Giri and Mohanty, 2024</xref>; <xref ref-type="bibr" rid="B24">Chopdar et&#xa0;al., 2023</xref>). Global food production is projected to rise by 12% between 2019 and 2030 to meet increasing demand (<xref ref-type="bibr" rid="B191">UN, 2021</xref>), while global energy consumption is expected to grow by about 14% over the same period (<xref ref-type="bibr" rid="B74">IEA, 2021</xref>). Much of this energy demand is still met through fossil fuels, contributing to greenhouse gas emissions and climate-related risks, underscoring the need for transitioning toward sustainable energy sources such as solar power (<xref ref-type="bibr" rid="B171">Semeraro et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B202">Widmer et&#xa0;al., 2024</xref>). This trend is further complicated by the increasing frequency of extreme weather events associated with climate change, such as heatwaves, droughts, and heavy precipitation (<xref ref-type="bibr" rid="B201">Weselek et&#xa0;al., 2019</xref>). To achieve sustainable development goals (SDGs) and meet future energy demands, the global energy sector must transition toward low-emission resources, with solar energy emerging as the fastest-growing renewable energy source (<xref ref-type="bibr" rid="B198">Walston et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B196">Waghmare et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B117">Magarelli et&#xa0;al., 2024</xref>). Solar panels generate electricity without releasing greenhouse gases or other contaminants, reduce environmental pollution, and align with global effort towards sustainable and climate-resilient energy solutions (<xref ref-type="bibr" rid="B198">Walston et&#xa0;al., 2022</xref>; <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Image <bold>(A)</bold> illustrates the installation of solar panels over a cranberry bog in an experiment to assess the impact on crop yield, while the image <bold>(B)</bold> shows the enlarged view of shading from solar panels. This integrated system, commonly known as agrivoltaics, exemplifies the intersection of renewable energy generation and crop production. Picture: Manu Priya, UMass Cranberry Station, MA, USA.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-05-1645374-g001.tif">
<alt-text content-type="machine-generated">A solar farm with rows of solar panels installed on a cranberry bog. The panels are elevated on metal frames. In the inset, a close-up of the panels showing the cranberry vines beneath them. The scene is surrounded by trees under a clear blue sky.</alt-text>
</graphic></fig>
<p>Despite their environmental benefits, the rapid expansion of ground-mounted solar installations raises concerns about land-use competition, particularly in agriculturally productive regions (<xref ref-type="bibr" rid="B197">Wagner et&#xa0;al., 2023</xref>). To address this challenge, <xref ref-type="bibr" rid="B55">Goetzberger and Zastrow (1982)</xref> introduced the concept of agrivoltaics (AV), which enables the simultaneous use of land for agricultural production and solar energy generation. Agrivoltaic system aims to enhance land-use efficiency while supporting renewable energy generation and agricultural productivity (<xref ref-type="bibr" rid="B201">Weselek et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B72">Hudelson and Lieth, 2021</xref>; <xref ref-type="bibr" rid="B10">Al Mamun et&#xa0;al., 2022</xref>; <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>). These installations make solar power more accessible and affordable to a wider range of consumers, meeting future energy and food requirements (<xref ref-type="bibr" rid="B63">Heath et&#xa0;al., 2022</xref>). However, their implementation is challenged by the limited availability of suitable land resources, necessitating collaborative efforts among policymakers, researchers, stakeholders, and farmers to promote adoption through supportive policies, funding and knowledge exchange (<xref ref-type="bibr" rid="B13">Barron-Gafford et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B5">Agostini et&#xa0;al., 2021</xref>). Notably, agrivoltaics can stabilize income for agricultural producers and mitigate the effects of weather hazards, leading to reduced environmental impact compared to traditional agriculture (<xref ref-type="bibr" rid="B39">Dupraz et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B72">Hudelson and Lieth, 2021</xref>; <xref ref-type="bibr" rid="B71">Huang et&#xa0;al., 2023</xref>). Further, the energy generated by agrivoltaics on-site is economically efficient, especially in areas with limited access to power grids, reducing dependence on centralized power infrastructure (<xref ref-type="bibr" rid="B161">Roccaforte, 2021</xref>). Beyond energy production, agrivoltaics may indirectly influence microbial activity and nutrient dynamics in soil (<xref ref-type="bibr" rid="B170">Sekiyama and Nagashima, 2019</xref>). Under shaded conditions, increased soil moisture may promote microbial-mediated processes such as nitrogen fixation and organic matter mineralization potentially reducing the need for chemical fertilizers and support the production of bio-hydrogen from agricultural waste (<xref ref-type="bibr" rid="B170">Sekiyama and Nagashima, 2019</xref>). Overall, agrivoltaics represents a promising approach to addressing the growing energy demands while simultaneously supporting food production particularly in the context of intensifying land-use pressures and increasing climate variability (<xref ref-type="bibr" rid="B41">Elamri et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B202">Widmer et&#xa0;al., 2024</xref>).</p>
<p>To date, most studies dealing with agrivoltaics systems have mainly focused on simulation-based analysis and theoretical modeling approaches (<xref ref-type="bibr" rid="B33">Dinesh and Pearce, 2016</xref>; <xref ref-type="bibr" rid="B11">Amaducci et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B41">Elamri et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B201">Weselek et&#xa0;al., 2019</xref>, <xref ref-type="bibr" rid="B200">Weselek et&#xa0;al., 2021</xref>). However, while evaluating the feasibility of agrivoltaic application in agricultural systems, its impact on microclimatic conditions and crop production remains a primary concern (<xref ref-type="bibr" rid="B139">Noor and Reeza, 2022</xref>). Consequently, recent research efforts have increasingly explored optimization strategies for solar array configuration to balance light distribution, thermal dynamics, and water-use efficiency to sustain or enhance crop yields under changing climate conditions (<xref ref-type="bibr" rid="B63">Heath et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B71">Huang et&#xa0;al., 2023</xref>; <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>). Several recent reviews have explored the broader potential of agrivoltaic systems, focusing primarily on system design, energy output, and economic viability (<xref ref-type="bibr" rid="B33">Dinesh and Pearce, 2016</xref>; <xref ref-type="bibr" rid="B201">Weselek et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B5">Agostini et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B216">Zainol Abidin et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B10">Al Mamun et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B164">Sarr et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B25">Chopdar et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B202">Widmer et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B214">Zainali et&#xa0;al., 2025</xref>). While these contributions have laid a foundational understanding of agrivoltaics as a sustainable land-use model, they have largely treated crop performance outcomes in a generalized manner, with limited attention to quantitative physiological, biochemical, and microclimatic interactions at the crop level. In contrast, this review provides a targeted synthesis of empirical evidence linking microclimatic changes induced by agrivoltaics to specific plant physiological and biochemical responses and implications for yield performance. This focus allows for a more detailed understanding of plant-environment interactions under agrivoltaic conditions, which is essential for crop selection, system optimization, and adaptation to diverse agroecological zones.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Conceptual illustration of the relationships between agrivoltaic systems and their key outcomes, including food production, water conservation, land-use patterns, and solar energy generation, along with associated social, economic, environmental, and agricultural impacts.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-05-1645374-g002.tif">
<alt-text content-type="machine-generated">Diagram detailing the concept and impact of agrivoltaics, illustrating co-location of crops and solar panels. It highlights food production, water conservation, and land use alteration. Impact areas include social, economic, environmental, and agricultural. Future challenges noted are optimizing crop and solar efficiency, managing resources, financial viability, and regulatory challenges. Emphasizes need for investment in research and policy support.</alt-text>
</graphic></fig>
<p>Unlike previous reviews that primarily emphasize engineering design, energy output, or economic feasibility, this review addresses an underrepresented dimension in the current literature: How does the integration of agrivoltaics systems impact microclimatic conditions, and the physiological, biochemical, and yield responses of crops across various agroecosystems? By integrating evidence from ecophysiology, agronomy, and microclimate research, this review delivers a detailed, system-wide compilation of plant adaptation under agrivoltaic environments, outlines crop-specific agronomic strategies, and identifies critical knowledge gaps, particularly at the molecular and omics levels. This multidisciplinary focus synthesized perspective for optimizing agrivoltaic designs and guiding policy, research priorities, and practical adoption across different agroecological contexts. To investigate this, we performed a targeted literature search on works published from 2005 to 2025 using the keywords &#x201c;agrivoltaics,&#x201d; &#x201c;microclimate modification,&#x201d; &#x201c;crop ecophysiology,&#x201d; and &#x201c;biochemical and yield response&#x201d; in the Scopus, and Google Scholar databases (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>.). Peer-reviewed publications that presented empirical data on crop-level responses to co-located solar infrastructure or panel shading were included; these studies focused on physiological, biochemical, and agronomic performance metrics. A total of 350 articles were examined, enabling a synthesis of current understanding, identification of research gaps, and formulation of future research directions for optimizing agrivoltaics systems within sustainable agriculture frameworks. Furthermore, we examine agronomic strategies for enhancing agrivoltaic adoption, encompassing crop selection and management practices, while also recognizing limitations and prospects for broader implementation.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Conceptual workflow diagram illustrating the methodological steps of the narrative literature review, including scope definition, peer-reviewed literature identification, selection based on relevance criteria, extraction of microclimate and plant-response variables, thematic synthesis, and formulation of conclusions and research gaps.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-05-1645374-g003.tif">
<alt-text content-type="machine-generated">Workflow chart titled &#x201c;Workflow of the Narrative Literature Review Process&#x201d; with six steps: 1) Define Review Scope - focus on agrivoltaics and microclimate; 2) Literature Search - use specific databases and keywords; 3) Screening and Selection - apply criteria and identify themes; 4) Organization and Structure - outline themes and connect plant responses; 5) Thematic Synthesis and Analysis - integrate findings and identify challenges; 6) Conclusions and Key Message - summarize trends and highlight key messages. Each step includes detailed tasks.</alt-text>
</graphic></fig>
<p>By bringing together insights from plant physiology, agronomy, and renewable energy, this review presents a multidisciplinary approach vital for advancing research dimensions and policy decisions in this field. We believe this review will be of great interest to researchers, practitioners, and policymakers working at the nexus of agriculture, renewable energy, and environmental sustainability.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Microclimate impact</title>
<p>One of the most prominent environmental shifts observed in agrivoltaic systems is the reduction in solar radiation reaching the canopy due to solar panel induced shading (<xref ref-type="bibr" rid="B117">Magarelli et&#xa0;al., 2024</xref>). This reduction in incident radiation significantly impacts crop yield by altering key microclimatic parameters such as air and soil temperature, relative humidity, wind dynamics, and soil moisture content (<xref ref-type="bibr" rid="B121">Marrou et&#xa0;al., 2013b</xref>). The placement of sensors and their geographic position can have a significant impact on the accuracy of microclimate measurements beneath the panels (<xref ref-type="bibr" rid="B182">Teng et&#xa0;al., 2022</xref>; <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>This figure provides a visual representation of the interaction between microclimatic variations, morpho-physiological changes, biochemical responses, and molecular dynamics of plants in agrivoltaics systems. It offers a comprehensive view of how plants adapt and respond to the unique environmental conditions created by the presence of solar panels, shedding light on the multifaceted nature of agrivoltaics agriculture.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fhort-05-1645374-g004.tif">
<alt-text content-type="machine-generated">Diagram showing the effects of microclimatic variations, such as temperature and humidity, under solar panels on agricultural yield and biomass. It illustrates altered environmental conditions, photosynthetic rates, and biochemical responses. Research areas in genomics, transcriptomics, proteomics, and metabolomics are highlighted as gaps. The diagram emphasizes optimizing agrivoltaic systems to enhance agricultural productivity and renewable energy generation.</alt-text>
</graphic></fig>
<sec id="s2_1">
<label>2.1</label>
<title>Light availability</title>
<p>Light availability is one of the most critical microclimatic variables influenced by agrivoltaic systems, as light is the primary driver of photosynthesis in plants (<xref ref-type="bibr" rid="B169">Sekiyama, 2019</xref>; <xref ref-type="bibr" rid="B196">Waghmare et&#xa0;al., 2023</xref>). While the installation of agrivoltaic systems aims to improve land use efficiency by combining agriculture and solar power generation, the partial obstruction of sunlight can limit photosynthetically active radiation (PAR), a key determinant in crop productivity (<xref ref-type="bibr" rid="B26">Colombo et&#xa0;al., 2023</xref>). The shading effect from photovoltaics (PV) modules reduces the quantity as well as quality of light reaching the crop surface as observed in alfalfa (<italic>Medicago sativa</italic> L.) (<xref ref-type="bibr" rid="B40">Edouard et&#xa0;al., 2023</xref>). <xref ref-type="bibr" rid="B187">Touil et&#xa0;al. (2021)</xref> reported that solar panels can reduce the amount of solar energy received by horticultural crops by more than 40%. This reduction, while potentially detrimental to photosynthesis and crop yield, may concurrently reduce evapotranspiration rates, benefiting crops during dry periods as reported in maize (<italic>Zea mays</italic> L.), winter wheat (<italic>Triticum aestivum</italic> L.) and barley (<italic>Hordeum vulgare</italic> L.) (<xref ref-type="bibr" rid="B91">Kim and Kim, 2023</xref>; <xref ref-type="bibr" rid="B200">Weselek et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B112">Lu et&#xa0;al., 2024</xref>).</p>
<p>In maize, the total solar radiation recorded under the panels in the different AV plots resulted in shade rates of 29-38% in dynamic panels (DAV), 30-35% in AVhalf (without tracker system; moderate shade), and 54-56% in AVfull (high shade) depending on the season (<xref ref-type="bibr" rid="B156">Ramos-Fuentes et&#xa0;al., 2023</xref>). Similarly, <xref ref-type="bibr" rid="B101">Lee et&#xa0;al. (2023)</xref> observed a reduction in PAR in rice (<italic>Oryza sativa</italic> L.) under AV systems compared to the control plot, with the highest decline (57%) around 11:00 A.M during midday. <xref ref-type="bibr" rid="B131">Mohammedi et&#xa0;al. (2023)</xref> reported a noteworthy 55% reduction in PAR under semi-transparent modules (ST50%) and up to 86% under conventional opaque panels (Con panels), compared to open field conditions.</p>
<p><xref ref-type="bibr" rid="B200">Weselek et&#xa0;al. (2021)</xref> conducted a field experiment in which four crops viz. celeriac (<italic>Apium graveolens</italic> L. var. rapaceum), potato (<italic>Solanum tuberosum</italic> L.), grass clover (<italic>Trifolium repens</italic> L.), and winter wheat were grown under an agrivoltaic system and compared to a reference site without solar panels. The study examined numerous metrics over two years, 2017 and 2018 and found a 30% decline in PAR under solar panels (<xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>). Another study looked at the distribution of radiation and shade on wheat crop surfaces with varying density of PV panels in an agrivoltaic system (<xref ref-type="bibr" rid="B153">Prakash et&#xa0;al., 2023</xref>). The study explicitly examined the effect of increasing panel densities (partial density, half density, and full density) on the shaded area over the crop surface, with a focus on the wheat variety (GW 496) grown using line sowing and drip irrigation. Their findings showed that the proportion of shaded area over the crop surface was highest in the full-density plot and lowest in the partial-density plot, negatively impacting PAR availability under full-density plot (<xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Impact of agrivoltaic (AV) systems on different microclimatic parameters.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Microclimatic parameters</th>
<th valign="top" align="left">Crop</th>
<th valign="top" align="left">Shading %</th>
<th valign="top" align="left">Effects on Microclimate</th>
<th valign="top" align="left">References</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="4" align="left">Photosynthetic Active Radiation (PAR)</td>
<td valign="top" align="left">Celeriac<break/>winter wheat, potato, and grass-clover</td>
<td valign="top" align="left">26%</td>
<td valign="top" align="left">PAR was reduced by 30%</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B200">Weselek et&#xa0;al., 2021</xref></td>
</tr>
<tr>
<td valign="top" align="left">Wheat</td>
<td valign="top" align="left">24.1% to 83.8%</td>
<td valign="top" align="left">Reduced PAR under the AVS</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B153">Prakash et&#xa0;al., 2023</xref></td>
</tr>
<tr>
<td valign="top" align="left">Tomato</td>
<td valign="top" align="left">50% and 80%</td>
<td valign="top" align="left">Reduction in PAR up to 43%</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B131">Mohammedi et&#xa0;al., 2023</xref></td>
</tr>
<tr>
<td valign="top" align="left">Mungbean</td>
<td valign="top" align="left">not specified</td>
<td valign="top" align="left">Reduction in PAR up to 5&#x2013;47%</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B190">Ukwu et&#xa0;al., 2025</xref></td>
</tr>
<tr>
<td valign="top" rowspan="6" align="left">Air and Soil Temperature</td>
<td valign="top" align="left">Sage, Oregano, Rosemary, Lavender, Thyme, and Mint</td>
<td valign="top" align="left">not specified</td>
<td valign="top" align="left">Air temperatures were significantly lower in the agrivoltaic plot</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B35">Disciglio et&#xa0;al., 2023</xref></td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Grape Vine</td>
<td valign="top" align="left">75%</td>
<td valign="top" align="left">Lower air and soil temperature, higher soil matric potential) under solar panels</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B45">Ferrara et&#xa0;al., 2023</xref></td>
</tr>
<tr>
<td valign="top" align="left">not specified</td>
<td valign="top" align="left">No difference in daily maximum air temperatures</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B118">Magarelli et&#xa0;al., 2025a</xref></td>
</tr>
<tr>
<td valign="top" align="left">Pasture</td>
<td valign="top" align="left">50% and 30%</td>
<td valign="top" align="left">Mean daily soil temperature significantly decreased compared to the full sun treatment</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B121">Marrou et&#xa0;al., 2013b</xref></td>
</tr>
<tr>
<td valign="top" align="left">Rice</td>
<td valign="top" align="left">26-39%</td>
<td valign="top" align="left">No significant differences in air temperature between the control and AV fields, however soil temperature decreased</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B137">Nasukawa et&#xa0;al., 2025</xref></td>
</tr>
<tr>
<td valign="top" align="left">Tomato</td>
<td valign="top" align="left">30% less incident radiation</td>
<td valign="top" align="left">Under shading conditions, the air temperature was reduced</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B165">Savalle-Gloire et&#xa0;al., 2025</xref></td>
</tr>
<tr>
<td valign="top" rowspan="3" align="left">Soil Moisture</td>
<td valign="top" align="left">Maize</td>
<td valign="top" align="left">20-35% radiation reduction</td>
<td valign="top" align="left">Shading under agrivoltaic improves soil moisture and increases water saving<break/>(percentage not specified)</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B11">Amaducci et&#xa0;al., 2018</xref></td>
</tr>
<tr>
<td valign="top" align="left">Forage</td>
<td valign="top" align="left">not specified</td>
<td valign="top" align="left">Soil moisture increased under AV system compared to the control treatments<break/>(percentage not specified)</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B177">Sturchio et&#xa0;al., 2024</xref></td>
</tr>
<tr>
<td valign="top" align="left">Grape vine</td>
<td valign="top" align="left">not specified</td>
<td valign="top" align="left">Increased soil moisture under agrivoltaics</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B116">Magarelli et&#xa0;al., 2025b</xref></td>
</tr>
<tr>
<td valign="top" rowspan="4" align="left">Relative Humidity<break/>(RH)</td>
<td valign="top" align="left">Pasture</td>
<td valign="top" align="left">50% and 30%</td>
<td valign="top" align="left">RH under control was high compared to solar panel area</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B122">Marrou et&#xa0;al., 2013a</xref></td>
</tr>
<tr>
<td valign="top" align="left">Lettuce, Cucumber and Durum Wheat</td>
<td valign="top" align="left">37% and 46%<break/>radiation transmitted (AV)</td>
<td valign="top" align="left">RH was similar in the full sun treatments and in the shaded situations</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B121">Marrou et&#xa0;al., 2013b</xref></td>
</tr>
<tr>
<td valign="top" align="left">Tomato</td>
<td valign="top" align="left">not specified</td>
<td valign="top" align="left">RH values were not significantly different compared to control</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B8">Al-agele et&#xa0;al., 2021</xref></td>
</tr>
<tr>
<td valign="top" align="left">Mungbean</td>
<td valign="top" align="left">not specified</td>
<td valign="top" align="left">RH increased under solar panels</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B190">Ukwu et&#xa0;al., 2025</xref></td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Interestingly, some crops may benefit from moderated light conditions through a reduction in photooxidative stress. In a recent study, <xref ref-type="bibr" rid="B26">Colombo et&#xa0;al. (2023)</xref> found that installing solar panels boosted crop output in oleaginous crops compared to the control (non-AV) agricultural area. This improvement was attributed to the reduced solar radiation reaching crops during the summer, which helped mitigate the negative effects of water stress, an abiotic stress factor known to impair plant growth. These findings highlight the inherent trade-offs in agrivoltaic design, particularly the balance between optimizing energy yield and maintaining adequate light availability for crops (<xref ref-type="bibr" rid="B153">Prakash et&#xa0;al., 2023</xref>). Additionally, appropriate panel configuration and spacing are critical to minimize the negative effects of shading on PAR and crop productivity (<xref ref-type="bibr" rid="B94">Klokov et&#xa0;al., 2023</xref>).</p>
<p>Beyond changes in radiation quantity, agrivoltaic systems also modify radiation quality and diffuse light dynamics. <xref ref-type="bibr" rid="B116">Magarelli et&#xa0;al. (2025b)</xref> demonstrated that agrivoltaic panels substantially modify both radiation quantity and quality in grapes, increasing the diffuse radiation fraction and altering spectral composition, particularly through blue and far-red enrichment and reduced red:far-red ratios, which triggered pronounced photomorphogenic responses, including enhanced leaf expansion, stem elongation, increased chlorophyll accumulation, and modulation of stomatal conductance. Collectively, these findings highlight the importance of optimizing agrivoltaic designs to manage light availability and spectral characteristics, and suggest that future advances, such as semi-transparent PV modules or adjustable panel configurations may help maximize PAR transmission while maintaining sustainable crop production under agrivoltaic systems (<xref ref-type="bibr" rid="B175">Stallknecht et&#xa0;al., 2023</xref>).</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Air temperature and relative humidity</title>
<p>The shade from solar panels alters both air temperature and relative humidity (RH) with direct implications on crop physiology and productivity. The magnitude of these variations is determined by crop height, panel configuration, density, and orientation (<xref ref-type="bibr" rid="B196">Waghmare et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B117">Magarelli et&#xa0;al., 2024</xref>). For instance, several studies in apple (<italic>Malus domestica</italic> L.), and grapes (<italic>Vitis vinifera</italic> L.) have reported substantial reductions in daily air temperatures under shaded conditions, in some cases reaching up to 4&#xb0;C (<xref ref-type="bibr" rid="B82">Juillion et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B203">Williams et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B177">Sturchio et&#xa0;al., 2024</xref>). Conversely, research conducted on kiwifruit (<italic>Actinidia chinensis deliciosa</italic>, cv. <italic>Jin Yan</italic>) in China observed minimal temperature variation under agrivoltaics, possibly influenced by site-specific factors such as wind speed (<xref ref-type="bibr" rid="B79">Jiang et&#xa0;al., 2022</xref>). Similarly, <xref ref-type="bibr" rid="B62">Hassanpour Adeh et&#xa0;al. (2018)</xref> reported reduced mean air temperature beneath solar panels in an unirrigated pasture particularly in areas experiencing water stress.</p>
<p>In winter wheat, the mean daily air temperature was found to be 1.1&#xb0;C lower during the summer months, creating a cooler microenvironment that may mitigate heat stress (<xref ref-type="bibr" rid="B200">Weselek et&#xa0;al., 2021</xref>). In rice, the maximum daily air temperature was reduced by 0.8&#xb0;C under agrivoltaic systems covering 27% of the ground surface relative to the open-field control, while the minimum air temperature remained statistically unchanged between the two treatments (<xref ref-type="bibr" rid="B185">Thum et&#xa0;al., 2025</xref>). <xref ref-type="bibr" rid="B13">Barron-Gafford et&#xa0;al. (2019)</xref> further demonstrated that partial shade from agrivoltaic systems significantly altered canopy temperatures in chiltepin pepper (<italic>Capsicum annuum</italic> var. g<italic>labriusculum</italic>), jalapenos (<italic>Capsicum annuum</italic> var. a<italic>nnuum</italic>), and cherry tomatoes (<italic>Solanum lycopersicum</italic> var. c<italic>erasiforme</italic>), with notably cooler daytime and warmer nighttime temperatures relative to unshaded control. In basil (<italic>Ocimum basilicum</italic> L.), an increase in minimum nighttime air temperature of 0.19&#xb0;C was observed under solar panels, while daytime minimum temperature decreased by 0.21&#xb0;C (<xref ref-type="bibr" rid="B86">Jung et&#xa0;al., 2023</xref>). Similarly, daytime air temperature beneath PV panels were found to be 0.3&#xb0;C lower compared to unshaded conditions in apple trees (<xref ref-type="bibr" rid="B82">Juillion et&#xa0;al., 2022</xref>).</p>
<p>However, not all agrivoltaic systems produce pronounced atmospheric modifications. In thyme, oregano, and Greek mountain tea, air temperature and RH beneath photovoltaic modules did not differ significantly from adjacent full-sun control areas, indicating limited alteration of ambient conditions despite the presence of the PV installation (<xref ref-type="bibr" rid="B43">Fagnano et&#xa0;al., 2024</xref>). Likewise, daily mean and maximum air temperatures did not differ significantly between agrivoltaic and full-sun treatments in a grapevine agrivoltaic system in Italy (<xref ref-type="bibr" rid="B118">Magarelli et&#xa0;al., 2025a</xref>). Nevertheless, a more detailed temporal analysis revealed that daytime average air temperature within the agrivoltaic system was up to 1.1&#xb0;C lower than under full-sun conditions, with diurnal temperature differences being less pronounced than nighttime variations (<xref ref-type="bibr" rid="B116">Magarelli et&#xa0;al., 2025b</xref>).</p>
<p>Increased shading under solar panels is also frequently associated with elevated RH, especially during midday hours when evapotranspiration is high (<xref ref-type="bibr" rid="B79">Jiang et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B82">Juillion et&#xa0;al., 2022</xref>). <xref ref-type="bibr" rid="B13">Barron-Gafford et&#xa0;al. (2019)</xref> reported that RH beneath solar array in semi-arid ecosystems was consistently higher than in adjacent unshaded plots, resulting in improved physiological performance in crops like chiltepin peppers, jalapenos, and cherry tomatoes. While high RH may be beneficial for some crops, it also increases pathogen risks, particularly fungal disease, emphasizing the need for crop-specific microclimate optimization (<xref ref-type="bibr" rid="B79">Jiang et&#xa0;al., 2022</xref>). <xref ref-type="bibr" rid="B170">Sekiyama and Nagashima (2019)</xref> found that lettuce (<italic>Lactuca sativa</italic> L.) grown under solar panels exhibited enhanced turgor pressure and delayed wilting, correlated with the high RH levels. In apple, RH levels increased significantly under solar panels during the day, particularly at midday and during summer months (<xref ref-type="bibr" rid="B82">Juillion et&#xa0;al., 2022</xref>). <xref ref-type="bibr" rid="B131">Mohammedi et&#xa0;al. (2023)</xref> also reported elevated RH levels in tomato (<italic>Solanum lycopersicum</italic> L.) plants under higher shade densities.</p>
<p>Within grapevine agrivoltaic systems, <xref ref-type="bibr" rid="B118">Magarelli et&#xa0;al. (2025a)</xref> reported significant differences in both mean and maximum RH among treatments, with the low-shade (LS) condition exhibiting the highest maximum RH values and the narrowest diurnal variation, indicative of a more stable humidity regime compared with high-shade (HS) and full-sun conditions. This pattern was attributed to localized microclimatic stabilization beneath photovoltaic panels, likely associated with reduced air mixing and partial windbreak effects that limited moisture loss in the LS zone. Consistently, <xref ref-type="bibr" rid="B116">Magarelli et&#xa0;al. (2025b)</xref> observed that mean RH was similar between HS and full-sun treatments, while LS conditions resulted in slightly higher RH values (6.1%), further supporting the role of intermediate shading in enhancing moisture retention under agrivoltaic systems. While elevated RH can confer physiological benefits, it may also increase the risk of pathogen development, particularly fungal diseases, underscoring the importance of crop-specific and site-specific microclimate optimization (<xref ref-type="bibr" rid="B79">Jiang et&#xa0;al., 2022</xref>). Collectively, these findings highlight the potential of agrivoltaic systems to mitigate abiotic stress in arid and semi-arid regions, where RH regulation plays a critical role in crop resilience and productivity.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Soil temperature and soil moisture content</title>
<p>Agrivoltaics systems have been consistently shown to influence soil temperature as well as moisture, primarily through the dual effect of shading and altered precipitation. Regarding soil thermodynamics, <xref ref-type="bibr" rid="B200">Weselek et&#xa0;al. (2021)</xref> observed that AV installations in winter wheat lowered the daily mean soil temperature approximately by 1.2&#xb0;C in 2017 and 1.4&#xb0;C in 2018 compared to open field conditions, primarily due to a reduction in direct solar radiation. Consistent with these findings, a field study in tomatoes showed that 50% shading under agrivoltaics resulted in an average soil temperature reduction of approximately 1.3&#xb0;C compared to open-field conditions (<xref ref-type="bibr" rid="B131">Mohammedi et&#xa0;al., 2023</xref>). Further, the increase in the shading to 80% led to a more pronounced cooling effect, with soil temperatures 2.3&#xb0;C lower than in unshaded areas. Similarly, <xref ref-type="bibr" rid="B127">Min et&#xa0;al. (2022)</xref> reported that average soil temperatures were 17% lower under solar panels compared to control plots in kimchi cabbage (<italic>Brassica rapa</italic> ssp. <italic>Pekinensis</italic>). Moreover, shading from solar panels also reduces evapotranspiration by limiting direct solar radiation, thereby enhancing soil water retention (<xref ref-type="bibr" rid="B177">Sturchio et&#xa0;al., 2024</xref>). <xref ref-type="bibr" rid="B213">Yue et&#xa0;al. (2021)</xref> reported an increase in average soil moisture by 15% under fixed panels and 11% under oblique single-axis tracking panels in a desert region, compared to unshaded conditions. Similarly, <xref ref-type="bibr" rid="B62">Hassanpour Adeh et&#xa0;al. (2018)</xref> observed that AV systems increased soil moisture retention and water-use efficiency (WUE) by 328% in an unirrigated sheep pasture, due to reduced temperatures and evaporation. In the Gobi Desert, <xref ref-type="bibr" rid="B208">Wu et&#xa0;al. (2022)</xref> observed substantial increase in soil moisture content, ranging from 59 to 113% in shaded zones beneath solar array, along with concurrent decrease in soil temperatures (1.5-1.7&#xb0;C), due to increased rainfall interception and reduced incoming radiation. This improved moisture retention is especially notable on cooler days and post-irrigation, benefiting crops such as cranberries (<italic>Vaccinium macrocarpon</italic> Ait.) and grapevines (<xref ref-type="bibr" rid="B136">Mupambi et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B45">Ferrara et&#xa0;al., 2023</xref>). Further, <xref ref-type="bibr" rid="B116">Magarelli et&#xa0;al. (2025b)</xref> reported that, under high-shade conditions, soil moisture was 16% higher than in full-sun treatments, while soil temperatures were moderately stabilized, indicating improved soil water retention and enhanced thermal buffering under agrivoltaic shading.</p>
<p>In contrast, the findings of <xref ref-type="bibr" rid="B200">Weselek et&#xa0;al. (2021)</xref> regarding significantly reduced soil moisture under agrivoltaic in four crops (celeriac, winter wheat, potato and grass-clover) during two consecutive years (2017 and 2018), are particularly intriguing. Their study showed that the daily mean soil moisture levels were much lower under AV until the middle of April, after which moisture levels began to rise and then remained high beyond the end of October. These findings are interesting because soil moisture was expected to be higher under AV in the summer due to lower evapotranspiration as reported in previous studies (<xref ref-type="bibr" rid="B122">Marrou et&#xa0;al., 2013a</xref>; <xref ref-type="bibr" rid="B11">Amaducci et&#xa0;al., 2018</xref>).</p>
<p>However, the spatial heterogeneity in soil moisture distribution induced by panel configurations can strongly influence productivity and remains an area requiring further investigation (<xref ref-type="bibr" rid="B177">Sturchio et&#xa0;al., 2024</xref>). Several studies also emphasized that soil moisture trends are not uniform; while some crops such as tomatoes and kimchi cabbage exhibited lower soil temperatures and improved water conservation under AV systems (<xref ref-type="bibr" rid="B127">Min et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B131">Mohammedi et&#xa0;al., 2023</xref>), other findings observed reductions in soil moisture depending on local climate variability, panel configuration and seasonal effects in crops such as celeriac, winter wheat, potato and grass-clover (<xref ref-type="bibr" rid="B200">Weselek et&#xa0;al., 2021</xref>). These findings necessitate the importance of site-specific AV system design, particularly in water-limited environments, to optimize the synergic effects of shading and moisture retention for enhanced agricultural sustainability.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Wind speed and rainfall patterns</title>
<p>Agrivoltaic systems alter local microclimate conditions, particularly affecting wind speed and precipitation patterns beneath and around solar panel installations. Research has demonstrated that AV systems create substantial wind sheltering effects. Vertical agrivoltaic configurations showed the most pronounced impacts on wind speed reduction, which enhanced crop yields in wind-exposed regions of Northern Europe (<xref ref-type="bibr" rid="B68">Honningdalsnes et&#xa0;al., 2025</xref>). Wind speed affects both system cooling and plant microclimate; moderate winds can lower panel and canopy temperatures (<xref ref-type="bibr" rid="B32">Deline et&#xa0;al., 2010</xref>), whereas high winds pose structural risks and require robust mounting designs. Although quantitative data remain limited, these variables play a significant role in shaping the microenvironment under agrivoltaics and warrant further investigation (<xref ref-type="bibr" rid="B121">Marrou et&#xa0;al., 2013b</xref>). Computational fluid dynamics modeling has revealed complex interactions between solar panels and atmospheric conditions, showing that panel configurations directly influence wind flow patterns and turbulence in the understory environment (<xref ref-type="bibr" rid="B215">Zainali et&#xa0;al., 2023</xref>).</p>
<p>Empirical field studies provide growing evidence of wind attenuation beneath agrivoltaic systems. <xref ref-type="bibr" rid="B35">Disciglio et&#xa0;al. (2023)</xref> reported reduced air movement under dynamic agrivoltaic installations, inferred from consistently lower air and infrared leaf temperatures in permanently shaded zones compared with intermittently shaded and full-sun areas. Similarly, field characterization of both vertical and tilted agrivoltaic systems documented pronounced differences in wind velocity profiles across panel orientations and spacing configurations, highlighting the sensitivity of airflow patterns to system design (<xref ref-type="bibr" rid="B195">Victoria et&#xa0;al., 2025</xref>). The effects of co-locating photovoltaic (PV) panels with aromatic crops including thyme, oregano, and Greek mountain tea were investigated under hot and dry conditions at an Enel Green Power PV plant in Greece (<xref ref-type="bibr" rid="B43">Fagnano et&#xa0;al., 2024</xref>). Their findings showed that net radiation and wind speed in the testing area (the corridors between two modules rows) were reduced by 44% and 38%, respectively, relative to the control, indicating substantial microclimatic effects induced by the PV structures.</p>
<p>Recent evidence from a grapevine agrivoltaic system under semi-arid Mediterranean conditions clearly demonstrates that crop responses are driven by complex radiation and wind-mediated microclimatic modifications rather than by light reduction alone (<xref ref-type="bibr" rid="B118">Magarelli et&#xa0;al., 2025a</xref>). The study reported significant alterations in wind regimes beneath the panels, characterized by reduced wind speed, increased calm periods, and strong nighttime cooling effects, which interacted with radiation changes to influence vapor pressure deficit, leaf temperature, and plant water status. These wind speed effects combined with radiation interactions contributed to improved midday water status, altered diurnal gas exchange dynamics, and modified yield components, highlighting that agrivoltaic effects on crop physiology and productivity arise from integrated microclimatic regulation rather than shading intensity (<xref ref-type="bibr" rid="B118">Magarelli et&#xa0;al., 2025a</xref>). Together, these findings demonstrate that agrivoltaic impacts on crop physiology and productivity arise from integrated regulation of wind and radiation rather than from shading intensity alone, underscoring the need to explicitly consider airflow dynamics in agrivoltaic system design.</p>
<p>The microclimate modifications extend beyond wind effects to influence water availability and distribution, as agrivoltaic systems alter rainfall interception and redistribution patterns, affecting soil moisture dynamics and evapotranspiration rates (<xref ref-type="bibr" rid="B146">Paschalis et&#xa0;al., 2025</xref>). Rainfall contributes to natural cleaning of panel surfaces, improving light transmission and reducing dust accumulation on PV modules (<xref ref-type="bibr" rid="B92">Kimber et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B34">Diniz et&#xa0;al., 2014</xref>), while prolonged cloudy or rainy periods can modify the shading-light balance experienced by crops.</p>
<p>Different studies have shown that these microclimate changes, including modified wind speeds and altered precipitation, can be both beneficial and challenging depending on crop requirements and system design (<xref ref-type="bibr" rid="B86">Jung et&#xa0;al., 2023</xref>). Advanced modeling approaches combining computational fluid dynamics, radiative transfer models, and plant growth models have been developed to capture the intricate interactions between solar panels, atmospheric conditions, soil moisture, and plant responses in agrivoltaic configurations (<xref ref-type="bibr" rid="B193">Vernier et&#xa0;al., 2025</xref>). Recent studies have revealed trade-offs in agrivoltaic system design, where microclimate modifications affecting wind speed, temperature, and water availability must be balanced against impacts on crop physiology, yield outcomes, and canopy thermal characteristics (<xref ref-type="bibr" rid="B62">Hassanpour Adeh et&#xa0;al., 2018</xref>). The ecohydrological dynamics in agrivoltaic grassland systems demonstrate that wind speed reduction and precipitation redistribution work synergistically to control vegetation growth patterns, soil water retention, and overall ecosystem functioning (<xref ref-type="bibr" rid="B146">Paschalis et&#xa0;al., 2025</xref>). Field investigations in temperate climates have further explored the meteorological dimensions of vertical agrivoltaics, documenting how these systems modify not only wind patterns but also precipitation access, humidity levels, and the overall water balance in agricultural landscapes (<xref ref-type="bibr" rid="B195">Victoria et&#xa0;al., 2025</xref>).</p>
</sec>
</sec>
<sec id="s3">
<label>3</label>
<title>Impact on plant performance</title>
<p>Agrivoltaic systems impact plant growth and productivity by modifying the accessibility of light, temperature, and soil moisture (<xref ref-type="bibr" rid="B189">Turan, 2021</xref>). Although solar panels can provide relief from excessive heat and decrease water loss through transpiration, they can also hinder the overall photosynthetic activity and growth rate of plants, especially if the shade is too intense (<xref ref-type="bibr" rid="B87">Kadowaki et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B151">Poorter et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B210">Yajima et&#xa0;al., 2023</xref>; <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>).</p>
<p>Moreover, the impact of agrivoltaics on agricultural productivity might vary based on various aspects, such as crop type, panel orientation, and the agronomic practices utilized for crop and pest management (<xref ref-type="bibr" rid="B187">Touil et&#xa0;al., 2021</xref>). While some studies have reported a modest decrease in yield under agrivoltaic conditions, others have demonstrated similar or even greater yields compared to traditional open-field cultivation (<xref ref-type="bibr" rid="B188">Trommsdorff et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B200">Weselek et&#xa0;al., 2021</xref>). In arid and semi-arid regions, agrivoltaics systems have demonstrated potential for conserving soil moisture and regulating extreme temperatures, creating a more favorable microclimatic environment for drought sensitive crops, such as wheat (<xref ref-type="bibr" rid="B147">Pataczek et&#xa0;al., 2023</xref>). This leads to improved water-use efficiency, particularly under conditions of water-limited environments (<xref ref-type="bibr" rid="B168">Schweiger and Pataczek, 2023</xref>; <xref ref-type="bibr" rid="B209">Wydra et&#xa0;al., 2023</xref>). In the context of horticultural crops, particularly berry production, solar panels can reduce the need for plastic foils and hail nets, which are traditionally used to protect crops from hail, frost, and sunburn (<xref ref-type="bibr" rid="B52">Giri et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B209">Wydra et&#xa0;al., 2023</xref>).</p>
<p>Implementation of precision agriculture practices, specifically efficient shade control, emerges as critical factors influencing crop quality and yield consistency under agrivoltaics (<xref ref-type="bibr" rid="B103">Leon and Ishihara, 2018</xref>; <xref ref-type="bibr" rid="B169">Sekiyama, 2019</xref>; <xref ref-type="bibr" rid="B30">Cuppari et&#xa0;al., 2021</xref>). As research continues to evolve, integrating such adaptive management strategies will be crucial for aligning crop improvement and energy production goals, particularly in the face of climate variability and resource constraints.</p>
<sec id="s3_1">
<label>3.1</label>
<title>Physiological impacts</title>
<sec id="s3_1_1">
<label>3.1.1</label>
<title>Photosynthesis</title>
<p>The presence of solar panels can significantly impact the process of photosynthesis in plants growing underneath them (<xref ref-type="bibr" rid="B10">Al Mamun et&#xa0;al., 2022</xref>; <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>). While solar panels provide clean energy, they can also cast shadows and reduce the amount of sunlight reaching the plants below (<xref ref-type="bibr" rid="B94">Klokov et&#xa0;al., 2023</xref>), which can ultimately affect the rate of photosynthesis. Additionally, some studies suggested that certain types of solar panels can alter the light spectrum that reaches the plants (<xref ref-type="bibr" rid="B89">Katul, 2023</xref>). Changes in the light spectrum may influence the plant&#x2019;s ability to optimally carry out photosynthesis (<xref ref-type="bibr" rid="B94">Klokov et&#xa0;al., 2023</xref>). However, it is worth noting that the specific impact on photosynthesis depends on various factors including plant selection, the design of the solar panel installation, and the amount of shading caused by the panels (<xref ref-type="bibr" rid="B89">Katul, 2023</xref>). For instance, shade-sensitive crops such as rice and soybean (<italic>Glycine max</italic> L.) exhibited lower photosynthetic efficiency and yield reductions of 13-30% and 18-20%, respectively, when grown under agrivoltaic systems compared to control plots (<xref ref-type="bibr" rid="B101">Lee et&#xa0;al., 2023</xref>). In sweet corn (<italic>Zea mays</italic> subsp. <italic>Mays</italic>), a 50% shade (nested design) treatment reduced plant height stem diameter and photosynthetic rate, particularly in genotypes with low shade tolerance, likely due to diminished chlorophyll content and light intensity (<xref ref-type="bibr" rid="B178">Susanti et&#xa0;al., 2023</xref>). Photosynthesis was diminished when kiwifruit plants were subjected to higher levels of shade, resulting in a decrease in yield ranging from 26% to 39% (<xref ref-type="bibr" rid="B79">Jiang et&#xa0;al., 2022</xref>; <xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Physiological alterations in different crop plants under agrivoltaics systems (AV).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Physiological Parameters and Plant Growth</th>
<th valign="top" align="left">Crop</th>
<th valign="top" align="left">Shading %</th>
<th valign="top" align="left">Effects on Plant Performance</th>
<th valign="top" align="left">References</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="4" align="left">Plant Growth</td>
<td valign="top" align="left">Celeriac</td>
<td valign="top" align="left">26%</td>
<td valign="top" align="left">Increased plant height</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B200">Weselek et&#xa0;al., 2021</xref></td>
</tr>
<tr>
<td valign="top" align="left">Tomato</td>
<td valign="top" align="left">30%</td>
<td valign="top" align="left">Higher plant height, leaf length and width under shade</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B165">Savalle-Gloire et&#xa0;al., 2025</xref></td>
</tr>
<tr>
<td valign="top" align="left">Potatoes</td>
<td valign="top" align="left">50%</td>
<td valign="top" align="left">The total leaf area for potatoes below the PV modules was larger than the reference area</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B204">Willockx et&#xa0;al., 2020</xref></td>
</tr>
<tr>
<td valign="top" align="left">Bok Choy</td>
<td valign="top" align="left">not specified</td>
<td valign="top" align="left">Increased plant height, leaf number, leaf length and width under control compared to solar panels</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B98">Kumpanalaisatit et&#xa0;al., 2022</xref></td>
</tr>
<tr>
<td valign="top" rowspan="5" align="left">Photosynthesis</td>
<td valign="top" align="left">Kiwi</td>
<td valign="top" align="left">19.0% (T1), 30.4% (T2) and 38.0% (T3)</td>
<td valign="top" align="left">Reduced photosynthetic rate, under panels, however leaf light use efficiency improved</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B79">Jiang et&#xa0;al., 2022</xref></td>
</tr>
<tr>
<td valign="top" align="left">Apple</td>
<td valign="top" align="left">50-55%.</td>
<td valign="top" align="left">Reduced leaf photosynthetic rates</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B82">Juillion et&#xa0;al., 2022</xref></td>
</tr>
<tr>
<td valign="top" align="left">Maize</td>
<td valign="top" align="left">29-38% in Dynamic AV, 30-35% in AV half and 54-56% in AV full</td>
<td valign="top" align="left">Reduced net assimilation of CO<sub>2</sub></td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B156">Ramos-Fuentes et&#xa0;al., 2023</xref></td>
</tr>
<tr>
<td valign="top" align="left">Rocket</td>
<td valign="top" align="left">20%</td>
<td valign="top" align="left">Lower photosynthetic rate under agrivoltaics</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B90">Kavga et&#xa0;al., 2018</xref></td>
</tr>
<tr>
<td valign="top" align="left">Medicago sativa &amp; Bupleurum chinense</td>
<td valign="top" align="left">84% lower than natural light.</td>
<td valign="top" align="left">Increased photosynthesis in both species</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B217">Zhang et&#xa0;al., 2024</xref></td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Transpiration Rate</td>
<td valign="top" align="left">Kiwi</td>
<td valign="top" align="left">19.0% (T1), 30.4% (T2) and 38.0% (T3)</td>
<td valign="top" align="left">Reduced transpiration rate</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B79">Jiang et&#xa0;al., 2022</xref></td>
</tr>
<tr>
<td valign="top" align="left">Maize</td>
<td valign="top" align="left">29-38% in Dynamic AV, 30-35% in AV half and 54-56% in AV full</td>
<td valign="top" align="left">Reduced transpiration rate</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B156">Ramos-Fuentes et&#xa0;al., 2023</xref></td>
</tr>
<tr>
<td valign="top" rowspan="3" align="left">Water- Use Efficiency</td>
<td valign="top" align="left">Tomato</td>
<td valign="top" align="left">not specified</td>
<td valign="top" align="left">High water productivity in the interrow deficit treatments compare to control and panel deficit</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B8">Al-agele et&#xa0;al., 2021</xref></td>
</tr>
<tr>
<td valign="top" align="left">Maize</td>
<td valign="top" align="left">29-38% in Dynamic AV, 30-35% in AV half and 54-56% in AV full</td>
<td valign="top" align="left">Increased water use efficiency under AV (reduce irrigation inputs by up to 19&#x2013;47%)</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B156">Ramos-Fuentes et&#xa0;al., 2023</xref></td>
</tr>
<tr>
<td valign="top" align="left">Apple</td>
<td valign="top" align="left">50-55%</td>
<td valign="top" align="left">Lower radiation decreased the irrigation between 6% and 31%, enhancing water productivity</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B82">Juillion et&#xa0;al., 2022</xref></td>
</tr>
<tr>
<td valign="top" align="left">Stomatal Conductance</td>
<td valign="top" align="left">Maize</td>
<td valign="top" align="left">29-38% in Dynamic AV, 30-35% in AV half and 54-56% in AV full</td>
<td valign="top" align="left">Reduction in stomatal conductance</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B156">Ramos-Fuentes et&#xa0;al., 2023</xref></td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Apple trees exhibited an 18% decline in photosynthetic activity when exposed to irradiances exceeding 1000 &#x3bc;mol/m<sup>2</sup>/s (<xref ref-type="bibr" rid="B83">Juillion et&#xa0;al., 2024</xref>; <xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>). In wine grapes, photosynthetic activity decreased by 40% in the morning but increased later in the day, reaching its peak around midday (<xref ref-type="bibr" rid="B45">Ferrara et&#xa0;al., 2023</xref>). Shading protects from excessive radiation, resulting in greater grape performance at midday compared to plants exposed to full sunlight. Similarly, <xref ref-type="bibr" rid="B109">Loik et&#xa0;al. (2017)</xref> observed that shading from PV covering significantly reduced photosynthesis and WUE in tomato plants. Another study on soybean crops found that AV-generated shade improved growth and maintained photosynthetic potential in certain genotypes (<xref ref-type="bibr" rid="B152">Potenza et&#xa0;al., 2022</xref>).</p>
<p>At the physiological level, the effects of shading on photochemical processes can be captured through chlorophyll fluorescence parameters such as electron transport rate (ETR) and non-photochemical quenching (NPQ). In soybean and rice, ETR did not differ significantly across different AV treatments; however, photosynthetic rates declined overall under shaded conditions due to increased NPQ, indicating inefficient energy utilization and stress responses in the light-harvesting complexes (<xref ref-type="bibr" rid="B22">Cho et&#xa0;al., 2021</xref>).</p>
<p>The Soil Plant Analysis Development (SPAD) index, which exhibits a strong correlation with leaf chlorophyll concentration and quantifies photosynthetic capacity, has demonstrated stable or elevated values in some crops (<xref ref-type="bibr" rid="B88">Kapotis et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B138">Netto et&#xa0;al., 2005</xref>). In various leafy vegetables such as komatsuna (<italic>Brassica rapa</italic> L. var. perviridis group cv. natsurakuten), kabu (<italic>Brassica rapa</italic> L. Rapifera Group cv. CR Yukibana) and mizuna mustard (<italic>Brassica rapa</italic> L. Japonica Group cv. kyoshigure), the SPAD values were highest in control, while under solar panels there was no significant&#xa0;difference across treatments (<xref ref-type="bibr" rid="B93">Kirimura et&#xa0;al., 2022</xref>). Since chlorophyll content is a critical determinant of photosynthetic capacity, stable or elevated SPAD values imply that photosynthesis was likely unaffected or potentially optimized under these conditions in these crops. Reduced solar radiation might have mitigated excessive light stress, while the cooler microclimate may have enhanced photosynthetic efficiency by preventing heat stress, creating conditions beneficial for sustained or improved photosynthetic performance (<xref ref-type="bibr" rid="B93">Kirimura et&#xa0;al., 2022</xref>). Although lettuce was also evaluated in the above study, the trends in SPAD values were less pronounced in lettuce. Similarly, <xref ref-type="bibr" rid="B78">Jeong et&#xa0;al. (2022)</xref> observed that rice plants under agrivoltaic conditions exhibited increased chlorophyll content and SPAD values; however, leaf thickness was reduced compared to control. These adaptations were linked to changes in light quality and quantity, suggesting a complex photomorphogenic adjustment. Although the presence of solar panels might decrease direct sunlight exposure and potentially hinder photosynthetic activity by casting shade, it also helps to regulate temperature extremes and conserve water, which can have a positive impact on plant growth (<xref ref-type="bibr" rid="B83">Juillion et&#xa0;al., 2024</xref>). Emerging technologies (e.g., semi-transparent, spectrally selective photovoltaic modules) can enhance crop yields by allowing specific wavelengths of light to penetrate, which can be beneficial for photosynthesis (<xref ref-type="bibr" rid="B219">Zotti et&#xa0;al., 2024</xref>). This technology has been shown to provide a photo-protective effect, promoting plant growth under excessive light conditions. For instance, the net photosynthetic rate under SPM (semi-transparent photovoltaic shading) was consistently higher than that under TPM (traditional photovoltaic shading with no light) in soybean, due to the influence on the photosynthetic rate by solar irradiance (<xref ref-type="bibr" rid="B70">Hu et&#xa0;al., 2024</xref>).</p>
<p>Some research findings also indicated that optimizing the light spectrum transmitted through PV cells can maximize photosynthesis, particularly by targeting red-light wavelengths, which are more effective for certain crops (<xref ref-type="bibr" rid="B89">Katul, 2023</xref>). Although agrivoltaic systems can reduce photosynthetic efficiency due to shading, they also offer innovative solutions to optimize light quality and enhance crop resilience, suggesting a complex interplay between light management and agricultural productivity (<xref ref-type="bibr" rid="B210">Yajima et&#xa0;al., 2023</xref>). This raises important questions about the relationship between photosynthesis and shade avoidance/tolerance in plants. Specifically, could signals generated by reduced photosynthesis influence or regulate shade avoidance/tolerance responses? How does microclimate shift affect the balance between photosynthesis and water loss at biochemical levels across different crop species? Understanding these interactions is essential for optimizing crop adaptation and productivity under solar panels.</p>
</sec>
<sec id="s3_1_2">
<label>3.1.2</label>
<title>Water-use efficiency</title>
<p>Agrivoltaic systems are anticipated to significantly enhance (WUE) in agricultural environments through microclimatic alterations (<xref ref-type="bibr" rid="B58">Gorjian et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B81">Jones et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B141">Omer et&#xa0;al., 2022</xref>). The partial shading provided by solar panels may lower crop transpiration rates and improve soil moisture retention, leading to more efficient water use, particularly in arid and semi-arid regions (<xref ref-type="bibr" rid="B13">Barron-Gafford et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B53">Giudice et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B79">Jiang et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B19">Chamara et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B162">Roxani et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B199">Warmann et&#xa0;al., 2024</xref>). In lettuce, the reduction in crop evapotranspiration (AET) by 10-30% in agrivoltaic systems suggests that the presence of solar panels influenced the amount of water transpired by the plants significantly (<xref ref-type="bibr" rid="B121">Marrou et&#xa0;al., 2013b</xref>; <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>). These effects were pronounced when the available light in agrivoltaic systems was maintained at 50-70% of full-sun radiation. Notably, seasonal variability modulated these effects, implying that the impact of agrivoltaics on WUE is climate dependent (<xref ref-type="bibr" rid="B42">Ersoy et&#xa0;al., 2021</xref>). Further, <xref ref-type="bibr" rid="B122">Marrou et&#xa0;al. (2013a)</xref> demonstrated that despite reduced soil water potential and soil moisture gradient beneath the panels, final fresh weight in cucumber (<italic>Cucumis sativus</italic> L.) and lettuce increased. In addition, cucumber and lettuce grown under solar panels exhibited a higher rate of leaf canopy expansion associated with decreased evaporation, which could contribute to improved crop growth. Similarly, <xref ref-type="bibr" rid="B53">Giudice et&#xa0;al. (2021)</xref> observed that lettuce under solar panels required significantly less irrigation than full-sun controls, further supporting the fact that agrivoltaics reduce water input requirements while maintaining crop viability. These findings support the hypothesis that shading from solar panels can lead to microclimatic modifications (e.g., reduced radiation and temperature) that lower water demand while still supporting or even enhancing crop productivity, key indicators of improved WUE (<xref ref-type="bibr" rid="B13">Barron-Gafford et&#xa0;al., 2019</xref>).</p>
<p>Similar results were obtained by <xref ref-type="bibr" rid="B157">Ravi et&#xa0;al. (2014)</xref> on agave (<italic>Agave americana</italic> L.) plants, where water utilization was more efficient beneath solar panels. <xref ref-type="bibr" rid="B79">Jiang et&#xa0;al. (2022)</xref> investigated the impact of varying PV shading densities (19%, 30% and 38%) on growth, yield, and water productivity, respectively, of kiwifruit under a south-facing agrivoltaic system (<xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>). Although increased shading improved RH and reduced air temperature, it also resulted in lower transpiration and photosynthetic rates, indicating a physiological trade-off between water conservation and photosynthetic efficiency.</p>
<p>Research conducted by <xref ref-type="bibr" rid="B82">Juillion et&#xa0;al. (2022)</xref> examined the impact of variable shade on apple trees and observed that AV induced shading led to an average air temperature reduction of 3.8 &#xb0;C with a 14% increase in RH. These microclimatic modifications correspond to a 6-31% decrease in irrigation demand, a direct indicator of water-use efficiency (<xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>). Similarly, <xref ref-type="bibr" rid="B199">Warmann et&#xa0;al. (2024)</xref> highlighted that agrivoltaics can reduce irrigation needs by 30-40%, depending on local climate. Further, they also observed that higher air temperature under the array leads to a drop in water savings by 3% while water-savings rise by 3% for each degree decrease in air temperature.</p>
<p>Although numerous studies have examined the impact of agrivoltaic systems on WUE, several critical questions remain unanswered. How does shading from solar panels influence the biochemical mechanisms that regulate WUE in crop plants? What role do osmolytes, antioxidant enzymes and stomatal behavior play in mediating plant responses to reduced light or evapotranspiration? Can changes in panel orientation or system design optimize these responses to improve water conservation without compromising productivity. Addressing these questions is essential for developing resilient and water-efficient agrivoltaic systems.</p>
</sec>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Biochemical and metabolic impacts</title>
<p>As a wide array of research on agrivoltaic systems has primarily focused on crop growth and yields, significantly less attention has been given to biochemical and associated metabolomic changes, highlighting an interesting research gap in literature (<xref ref-type="bibr" rid="B134">Moon and Ku, 2023</xref>). There is limited data available on crop quality, as well as biochemical and metabolomic alterations (<xref ref-type="bibr" rid="B133">Moon and Ku, 2022</xref>). Emerging research has begun exploring the impacts of shading on plant metabolites under solar panels (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>). One such study was done in green tea (<italic>Camellia sinensis</italic> L.) leaves, where shading treatment increased the amino acid content (e.g., theanine), and reduced the content of bitter-tasting compounds like caffeine and catechin in leaves (<xref ref-type="bibr" rid="B95">Ku et&#xa0;al., 2010</xref>). Similarly, shading has been found to influence various biochemical components, including 5-oxoproline content and modified amino acid composition, particularly elevated aspartic acid content (<xref ref-type="bibr" rid="B192">Unno et&#xa0;al., 2020</xref>). The altered metabolic processes in tea leaves grown under solar panels indicated that shading has broader effects on the biochemical pathways within the plants (<xref ref-type="bibr" rid="B192">Unno et&#xa0;al., 2020</xref>).</p>
<p>A study conducted by <xref ref-type="bibr" rid="B134">Moon and Ku (2023)</xref> compared the cultivation of &#x201c;Winter Storm&#x201d; cabbage (<italic>Brassica oleracea</italic> var. c<italic>apitata</italic>) under solar panels (AV conditions) and in an open field. Although glucosinolates level and their hydrolysis products in the fresh cabbage were not significantly different between the two conditions, the juice extracted from cabbages grown under open-field conditions showed higher amounts of volatile organic compounds compared to the cabbages grown under solar panel conditions. A recent study by <xref ref-type="bibr" rid="B17">Chae et&#xa0;al. (2022)</xref> reported that additional shading under AV systems led to greener broccoli and greater consumer preference compared to open-field broccoli (<italic>Brassica oleracea</italic> var. i<italic>talica</italic>), although no significant difference was observed in yield, antioxidant capacity and key metabolites like glucosinolates. Further research by <xref ref-type="bibr" rid="B134">Moon and Ku (2023)</xref> assessed the visual characteristics, metabolites, and yield of broccoli during the fall growing season cultivated under an agrivoltaic system, supplemented with a polyethylene shading curtain. In the spring, a cultivar that does not produce anthocyanins was included in the study. Regardless of cultivar, broccoli florets showed increased chlorophyll content, while anthocyanin and glucosinolate content decreased (roughly 20% of that obtained in open fields). Further, additional shading treatment increased the aspartic acid content, suggesting metabolic changes induced by the cultivation method (<xref ref-type="table" rid="T3"><bold>Table&#xa0;3</bold></xref>). These findings are of particular interest to farmers and policymakers pursuing sustainable agriculture, as they demonstrate potential quality improvements without compromising essential crop characteristics. A field experiment investigated the influence of panel-generated shade on chicory (<italic>Cichorium intybus</italic> L.) crop production (<xref ref-type="bibr" rid="B171">Semeraro et&#xa0;al., 2024</xref>). The study assessed various parameters related to food quality (e.g., leaf water content, chlorophylls a and b, carotenoids, metabolite profile, and antioxidant capacity). The shading system did not compromise the quality of chicory for human consumption, indicating that the shaded chicory retained its nutritional and health-promoting attributes (<xref ref-type="table" rid="T3"><bold>Table&#xa0;3</bold></xref>).</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Impact of agrivoltaic (AV) on plant metabolites.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Parameter</th>
<th valign="top" align="left">Crop</th>
<th valign="top" align="left">Shading %</th>
<th valign="top" align="left">Biochemical and Metabolic Effect</th>
<th valign="top" align="left">References</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="6" align="left">Antioxidants</td>
<td valign="top" align="left">Broccoli</td>
<td valign="top" align="left">35%</td>
<td valign="top" align="left">No significant differences in antioxidant capacity between the agrivoltaics and open-field cultivation</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B17">Chae et&#xa0;al., 2022</xref></td>
</tr>
<tr>
<td valign="top" align="left">Grapevine</td>
<td valign="top" align="left">75%</td>
<td valign="top" align="left">Significant reduction in anthocyanin content</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B45">Ferrara et&#xa0;al., 2023</xref></td>
</tr>
<tr>
<td valign="top" align="left">Chicory</td>
<td valign="top" align="left">not specified</td>
<td valign="top" align="left">No significant changes in antioxidant content</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B171">Semeraro et&#xa0;al., 2024</xref></td>
</tr>
<tr>
<td valign="top" align="left">Raspberry, wild Strawberry &amp; Blackberry</td>
<td valign="top" align="left">25% and 100%</td>
<td valign="top" align="left">Antioxidant capacity and Anthocyanin content increased in berries grown under shading (photovoltaic greenhouses)</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B14">Blando et&#xa0;al., 2018</xref></td>
</tr>
<tr>
<td valign="top" align="left">Consort Black Currants</td>
<td valign="top" align="left">37 to 83%.</td>
<td valign="top" align="left">Anthocyanin content and cyanidin derivatives decreased up to 13&#x2013;14% in shaded conditions</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B206">Wolske et&#xa0;al., 2021</xref></td>
</tr>
<tr>
<td valign="top" align="left">Broccoli</td>
<td valign="top" align="left">35%</td>
<td valign="top" align="left">Reduced anthocyanin content under AV systems</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B134">Moon and Ku, 2023</xref></td>
</tr>
<tr>
<td valign="top" rowspan="3" align="left">Glucosinolates</td>
<td valign="top" align="left">Cabbage</td>
<td valign="top" align="left">41%</td>
<td valign="top" align="left">No significant difference in glucosinolates and their hydrolysis products</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B133">Moon and Ku, 2022</xref></td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Broccoli</td>
<td valign="top" align="left">35%</td>
<td valign="top" align="left">No difference in glucosinolates and hydrolysis products</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B17">Chae et&#xa0;al., 2022</xref></td>
</tr>
<tr>
<td valign="top" align="left">35%</td>
<td valign="top" align="left">Reduced glucosinolate content under AV systems</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B134">Moon and Ku, 2023</xref></td>
</tr>
<tr>
<td valign="top" rowspan="4" align="left">Total Soluble Solids (TSS)</td>
<td valign="top" align="left">Grapevine</td>
<td valign="top" align="left">75%</td>
<td valign="top" align="left">Reduction in TSS under solar panels</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B45">Ferrara et&#xa0;al., 2023</xref></td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Tomato</td>
<td valign="top" align="left">Not specified</td>
<td valign="top" align="left">Reduction in TSS under solar panels</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B166">Scarano et&#xa0;al., 2024</xref></td>
</tr>
<tr>
<td valign="top" align="left">50% and 80%</td>
<td valign="top" align="left">Shade had no impact on TSS</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B131">Mohammedi et&#xa0;al., 2023</xref></td>
</tr>
<tr>
<td valign="top" align="left">Cranberry</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">Reduction in TSS under solar panels</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B136">Mupambi et&#xa0;al., 2021</xref></td>
</tr>
<tr>
<td valign="top" align="left">Polyphenols</td>
<td valign="top" align="left">Chicory</td>
<td valign="top" align="left">not specified</td>
<td valign="top" align="left">No significant change in total phenolic content</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B171">Semeraro et&#xa0;al., 2024</xref></td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left"/>
<td valign="top" align="left">Raspberry, Wild strawberry &amp; Blackberry</td>
<td valign="top" align="left">25% and 100%</td>
<td valign="top" align="left">Increased phenolic content under AV systems (photovoltaic greenhouses)</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B14">Blando et&#xa0;al., 2018</xref></td>
</tr>
<tr>
<td valign="top" align="left">Grapevine</td>
<td valign="top" align="left">75%</td>
<td valign="top" align="left">Polyphenols content reduced significantly</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B45">Ferrara et&#xa0;al., 2023</xref></td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Titratable Acidity (TA)</td>
<td valign="top" align="left">Tomato</td>
<td valign="top" align="left">50% and 80%</td>
<td valign="top" align="left">Increase in TA compared to control</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B131">Mohammedi et&#xa0;al., 2023</xref></td>
</tr>
<tr>
<td valign="top" align="left">Cranberry</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">Increase in TA compared to control</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B136">Mupambi et&#xa0;al., 2021</xref></td>
</tr>
<tr>
<td valign="top" align="left">Sugar/Starch Content</td>
<td valign="top" align="left">Apple</td>
<td valign="top" align="left">50-55%</td>
<td valign="top" align="left">Shading decreased the sugar/acid ratio and decreased starch concentration</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B83">Juillion et&#xa0;al., 2024</xref></td>
</tr>
<tr>
<td valign="top" align="left">Protein Content</td>
<td valign="top" align="left">Spinach and Basil</td>
<td valign="top" align="left">57% less solar radiation compared to control</td>
<td valign="top" align="left">Increase in the protein content for both plants grown under agrivoltaics conditions</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B184">Thompson et&#xa0;al., 2020</xref></td>
</tr>
<tr>
<td valign="top" align="left">Chlorophyll Content</td>
<td valign="top" align="left">Medicago sativa,<break/><italic>Bupleurum chinense</italic></td>
<td valign="top" align="left">84% lower than natural light.</td>
<td valign="top" align="left">Increased chlorophyll content under agrivoltaics</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B217">Zhang et&#xa0;al., 2024</xref></td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left"/>
<td valign="top" align="left">Broccoli</td>
<td valign="top" align="left">35%</td>
<td valign="top" align="left">Increased chlorophyll content under the AV</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B134">Moon and Ku, 2023</xref></td>
</tr>
<tr>
<td valign="top" align="left">Grape Vine &amp; Berry</td>
<td valign="top" align="left">not specified</td>
<td valign="top" align="left">High chlorophyll content under agrivoltaics</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B7">Ahn et&#xa0;al., 2022</xref></td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Pak choi &amp; Rape</td>
<td valign="top" align="left">38%</td>
<td valign="top" align="left">Lower chlorophyll content under solar panels</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B69">Hsiao et&#xa0;al., 2023</xref></td>
</tr>
</tbody>
</table>
</table-wrap>
<p>A three-year study (2017-2019) evaluated the effects of photovoltaic panels on grapevine cultivar &#x201c;Corvina&#x201d; in Italy (<xref ref-type="bibr" rid="B45">Ferrara et&#xa0;al., 2023</xref>). The researchers observed a significant reduction in anthocyanins, total soluble solids (TSS), and polyphenols content in grape clusters produced under solar panels compared to fruit collected from vines grown in open-field conditions (<xref ref-type="table" rid="T3"><bold>Table&#xa0;3</bold></xref>). Fruit color, influenced by compounds such as anthocyanins, carotenoids, and polyphenols, is particularly sensitive to environmental changes (<xref ref-type="bibr" rid="B84">Juillion et&#xa0;al., 2023</xref>). In two South Korean trials, slight shading delayed grape cluster pigmentation by 10- days due to reduced radiation and temperature (<xref ref-type="bibr" rid="B23">Cho et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B7">Ahn et&#xa0;al., 2022</xref>). Similarly, apples and grapes in Mediterranean locations exhibited a greener color at the time of harvest under shading (<xref ref-type="bibr" rid="B45">Ferrara et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B84">Juillion et&#xa0;al., 2023</xref>; <xref ref-type="table" rid="T3"><bold>Table&#xa0;3</bold></xref>).</p>
<p>In a study where shade levels exceed 30% and typical opaque PV modules were used, negative effects on starch, total soluble sugars, and titratable acidity were observed in several crops. Specifically, there was a drop in the accumulation of starch and sugar, as well as a decrease in the sugar/acid ratio in grapes and apples (<xref ref-type="bibr" rid="B45">Ferrara et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B84">Juillion et&#xa0;al., 2023</xref>). These declines likely resulted from reduced carbon assimilation and consequent suppression of starch and sugar biosynthesis, leading to lower sugar to acid ratios (<xref ref-type="bibr" rid="B84">Juillion et&#xa0;al., 2023</xref>). Moreover, decreased carbon fixation and allocation have a remarkable impact on harvest quality indicators, such as kiwi fruit volume (<xref ref-type="bibr" rid="B79">Jiang et&#xa0;al., 2022</xref>). Further, certain types of berry fruits, such as raspberries (<italic>Rubus idaeus</italic> L.) and blueberries (<italic>Vaccinium corymbosum</italic> L.), are suitable for growing in areas with more shade as these fruits can preserve their desired quality characteristics and produce satisfactory yields under low-light conditions (<xref ref-type="bibr" rid="B38">Dupraz, 2024</xref>).</p>
<p>Although research in this area is still emerging, more studies are needed to provide a comprehensive understanding of the interactions between solar panels and plant metabolism (<xref ref-type="bibr" rid="B79">Jiang et&#xa0;al., 2022</xref>). Further, evaluation of key biochemical parameters such as antioxidant activity, osmolyte accumulation, carbohydrate metabolism and nutrient assimilation are essential for assessing crop responses to altered environments in agrivoltaics systems. These indicators support the development of targeted strategies for optimizing crop productivity and improving overall efficiency and sustainability of agrivoltaics systems.</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Yield and biomass</title>
<p>Solar radiation is a primary determinant of crop biomass, quality and yield output (<xref ref-type="bibr" rid="B1">Abbate et&#xa0;al., 1997</xref>), with overall productivity dependent on the crop capacity to intercept incoming solar radiation (<xref ref-type="bibr" rid="B153">Prakash et&#xa0;al., 2023</xref>). A decrease in solar radiation and alteration in its spectral composition can substantially impact yield and productivity of crops (<xref ref-type="bibr" rid="B94">Klokov et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B153">Prakash et&#xa0;al., 2023</xref>; <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>). Moreover, the quantity of light accessible for plant growth also directly influences the potential productivity of crops (<xref ref-type="bibr" rid="B129">Mkhabela et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B128">Mina et&#xa0;al., 2019</xref>).</p>
<p>The installation of photovoltaic panels resulted in shading of the crops grown underneath the array (<xref ref-type="bibr" rid="B145">Pascaris et&#xa0;al., 2020</xref>), thereby reducing the availability of PAR, ultimately affecting yield and overall crop productivity (<xref ref-type="bibr" rid="B87">Kadowaki et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B151">Poorter et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B120">Manoj et&#xa0;al., 2021</xref>; <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>). Insufficient light during the vegetative stage reduced the biomass and the economic yield by affecting the source strength, which in turn limited photosynthetic capacity, and assimilates availability (<xref ref-type="bibr" rid="B153">Prakash et&#xa0;al., 2023</xref>). Conversely, shading during the reproductive stage primarily affected sink capacity affecting components such as the number of spikelets per spike, grains per spike, and harvest index as observed in wheat (<xref ref-type="bibr" rid="B3">Acreche et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B153">Prakash et&#xa0;al., 2023</xref>). This section reviews the impact of agrivoltaics on vegetable crops, cereals and pulses, and fruit crops, especially in terms of crop yield and biomass.</p>
<sec id="s3_3_1">
<label>3.3.1</label>
<title>Vegetable crops</title>
<p>Recent research on vegetable crops grown under agrivoltaics demonstrates a spectrum of responses in terms of yield and productivity. For instance, lettuce grown under solar panels showed variable or no significant changes in yield (<xref ref-type="bibr" rid="B159">Ravishankar et&#xa0;al., 2021</xref>). In contrast, potatoes demonstrated promising results in a two-year study conducted in southwest Germany, with yields surpassing the national average (<xref ref-type="bibr" rid="B200">Weselek et&#xa0;al., 2021</xref>). The performance of sweet peppers (<italic>Capsicum annuum</italic> L.), broccoli, and cabbage was also favorable under agrivoltaics, while garlic, onion, spinach (<italic>Spinacia oleracea</italic> L.), and sun-loving basil showed decreased yield (<xref ref-type="bibr" rid="B202">Widmer et&#xa0;al., 2024</xref>). In broccoli, yield parameters such as head weight, stem thickness, and stem height, were not substantially different between open-field and AV, indicating that broccoli produced under solar panels could retain commercially important characteristics (<xref ref-type="bibr" rid="B17">Chae et&#xa0;al., 2022</xref>). Similarly, the harvest of cabbage cultivated in open fields was 100%, while the cabbage grown under agrivoltaics yielded 90% (<xref ref-type="bibr" rid="B133">Moon and Ku, 2022</xref>; <xref ref-type="table" rid="T4"><bold>Table&#xa0;4</bold></xref>). Further, there was a notable variation in the yield outcomes of garlic (<italic>Allium sativum</italic> L.) and onion (<italic>Allium cepa</italic> L.) grown under solar panels for two consecutive seasons (<xref ref-type="bibr" rid="B80">Jo et&#xa0;al., 2022</xref>). In the 2018&#x2013;2019 growing season, the yield indices for garlic and onion under agrivoltaic systems were 79% and 81%, respectively. These values increased to 83% for garlic and 91% for onion in 2019-2020 (<xref ref-type="bibr" rid="B80">Jo et&#xa0;al., 2022</xref>). These results indicate that the harvested yields under the AV system were approximately 19% lower for garlic and 9% for onion, compared to open-field cultivation. Despite these reductions, the yield remained relatively high, demonstrating the potential viability of AV systems for bulb crops with minimal compromise in productivity.</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>Impact of agrivoltaics/photovoltaic modules on yield and biomass of different crop plants.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Crop</th>
<th valign="top" align="left">Shading %</th>
<th valign="top" align="left">Yield and Biomass</th>
<th valign="top" align="left">References</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Wheat</td>
<td valign="top" align="left">24.1% to 83.8%</td>
<td valign="top" align="left">Crop yield decreased with an increase in shading intensity</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B153">Prakash et&#xa0;al., 2023</xref></td>
</tr>
<tr>
<td valign="top" align="left">Maize</td>
<td valign="top" align="left">29-38% in Dynamic AV, 30-35% in AV half and 54-56% in AV full</td>
<td valign="top" align="left">Significant decrease in leaf area index, total dry matter, and grain yield.</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B156">Ramos-Fuentes et&#xa0;al., 2023</xref></td>
</tr>
<tr>
<td valign="top" align="left">Rice</td>
<td valign="top" align="left">26-39%</td>
<td valign="top" align="left">Yield reduction by &gt;20%</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B137">Nasukawa et&#xa0;al., 2025</xref></td>
</tr>
<tr>
<td valign="top" align="left">Spinach</td>
<td valign="top" align="left">57% less solar radiation compared to control</td>
<td valign="top" align="left">26% decrease in biomass</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B184">Thompson et&#xa0;al., 2020</xref></td>
</tr>
<tr>
<td valign="top" align="left">Onion</td>
<td valign="top" align="left">12.9% (greenhouse PVs)</td>
<td valign="top" align="left">Reduction in fresh and dry weight of plants</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B87">Kadowaki et&#xa0;al., 2012</xref></td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Strawberry</td>
<td valign="top" align="left">25, 50, 60 and 100%</td>
<td valign="top" align="left">No significant effect on crop yield (25&amp;50%)<break/>Significant reduction on crop yield (60 &amp;100%)</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B28">Cossu et&#xa0;al., 2020</xref></td>
</tr>
<tr>
<td valign="top" align="left">25.9%</td>
<td valign="top" align="left">Strawberry crops shaded were superior to unshaded strawberry in terms of growth, and yield</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B180">Tang et&#xa0;al., 2020</xref></td>
</tr>
<tr>
<td valign="top" align="left">Grapes</td>
<td valign="top" align="left">~5% of transmitted radiation</td>
<td valign="top" align="left">Vines beneath the panels yielded more grapes</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B118">Magarelli et&#xa0;al., 2025a</xref></td>
</tr>
<tr>
<td valign="top" align="left">Potatoes</td>
<td valign="top" align="left">50%</td>
<td valign="top" align="left">Equal crops yield compared to unshaded condition</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B188">Trommsdorff et&#xa0;al., 2021</xref></td>
</tr>
<tr>
<td valign="top" rowspan="4" align="left">Tomatoes</td>
<td valign="top" align="left">15, 30 and 50%</td>
<td valign="top" align="left">Over 30% shading affect fruit yield</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B110">Lopez-Diaz et&#xa0;al., 2020</xref></td>
</tr>
<tr>
<td valign="top" align="left">15, 30 and 50%</td>
<td valign="top" align="left">Increase in fruit production</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B13">Barron-Gafford et&#xa0;al., 2019</xref></td>
</tr>
<tr>
<td valign="top" align="left">not specified</td>
<td valign="top" align="left">Reduction in the number of fruits harvested compared to control</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B166">Scarano et&#xa0;al., 2024</xref></td>
</tr>
<tr>
<td valign="top" align="left">30% less incident radiation than the control</td>
<td valign="top" align="left">Accumulated less dry mass in fruits under shaded condition</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B165">Savalle-Gloire et&#xa0;al., 2025</xref></td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Lettuce</td>
<td valign="top" align="left">25 and 50%</td>
<td valign="top" align="left">Yield reduction higher than 25%</td>
<td valign="top" rowspan="2" align="left"><xref ref-type="bibr" rid="B28">Cossu et&#xa0;al., 2020</xref></td>
</tr>
<tr>
<td valign="top" align="left">60 and 100%</td>
<td valign="top" align="left">Incompatible for cultivation</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Peppers</td>
<td valign="top" align="left">25 and 50%</td>
<td valign="top" align="left">Yield reduction higher than 25%</td>
<td valign="top" rowspan="2" align="left"><xref ref-type="bibr" rid="B28">Cossu et&#xa0;al., 2020</xref></td>
</tr>
<tr>
<td valign="top" align="left">60 and 100%</td>
<td valign="top" align="left">Incompatible for cultivation</td>
</tr>
<tr>
<td valign="top" rowspan="3" align="left">Cucumber</td>
<td valign="top" align="left">25% and 50%</td>
<td valign="top" align="left">Significant yield reduction</td>
<td valign="top" rowspan="2" align="left"><xref ref-type="bibr" rid="B28">Cossu et&#xa0;al., 2020</xref></td>
</tr>
<tr>
<td valign="top" align="left">60 and 100%</td>
<td valign="top" align="left">Incompatible for cultivation</td>
</tr>
<tr>
<td valign="top" align="left">30%</td>
<td valign="top" align="left">Reduction in yield- traits</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B54">Gnayem et&#xa0;al., 2024</xref></td>
</tr>
<tr>
<td valign="top" align="left">Aloe Vera</td>
<td valign="top" align="left">not specified</td>
<td valign="top" align="left">Reduction in biomass than unshaded control</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B66">Hern&#xe1;ndez et&#xa0;al., 2022</xref></td>
</tr>
<tr>
<td valign="top" align="left">Turmeric</td>
<td valign="top" align="left">not specified</td>
<td valign="top" align="left">Yield was reduced under AVS (21kg) compared to open field (22 kg)</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B51">Giri and Mohanty, 2024</xref></td>
</tr>
</tbody>
</table>
</table-wrap>
<p>In another study, yield and biomass for basil grown under AV were similar to open-field basil; however, spinach had a 26% decrease in biomass (AV vs. open field) (<xref ref-type="bibr" rid="B184">Thompson et&#xa0;al., 2020</xref>). Research on winter crops, such as komatsuna, kabu, mizuna, and spinach, under solar panels showed significant reduction in solar radiation and altered air and soil temperatures (<xref ref-type="bibr" rid="B93">Kirimura et&#xa0;al., 2022</xref>). Nonetheless, these crops maintained acceptable yield and quality levels, suggesting potential for sustainable integration of food and energy. In a German case study, yield of potato and celery decreased almost 20% in the first year and more than 10% in second year under agrivoltaics (<xref ref-type="bibr" rid="B188">Trommsdorff et&#xa0;al., 2021</xref>; <xref ref-type="table" rid="T4"><bold>Table&#xa0;4</bold></xref>). The outcomes are explained in the context of specific weather conditions, highlighting that shading can lead to yield decline when light availability is below the saturation point, but shading may have a positive impact during periods of drought and high temperature stress. Further studies on chicory indicated that AV-generated shade can significantly increase edible biomass, particularly under varying irrigation regimes, while enhancing yield (<xref ref-type="bibr" rid="B171">Semeraro et&#xa0;al., 2024</xref>). Variable responses were reported for tomatoes with some studies indicating increased production despite reduced light, while others noted lower yields or changes in color (<xref ref-type="bibr" rid="B131">Mohammedi et&#xa0;al., 2023</xref>). A study on cherry tomatoes in a Mediterranean environment demonstrated that 50% shading under AV reduced yields below profitable levels (<xref ref-type="bibr" rid="B27">Cossu et&#xa0;al., 2014</xref>). In contrast, fixed solar panels with 9.8% shading showed no significant impact on tomato yield or quality (<xref ref-type="bibr" rid="B12">Aroca-Delgado et&#xa0;al., 2018</xref>). Further, <xref ref-type="bibr" rid="B110">Lopez-Diaz et&#xa0;al. (2020)</xref> found that up to 30% shading had minimal effect on tomato yield; however, an increase in shading led to decline in both yield and fruit quality. Interestingly, solar panels reduced fruit size but improved certain fruit quality attributes, such as titratable acidity, which is closely correlated with&#xa0;fruit flavor as reported in tomato (<xref ref-type="bibr" rid="B131">Mohammedi et&#xa0;al., 2023</xref>). Above research findings on vegetable crops highlight the challenges of cultivating shade-intolerant crops under agrivoltaics in a Mediterranean climate, while dry tropical conditions may offer more favorable prospects for crop production.</p>
</sec>
<sec id="s3_3_2">
<label>3.3.2</label>
<title>Cereals and pulses</title>
<p>While many agrivoltaic studies may focus on vegetable crops, concerns about food insecurity often revolve around staple crops like maize, rice, and grains (<xref ref-type="bibr" rid="B164">Sarr et&#xa0;al., 2023</xref>). These crops are fundamental to global food security as they constitute the primary sources of calories for a significant portion of the world&#x2019;s population (<xref ref-type="bibr" rid="B46">Fischer et&#xa0;al., 2023</xref>).</p>
<p>A recent agrivoltaic study conducted in South Korea examined the response of maize to varying shading levels under an agrivoltaic system (<xref ref-type="bibr" rid="B91">Kim and Kim, 2023</xref>). The findings revealed that maize yield improved under moderate shading of up to 21.3%, but declined under higher shade intensities, suggesting a complex relationship between light exposure and crop productivity. The results were consistent with maize yields grown in Japan, where researchers identified optimal light saturation levels and reduced soil evaporation as key factors contributing to improved maize performance in AV environments. However, under combined stress conditions, specifically, limited light under AV and water availability, maize exhibited significant reductions in leaf area index, total dry matter accumulation, and grain yield (<xref ref-type="bibr" rid="B156">Ramos-Fuentes et&#xa0;al., 2023</xref>).</p>
<p>In the context of rice cultivation, a study by <xref ref-type="bibr" rid="B57">Gonocruz et&#xa0;al. (2021)</xref> demonstrated that rice yield could be maintained at 80% of conventional levels under shading intensities ranging from 27%-39%. Further, implementation of agrivoltaic systems at a panel coverage density of 28% in rice fields was projected to contribute up to 29% of Japan national electricity demand based on 2018 energy consumption data (<xref ref-type="bibr" rid="B57">Gonocruz et&#xa0;al., 2021</xref>). This highlights the potential for agrivoltaic systems to play a role in addressing energy needs while supporting agricultural productivity. Long-term field studies (2018-2023) in rice revealed that yield reductions under agrivoltaic systems were predominantly associated with declines in aboveground biomass and panicle numbers (<xref ref-type="bibr" rid="B185">Thum et&#xa0;al., 2025</xref>). Over a six-year period, grain yield in rice was significantly lower under the agrivoltaic system in 4 out of 6 years, with an average reduction of 23% compared to open-field control.</p>
<p>Soyabean responses to agrivoltaic conditions were also investigated by <xref ref-type="bibr" rid="B152">Potenza et&#xa0;al. (2022)</xref> who assessed the impact of different shade levels (29%, 18%, 16%, and 9%) generated by solar panels on the growth, physiology, and yield of soybean crops. The average grain yield and the number of pods per plant declined by 8% and 13%, respectively, under agrivoltaic conditions. However, one agrivoltaic site (AV2) exhibited a localized increase in grain yield by 4.4% compared to full light conditions, suggesting that microclimate and management factors may alter agrivoltaic outcomes. In pulses like green gram (<italic>Vigna radiata</italic> L. Wilczek), areas under solar panels showed higher biomass (90% increase in biomass); yield was reduced compared to control (<xref ref-type="bibr" rid="B130">Modi and Patel, 2024</xref>).</p>
</sec>
<sec id="s3_3_3">
<label>3.3.3</label>
<title>Fruit crops</title>
<p>While research on agrivoltaic systems on fruit crops, including berries, may be limited, researchers are increasingly recognizing the potential benefits of integrating solar panels with fruit crops (<xref ref-type="bibr" rid="B202">Widmer et&#xa0;al., 2024</xref>). A Chinese study demonstrated that rooftop-grown strawberries (<italic>Fragaria x ananassa</italic> Duch.), benefited from shade provided by organic photovoltaic (OPV) panels, which resulted in improved fruit quality and yield compared to shading from silicon-based panels (<xref ref-type="bibr" rid="B179">Tang et&#xa0;al., 2019</xref>). Similarly, <xref ref-type="bibr" rid="B136">Mupambi et&#xa0;al. (2021)</xref> showed that moderate shading had a greater detrimental impact on cranberry productivity compared to control.</p>
<p>Grapevines have been widely studied under agrivoltaics, particularly in Italy. <xref ref-type="bibr" rid="B45">Ferrara et&#xa0;al. (2023)</xref> observed a 15% reduction in grape yield when shading from solar panels exceeded 60%, although reduced fruit drop events were also noted under moderate shading, possibly due to small cluster sizes. Further, <xref ref-type="bibr" rid="B100">Lavado et&#xa0;al. (2023)</xref> found that reductions in grape sugar content and yield under agrivoltaic conditions could be mitigated by delaying harvest by 1&#x2013;2 weeks. Additionally, this strategy (i.e., adjustment of harvesting time) may lead to an increase in the market price of goods delivered outside the typical high-offer interval as well as a decrease in the price of crop harvesting and transportation outside of the period of peak demand for equipment and labor (<xref ref-type="bibr" rid="B186">Toledo and Scognamiglio, 2021</xref>; <xref ref-type="bibr" rid="B100">Lavado et&#xa0;al., 2023</xref>). In contrast, <xref ref-type="bibr" rid="B118">Magarelli et&#xa0;al. (2025a)</xref>, <xref ref-type="bibr" rid="B116">Magarelli et&#xa0;al. (2025b)</xref>) showed that shade heterogeneity created by photovoltaic panels, with an average light reduction of approximately 50%, resulted in a significant increase in yield at harvest compared with full-sun vines. This yield enhancement was primarily driven by a higher number of clusters per vine and increased cluster weight, largely attributable to greater berry weight under shaded conditions. Despite these advances, comparable studies examining the effects of severe shading levels on other fruit species remain limited (<xref ref-type="bibr" rid="B117">Magarelli et&#xa0;al., 2024</xref>).</p>
<p>The use of semitransparent or partially opaque PV modules, imposing lower shading rates has been associated with less yield reductions of approximately 29% in apples and kiwifruit (<xref ref-type="bibr" rid="B79">Jiang et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B83">Juillion et&#xa0;al., 2024</xref>). However, performance under these conditions varies depending on species and shade intensity. When shading remains in the low to moderate range (up to 30%), crops such as apple, grape and pears (<italic>Pyrus communis</italic> L.) generally sustain stable yields or experience only minor reductions (up to 5%), with minimal impact on key quality parameters (<xref ref-type="bibr" rid="B7">Ahn et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B45">Ferrara et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B199">Warmann et&#xa0;al., 2024</xref>), ensuring a satisfactory level of marketable production for farmers. In contrast, excessive shading levels (&gt;60%) result in more pronounced reductions in fruit size, biomass and quality as reported in strawberry and wine grapes (<xref ref-type="bibr" rid="B64">Hermelink et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B117">Magarelli et&#xa0;al., 2024</xref>), although variability in results across studies is notable. According to an estimating model, pear orchards outperformed, with just a 16% yield drop projected under AV conditions (<xref ref-type="bibr" rid="B205">Willockx et&#xa0;al., 2024</xref>).</p>
<p>Another study conducted by <xref ref-type="bibr" rid="B99">Laub et&#xa0;al. (2022)</xref> focused on developing crop-specific yield response curves and suggested a nonlinear relationship between achieved crop yields and the reduction in solar radiation. The results indicated that berries, fruits, and fruity vegetables benefited from a reduction in solar radiation by up to 30%, while maize and grain legumes experienced strong crop yield losses even at low shade levels (<xref ref-type="bibr" rid="B99">Laub et&#xa0;al., 2022</xref>) The detailed yield response curves presented in the study can be valuable tools for optimizing the output of annual crop traits under agrivoltaic systems.</p>
</sec>
</sec>
</sec>
<sec id="s4">
<label>4</label>
<title>Molecular responses of crops under agrivoltaics</title>
<p>While multiple studies have explored the physiological and biochemical impacts of agrivoltaics on crops, a significant knowledge gap remains in understanding the molecular responses of crops under these conditions (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>). The dynamic and heterogeneous microclimate beneath solar panels could lead to unique gene expression patterns, signaling pathways activation, protein activities, and metabolite profiles that differ from those induced by natural shading. Despite altered environmental modifications induced by agrivoltaic systems such as reduced PAR, temperature fluctuations, changes in humidity and soil moisture, and abiotic stress episodes (<xref ref-type="bibr" rid="B11">Amaducci et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B13">Barron-Gafford et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B200">Weselek et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B209">Wydra et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B117">Magarelli et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B137">Nasukawa et&#xa0;al., 2025</xref>), there is limited research applying multi-omics approaches to evaluate crop response to these changes.</p>
<p>Temperature is a pivotal environmental factor that, together with light, alters plant growth, development and metabolic regulation (<xref ref-type="bibr" rid="B61">Han et&#xa0;al., 2024</xref>). These two environmental factors typically exhibit a strong positive correlation under natural conditions: high light levels coincide with elevated temperatures, while shading is often associated with a cooler microclimate (<xref ref-type="bibr" rid="B102">Legris et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B154">Qi et&#xa0;al., 2022</xref>). However, AV disrupts this natural correlation by introducing partial shading, which reduces incident light while also modifying thermal conditions below the panel array. This decoupling of light and temperature presents a complex signaling environment for plants, necessitating integrated responses across photoreceptors and thermosensory networks (<xref ref-type="bibr" rid="B85">Jung et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B21">Chen et&#xa0;al., 2022</xref>). Such integration is crucial for regulating key developmental processes including crop phenology, flowering time, fruit development, and stress resilience (<xref ref-type="bibr" rid="B61">Han et&#xa0;al., 2024</xref>). Hence, dissecting the crosstalk between light and temperature signaling pathways at the molecular level is essential for optimizing plant performance and ensuring agronomic sustainability under agrivoltaic conditions.</p>
<p>Recent transcriptomic studies under semi-transparent organic solar cells (ST-OSCs) provides essential insights into molecular response of crops to altered light environments (<xref ref-type="bibr" rid="B20">Charles et&#xa0;al., 2023</xref>). In experiments involving lettuce and tomato, gene expression profiling revealed that spectral modifications through ST-OSCs showed differential expression of key regulatory genes, suggesting that light quality can influence developmental processes such as flowering and fruit development (<xref ref-type="bibr" rid="B20">Charles et&#xa0;al., 2023</xref>). These gene expression shifts have potential economic implications: for instance, early flowering in lettuce can hamper market quality, while enhanced fruit development in tomatoes can improve yields. Such findings underscore the capacity of transcriptomic analyses to reveal emergent traits that may not be immediately visible in phenotype and may provide benefits under agrivoltaic systems, where the light spectrum is similarly altered due to shading.</p>
<p>Another important aspect of agrivoltaic induced microclimate alteration is its potential to alleviate drought stress by reducing solar radiation (<xref ref-type="bibr" rid="B132">Montanaro et&#xa0;al., 2009</xref>). This partial shading reduces evapotranspiration rates and can control the intensity of drought episodes particularly in arid and semi-arid regions (<xref ref-type="bibr" rid="B147">Pataczek et&#xa0;al., 2023</xref>). Drought stress is known to trigger a significant increase in abscisic acid (ABA), a hormone that regulates key stress responses such as stomatal closure and root growth modulation (<xref ref-type="bibr" rid="B61">Han et&#xa0;al., 2024</xref>). Interestingly, light and ABA signaling pathways are highly interconnected and often antagonistic (<xref ref-type="bibr" rid="B104">Li et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B107">Lin and Tang, 2014</xref>). Under agrivoltaic systems, where light intensity is reduced but not eliminated, plants may experience a unique balance in these regulatory pathways. This dual modulation by both light perception and water availability may attenuate stress response, optimizing resource allocations towards plant growth rather than defense (<xref ref-type="bibr" rid="B149">Peng et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B154">Qi et&#xa0;al., 2022</xref>). Moderate shading could reduce drought-induced ABA accumulation by maintaining better hydration status, while also altering light signals in ways that co-ordinate with ABA responsiveness (<xref ref-type="bibr" rid="B107">Lin and Tang, 2014</xref>). These factors can significantly influence transcriptional regulation of drought-responsive and water-use efficiency-related genes. Hence, characterizing differential expressions of these genes and understanding molecular pathways regulating light-ABA signaling and stomatal control under agrivoltaic specific microclimates is critical not only for energy co-production but also as a strategic tool for climate-resilient agriculture.</p>
<p>To advance understanding of crop adaptation under agrivoltaic systems on molecular level, several critical questions require investigation. For example, how do species-specific molecular responses vary under the decoupled light and temperature conditions characteristic of agrivoltaic environments? What are the key photoreceptors, thermo-sensors, and hormonal pathways involved, and how do they interact at the transcriptomic, proteomic, and metabolomic levels? Furthermore, can light-ABA crosstalk be strategically modulated to enhance resilience under low light conditions without compromising productivity? Addressing these questions through integrated multi-omics approaches will be essential for identifying molecular markers and guiding the development of cultivars resilient to agrivoltaic environment. Future research should prioritize the application of these integrated omics tools to elucidate the molecular responses of crops in agrivoltaic environment, thereby bridging this critical knowledge gap and supporting more informed crop selection and management strategies in dual-use agricultural landscapes (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>).</p>
</sec>
<sec id="s5">
<label>5</label>
<title>Considerations for growing crops under agrivoltaic systems</title>
<sec id="s5_1">
<label>5.1</label>
<title>Selecting suitable crops</title>
<p>Despite the growing interest in agrivoltaic systems as a sustainable approach for crop production and renewable energy together, several critical research gaps remain. One of the foremost challenges is crop selection, as the intermittent shading imposed by solar panels creates microclimatic conditions that are unsuitable for many traditional crops (<xref ref-type="bibr" rid="B41">Elamri et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B30">Cuppari et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B160">Riaz et&#xa0;al., 2022</xref>). While shade-tolerant species offer promise, comprehensive, region-specific agronomic data are lacking, limiting the ability to generalize optimal crop-panel combinations (<xref ref-type="bibr" rid="B25">Chopdar et&#xa0;al., 2024</xref>). The primary consideration for selecting suitable crops is the reduction in light availability for crops beneath the panels which can significantly impact plant physiological processes such as photosynthesis, leaf area expansion, biomass accumulation and yield (<xref ref-type="bibr" rid="B210">Yajima et&#xa0;al., 2023</xref>). Key parameters to consider include crop shade tolerance, water requirements, irrigation strategy, crop height, growth duration, and crop rotation (<xref ref-type="bibr" rid="B99">Laub et&#xa0;al., 2022</xref>). Agronomically, heavy shade (less than 75% of natural radiation levels) generally diminishes plant performance, although comprehensive data on the shade tolerance of most crop species remains limited (<xref ref-type="bibr" rid="B150">Perna et&#xa0;al., 2019</xref>).</p>
<p>Certain crops have been identified as more adaptable to agrivoltaics due to their inherent shade tolerance and their ability to benefit from protective effects of solar panels (<xref ref-type="bibr" rid="B163">Santiteerakul et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B115">Macknick et&#xa0;al., 2022</xref>). A wide variety of crops have been studied in combination with agrivoltaic systems, including cereals such as wheat (<xref ref-type="bibr" rid="B122">Marrou et&#xa0;al., 2013a</xref>; <xref ref-type="bibr" rid="B167">Schindele et&#xa0;al., 2020</xref>) and corn (<xref ref-type="bibr" rid="B60">Grubbs et&#xa0;al., 2020</xref>), rice (<xref ref-type="bibr" rid="B57">Gonocruz et&#xa0;al., 2021</xref>), legumes like soybean (<xref ref-type="bibr" rid="B152">Potenza et&#xa0;al., 2022</xref>), and root crops such as potato (<xref ref-type="bibr" rid="B210">Yajima et&#xa0;al., 2023</xref>). Perennial crops including grape (<xref ref-type="bibr" rid="B45">Ferrara et&#xa0;al., 2023</xref>) as well as vegetables like lettuce (<xref ref-type="bibr" rid="B41">Elamri et&#xa0;al., 2018</xref>), basil and spinach (<xref ref-type="bibr" rid="B184">Thompson et&#xa0;al., 2020</xref>) even pasture crops have shown promising responses (<xref ref-type="bibr" rid="B94">Klokov et&#xa0;al., 2023</xref>). Despite this, few screening studies on crop tolerance to shade exist, making it challenging to recommend specific species that are particularly shade-adapted (<xref ref-type="bibr" rid="B114">Lytle et&#xa0;al., 2021</xref>).</p>
<p>Experimental studies demonstrate that certain crops, such as maize, experience significant reductions in biomass accumulation, leaf area, and overall yield under 50% shade (<xref ref-type="bibr" rid="B11">Amaducci et&#xa0;al., 2018</xref>), with similar findings for perennial crops like alfalfa (<xref ref-type="bibr" rid="B155">Qin et&#xa0;al., 2022</xref>). Furthermore, interactions between radiation stress and other limiting factors, such as thermal stress or photoinhibition, may exacerbate yield losses (<xref ref-type="bibr" rid="B119">Majumdar and Pasqualetti, 2018</xref>).</p>
<p>Interestingly, bananas (<italic>Musa acuminata</italic> L.) have been identified as a species capable of optimizing light use under high shade conditions, with an optimum shade level for maximizing photosynthetic productivity (<xref ref-type="bibr" rid="B140">Nurmas et&#xa0;al., 2021</xref>). Other resilient species include fruit trees, berries, tomatoes, sweet peppers, coffee (<italic>Coffea arabica</italic> L.), and ginseng (<italic>Panax quinquefolius</italic> L.) especially in specific high-altitude tropical or arid zones (<xref ref-type="bibr" rid="B216">Zainol Abidin et&#xa0;al., 2021</xref>). Selecting crops that are compatible with solar installation is therefore a pivotal factor influencing the overall effectiveness of dual-use agriculture systems (<xref ref-type="bibr" rid="B23">Cho et&#xa0;al., 2020</xref>).</p>
<p>Lettuce is mentioned as a suitable crop for agrivoltaics because it responds to shade by increasing leaf area to overcome the drawbacks associated with reduced sunlight (<xref ref-type="bibr" rid="B181">Tani et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B41">Elamri et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B29">Cossu et&#xa0;al., 2023</xref>). The increased leaf area is crucial for the plant&#x2019;s productivity, making lettuce cultivars attractive for integration into agrivoltaic setups (<xref ref-type="bibr" rid="B29">Cossu et&#xa0;al., 2023</xref>). While long-term benefits may outweigh costs, the upfront expenses can be a barrier for some farmers. Not all crops are suitable for agrivoltaics, and careful consideration is needed in crop selection and management.</p>
<p>Shade-tolerant vegetables such as spinach and basil not only maintained their yield under agrivoltaic conditions but also contributed to synergistic increase in overall land productivity with 18% increase in crop yield and 13% increase in energy efficiency (<xref ref-type="bibr" rid="B98">Kumpanalaisatit et&#xa0;al., 2022</xref>). System-specific variables such as inter-row spacing also influence light distribution patterns and crop performance under agrivoltaics. For instance, a site-specific study conducted in Sweden showed that a row spacing of 9 meters was optimal for oats (<italic>Avena sativa</italic> L.), whereas 8.5 meters was more suitable for potatoes under agrivoltaics (<xref ref-type="bibr" rid="B16">Campana et&#xa0;al., 2021</xref>).</p>
<p>In Peru&#x2019;s high Andean region, mungbean (<italic>Phaseoulus vulgaris</italic> L.) varieties Chaucha and Panamito showed strong adaptability to agrivoltaic systems (<xref ref-type="bibr" rid="B59">Gosgot Angeles et&#xa0;al., 2025</xref>). The Chaucha variety grown under bifacial panels with 25-cm spacing showed high yield (700.5 kg/ha) compared to conventional systems, highlighting potential for sustainable food and energy production in high solar radiation zones. Further, in tropical regions agrivoltaic installation in mungbean with west-east orientation showed comparable overall crop performance compared to control (<xref ref-type="bibr" rid="B190">Ukwu et&#xa0;al., 2025</xref>). Notably, two cultivars (Tvr28 and Tvr83) exhibited superior yield, underscoring the importance of cultivar selection. This study provides the first tropical specific data confirming that optimizing panel orientation can mitigate shading effects and enhance both crop productivity and energy efficiency.</p>
<p>Moreover, agrivoltaic systems offer additional resilience benefits by shielding crops against adverse weather conditions (<xref ref-type="bibr" rid="B188">Trommsdorff et&#xa0;al., 2021</xref>). Nonetheless, the capacity of many tropical crops to endure and adjust to low light levels remains poorly characterized, underscoring the need for more targeted agrivoltaic evaluations (<xref ref-type="bibr" rid="B33">Dinesh and Pearce, 2016</xref>). In addition, the height of the vegetation is a crucial factor as taller plants may require solar panels to be raised higher, impacting the structural design and integrity of the system (<xref ref-type="bibr" rid="B160">Riaz et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B176">Stehr et&#xa0;al., 2023</xref>).</p>
<p>To summarize, many challenges and complexities are associated with plant productivity under solar panels, especially concerning the effects of reduced light levels and potential interactions with other stress factors (<xref ref-type="bibr" rid="B54">Gnayem et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B143">Park et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B202">Widmer et&#xa0;al., 2024</xref>). Hence, the need for more research, particularly experimental evidence, is needed to better understand and recommend crops for adaptation to shade tolerance (<xref ref-type="bibr" rid="B25">Chopdar et&#xa0;al., 2024</xref>).</p>
</sec>
<sec id="s5_2">
<label>5.2</label>
<title>Agronomic practices</title>
<p>Agrivoltaic systems provide benefits by enhancing agricultural productivity and generating clean energy while mitigating competition for agricultural land (<xref ref-type="bibr" rid="B106">Liao et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B58">Gorjian et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B81">Jones et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B111">Lu et&#xa0;al., 2022</xref>). The integration of AV techniques in landscapes where solar energy production coexists with agriculture (<xref ref-type="bibr" rid="B48">Garc&#xed;a-Rodr&#xed;guez et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B142">Othman et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B144">Pascaris et&#xa0;al., 2021</xref>) can generate mutually reinforcing benefits, enhancing ecosystem services such as crop production (<xref ref-type="bibr" rid="B6">Aguilar et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B105">Li et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B37">Dos Santos, 2020</xref>), local climate regulation, water conservation, and renewable energy output (<xref ref-type="bibr" rid="B5">Agostini et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B101">Lee et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B113">Luo et&#xa0;al., 2024</xref>).</p>
<p>To ensure resource efficiency and sustained production, agronomic management in agrivoltaic systems must follow principles similar to those used in conventional agriculture (<xref ref-type="bibr" rid="B216">Zainol Abidin et&#xa0;al., 2021</xref>). This includes thorough site assessment, appropriate system design, strategic crop selection, effective soil and water management, proper nutrient application, pest and disease control, and regular solar panel maintenance, each of which is essential for maintaining resource efficiency, crop productivity, and optimal energy generation (<xref ref-type="bibr" rid="B25">Chopdar et&#xa0;al., 2024</xref>).</p>
<p>Effective agronomic management in AV systems begins with careful site selection and evaluation, followed by appropriate panel installation and strategic crop selection (<xref ref-type="bibr" rid="B25">Chopdar et&#xa0;al., 2024</xref>). Moreover, it is imperative to provide crops with precise irrigation and ensure regular cleaning of solar panels to maintain optimal energy production (<xref ref-type="bibr" rid="B216">Zainol Abidin et&#xa0;al., 2021</xref>). Effective pest and disease control employing cultural, biological, and chemical approaches is also an essential aspect of agronomic practices (<xref ref-type="bibr" rid="B135">Moswetsi et&#xa0;al., 2017</xref>). Considering this, crop rotation can be used as an effective way to guard against pests and diseases, optimize space and resources, and protect solar panels (<xref ref-type="bibr" rid="B216">Zainol Abidin et&#xa0;al., 2021</xref>). Frequent array maintenance keeps solar panels clean by clearing away dirt, dust, and debris, which increases the panels&#x2019; lifespan and maintains energy efficiency (<xref ref-type="bibr" rid="B25">Chopdar et&#xa0;al., 2024</xref>). Lastly, tracking crop development, soil moisture content, and solar panel effectiveness enables continuous system optimization (<xref ref-type="bibr" rid="B25">Chopdar et&#xa0;al., 2024</xref>).</p>
<p>As stated earlier, photosynthesis fundamentally relies on adequate light, carbon dioxide, and water availability to synthesize glucose, which serves as the primary energy source for plants (<xref ref-type="bibr" rid="B216">Zainol Abidin et&#xa0;al., 2021</xref>). However, to maximize the rate of photosynthesis, it is necessary to provide an optimal amount of irrigation water, assuming that the sources of light and carbon dioxide are not restricted (<xref ref-type="bibr" rid="B145">Pascaris et&#xa0;al., 2020</xref>). Therefore, areas with limited water resources are expected to be more suitable for agrivoltaics due to reduction in potential evapotranspiration and water demand (<xref ref-type="bibr" rid="B62">Hassanpour Adeh et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B67">Higgins and Abou Najm, 2020</xref>; <xref ref-type="bibr" rid="B200">Weselek et&#xa0;al., 2021</xref>). While the presence of panels can reduce evapotranspiration and lower overall water demand, ensuring adequate water supply remains vital to maintaining crop yields (<xref ref-type="bibr" rid="B41">Elamri et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B148">Patel et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B160">Riaz et&#xa0;al., 2022</xref>). Despite these potential benefits, there is a notable lack of systematic implementation and evaluation of water management strategies such as rainwater harvesting and frost mitigation systems in agrivoltaic systems (<xref ref-type="bibr" rid="B25">Chopdar et&#xa0;al., 2024</xref>). This gap is especially critical in regions facing irregular rainfall patterns, saline groundwater, or prolonged droughts, where such innovations could substantially enhance system resilience and agricultural productivity (<xref ref-type="bibr" rid="B65">Hernandez et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B123">Mavani et&#xa0;al., 2019</xref>).</p>
<p>Agricultural management, such as tillage and harvesting operations, can exacerbate dust deposition on panel surfaces, significantly reducing their electrical efficiency (<xref ref-type="bibr" rid="B119">Majumdar and Pasqualetti, 2018</xref>; <xref ref-type="bibr" rid="B148">Patel et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B169">Sekiyama, 2019</xref>). In regions experiencing limited rainfall or prolonged periods of dry weather, such as monsoon climates, it is advisable to implement regular solar panel cleaning regimens (<xref ref-type="bibr" rid="B33">Dinesh and Pearce, 2016</xref>). Integrating irrigation systems with panel cleaning processes offers a strategy to conserve water (<xref ref-type="bibr" rid="B158">Ravi et&#xa0;al., 2016</xref>), although the absence of targeted water distributors beneath the panels may cause uneven irrigation (<xref ref-type="bibr" rid="B212">Yu and Ko, 2021</xref>). Therefore, it is necessary to thoroughly evaluate evapotranspiration, soil moisture profiles, and panel cleansing prior to irrigation system design (<xref ref-type="bibr" rid="B158">Ravi et&#xa0;al., 2016</xref>).</p>
<p>Due to the obstructions posed by solar panels, conventional tillage is often impractical, leading to the adoption of no-till or reduced-till practices (<xref ref-type="bibr" rid="B201">Weselek et&#xa0;al., 2019</xref>). These alternatives may significantly alter soil nutrient composition, microbial activity, and organic matter turnover, yet empirical data on these effects within agrivoltaic systems remain sparse (<xref ref-type="bibr" rid="B62">Hassanpour Adeh et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B13">Barron-Gafford et&#xa0;al., 2019</xref>). Consequently, nutrient management under AV systems must be carefully adapted, as altered microclimatic conditions particularly reduced solar radiation and heterogeneous soil moisture can significantly influence nutrient uptake, organic matter decomposition rates, and fertilizer use efficiency (<xref ref-type="bibr" rid="B122">Marrou et&#xa0;al., 2013a</xref>; <xref ref-type="bibr" rid="B62">Hassanpour Adeh et&#xa0;al., 2018</xref>). Furthermore, the spatially variable shading induced by solar panels often results in uneven crop growth and development, necessitating site-specific nutrient application strategies to prevent localized nutrient deficiencies or over fertilization (<xref ref-type="bibr" rid="B170">Sekiyama and Nagashima, 2019</xref>; <xref ref-type="bibr" rid="B201">Weselek et&#xa0;al., 2019</xref>). Collectively, these challenges underscore the importance of developing integrated nutrient management practices unique to microclimatic conditions under agrivoltaic systems.</p>
</sec>
</sec>
<sec id="s6">
<label>6</label>
<title>Water-energy-food nexus under agrivoltaics: integrated resource management</title>
<p>Renewable energies are becoming progressively vital in addressing the issue of climate change (<xref ref-type="bibr" rid="B125">Mehta et&#xa0;al., 2024</xref>). Their advancement and extensive application can substantially diminish greenhouse gas emissions from fossil fuels and assist in alleviating the impacts of climate change (<xref ref-type="bibr" rid="B106">Liao et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B211">Ye et&#xa0;al., 2023</xref>). Agrivoltaics presents a unique opportunity for simultaneous transition to a renewable energy (RE) system, transforming the agri-food sector contributing to the achievement of a &#x201c;net-zero&#x201d; carbon economy (<xref ref-type="bibr" rid="B218">Zheng et&#xa0;al., 2024</xref>). Additionally, placing solar panels above agricultural fields circumvents the conflict between solar energy production and agricultural land utilization (<xref ref-type="bibr" rid="B141">Omer et&#xa0;al., 2022</xref>). This may potentially alleviate the effects of climate change on agricultural productivity, anticipated to decline due to a warmer and drier future environment (<xref ref-type="bibr" rid="B125">Mehta et&#xa0;al., 2024</xref>).</p>
<p>To effectively transition towards clean, affordable energy systems, it is essential to understand the intricate connections between water, energy and food resources (<xref ref-type="bibr" rid="B197">Wagner et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B202">Widmer et&#xa0;al., 2024</xref>). Climate change intensifies water stress, alters growing seasons, and exacerbates extreme events such as droughts, all of which undermine water and food security (<xref ref-type="bibr" rid="B75">IPCC, 2022</xref>; <xref ref-type="bibr" rid="B44">FAO, 2022</xref>). The Water-Energy-Food (WEF) Nexus framework offers a holistic approach to manage these interconnected challenges, emphasizing opportunities to enhance synergies and minimizes trade-offs between essential resources (<xref ref-type="bibr" rid="B183">Terrapon-Pfaff et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B174">Srigiri and Dombrowsky, 2022</xref>). Agrivoltaics naturally align with the WEF Nexus by simultaneously influencing water availability, energy production, and food output.</p>
<p>Decentralized solar electricity is emerging as a cost-effective solution to fulfill energy requirements and is pivotal in realizing the objectives of the WEF Nexus (<xref ref-type="bibr" rid="B188">Trommsdorff et&#xa0;al., 2021</xref>). In agrivoltaic systems, solar panels not only generate electricity but also provide shade for crops, reducing water evaporation and consequently lowering irrigation requirements (<xref ref-type="bibr" rid="B141">Omer et&#xa0;al., 2022</xref>). This efficient use of water resources enhances water security within agricultural contexts (<xref ref-type="bibr" rid="B220">Zribi et&#xa0;al., 2015</xref>). Moreover, solar panels can serve as channels for rainwater collection, further contributing to water availability for irrigation purposes (<xref ref-type="bibr" rid="B207">Wu et&#xa0;al., 2017</xref>). Furthermore, the electricity generated by solar panels can power essential agricultural activities such as water pumping, irrigation, and crop processing, thus ensuring energy security within the agricultural sector (<xref ref-type="bibr" rid="B199">Warmann et&#xa0;al., 2024</xref>). By altering the microclimate and improving water and energy efficiency, agrivoltaics support stable or enhanced crop yields, contributing to long-term food security (<xref ref-type="bibr" rid="B13">Barron-Gafford et&#xa0;al., 2019</xref>).</p>
<p>The combination of reduced water requirements, enhanced energy efficiency, and optimal land use facilitates sustainable food production, thereby enhancing future agricultural sustainability (<xref ref-type="bibr" rid="B199">Warmann et&#xa0;al., 2024</xref>). Various solar power solutions effectively address the WEF Nexus and showcase instances of their implementation (<xref ref-type="bibr" rid="B18">Chalgynbayeva et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B9">Alhajeri et&#xa0;al., 2024</xref>). Collectively, these interactions illustrate how agrivoltaics functions as an integrated resource-management strategy that supports Water-Energy-Food Nexus objectives in both climate adaptation and mitigation contexts.</p>
</sec>
<sec id="s7">
<label>7</label>
<title>Agrivoltaics and the sustainable development goals</title>
<p>Energy and food security are central to addressing global climate change and advancing the United Nations Sustainable Development Goals (SDGs) (<xref ref-type="bibr" rid="B50">Ghasemi and Sadeghkhani, 2025</xref>). Agrivoltaic contributes directly to several SDGs through their integrated approach to food, energy, and land management (<xref ref-type="bibr" rid="B4">Adeh et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B96">Kumar J and Majid, 2020</xref>; <xref ref-type="bibr" rid="B31">Cuppari et&#xa0;al., 2024</xref>). These SDGs are organized into interconnected thematic areas such as food security, clean energy transitions, sustainable resource use, and climate action; agrivoltaics naturally intersect several of these domains (<xref ref-type="bibr" rid="B125">Mehta et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B47">Gadhiya and Chakraborty, 2025</xref>). <xref ref-type="bibr" rid="B5">Agostini et&#xa0;al. (2021)</xref> conducted a qualitative evaluation of agrivoltaic systems in relation to the Sustainable Development Goals and reported that agrivoltaics can positively contribute to 14 of the 17 SDGs. However, these assessments remain largely conceptual. Additional empirical evidence, particularly from diverse climatic, agronomic, and socioeconomic contexts, is still needed to fully substantiate the extent of these contributions. By stabilizing or enhancing crop yields under changing climatic conditions, agrivoltaics advances SDG 2 (Zero Hunger) by supporting resilient agricultural production and contributing to food security (<xref ref-type="bibr" rid="B13">Barron-Gafford et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B198">Walston et&#xa0;al., 2022</xref>). Agrivoltaic systems can also support SDG 6 (Clean Water and Sanitation) by improving on-farm water-use efficiency through multiple mechanisms (<xref ref-type="bibr" rid="B198">Walston et&#xa0;al., 2022</xref>). AV installations can repurpose water used for cleaning photovoltaic panels for crop irrigation, thereby reducing freshwater demand (<xref ref-type="bibr" rid="B124">Medonna and Ghosh, 2025</xref>). Additionally, shading from solar panels lowers crop transpiration rates, which decreases overall irrigation requirements and enhances water conservation within the system (<xref ref-type="bibr" rid="B13">Barron-Gafford et&#xa0;al., 2019</xref>). These combined benefits demonstrate how agrivoltaic systems can contribute to more sustainable water management in agricultural landscapes. Furthermore, the generation of clean and renewable electricity aligns strongly with SDG 7 (Affordable and Clean Energy), helping reduce dependence on carbon-intensive power sources (<xref ref-type="bibr" rid="B2">Abubakar et&#xa0;al., 2025</xref>). Improved land-use efficiency, achieved by producing food and energy simultaneously on the same land, supports SDG 12 (Responsible Consumption and Production) by optimizing resource use and minimizing environmental pressure (<xref ref-type="bibr" rid="B97">Kumdokrub and You, 2025</xref>). Additionally, by lowering greenhouse gas emissions associated with fossil-fuel-based electricity and mitigating climate-related risks to agriculture, agrivoltaics contributes to SDG 13 (Climate Action) and Sustainable Development Goal 15 (Life on Land) (<xref ref-type="bibr" rid="B172">Shahsavari and Akbari, 2018</xref>; <xref ref-type="bibr" rid="B4">Adeh et&#xa0;al., 2019</xref>). Although the focus of this review is on microclimatic and plant-level responses, these broader sustainability contributions highlight the potential of agrivoltaics as a cross-cutting strategy that enhances resilience while meeting interconnected food, energy, and climate goals.</p>
</sec>
<sec id="s8">
<label>8</label>
<title>Adoption challenges</title>
<p>Meeting the growing demands for energy and food requires a multifaceted approach that prioritizes productivity while simultaneously reducing reliance on fossil fuels (<xref ref-type="bibr" rid="B15">Brudermann et&#xa0;al., 2013</xref>). This necessitates a concerted effort to enhance the ecological and environmental benefits of agricultural systems, optimize land and water resources, and ensure both profitability and social acceptance (<xref ref-type="bibr" rid="B145">Pascaris et&#xa0;al., 2020</xref>). Integrating solar panels within agricultural systems presents a promising solution for achieving these goals by increasing yields, energy production, and resilience per unit of land (<xref ref-type="bibr" rid="B76">Irie et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B142">Othman et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B126">Meitzner et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B10">Al Mamun et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B56">Gomez-Casanovas et&#xa0;al., 2023</xref>). However, the large-scale implementation of agrivoltaic systems is constrained by a range of technical, economic, policy-making, and agronomic challenges. High capital investment costs associated with photovoltaic infrastructure, coupled with limited access to financing mechanisms and uncertain economic returns, pose significant barriers, particularly for small stakeholders and resource-constrained farmers (<xref ref-type="bibr" rid="B13">Barron-Gafford et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B200">Weselek et&#xa0;al., 2021</xref>). From a technical perspective, optimizing panel orientation, tilt, and spacing to achieve an effective balance between solar energy production and crop light requirements remains complex, especially across varying agroecological zones (<xref ref-type="bibr" rid="B11">Amaducci et&#xa0;al., 2018</xref>). Agronomically, the absence of standardized crop selection criteria, planting densities, and management practices under altered microclimatic conditions restrict practical adoption (<xref ref-type="bibr" rid="B41">Elamri et&#xa0;al., 2018</xref>). Moreover, institutional hurdles such as fragmented policy frameworks, restrictive land-use regulations, and limited stakeholder awareness further pose hinderance in integration of agrivoltaics into existing agricultural systems (<xref ref-type="bibr" rid="B62">Hassanpour Adeh et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B152">Potenza et&#xa0;al., 2022</xref>; <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>). These barriers underscore the importance of region-specific pilot studies, AV-friendly policy frameworks, and inclusive stakeholder engagement to ensure successful and equitable integration of agrivoltaics into food and energy systems (<xref ref-type="bibr" rid="B11">Amaducci et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B13">Barron-Gafford et&#xa0;al., 2019</xref>).</p>
<p>Strategic management and careful selection of plant species and agrivoltaic technologies can yield additional ecological benefits, such as biodiversity enhancement and water conservation, compared to traditional agricultural methods (<xref ref-type="bibr" rid="B56">Gomez-Casanovas et&#xa0;al., 2023</xref>). The utilization of agrivoltaics for renewable energy has the potential to alleviate climate change by reducing greenhouse gas (GHG) emissions associated with fossil fuels (<xref ref-type="bibr" rid="B194">Verstraeten et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B121">Marrou et&#xa0;al., 2013b</xref>; <xref ref-type="bibr" rid="B67">Higgins and Abou Najm, 2020</xref>; <xref ref-type="bibr" rid="B167">Schindele et&#xa0;al., 2020</xref>). However, comprehensive research is needed to elucidate the impacts of agrivoltaics on energy, agriculture, biodiversity, and biogeochemical processes across diverse environments. Additionally, advancements in technology and bioengineering, coupled with improved economic assessments and stakeholder engagement, are critical for the widespread adoption of agrivoltaics (<xref ref-type="bibr" rid="B77">Jensen and Allen, 2016</xref>; <xref ref-type="bibr" rid="B173">Sharu and Ab Razak, 2020</xref>).</p>
<p>Currently, AV supports mainly shade-loving plants; this limits the types of crops that can benefit from this technology (<xref ref-type="bibr" rid="B163">Santiteerakul et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B115">Macknick et&#xa0;al., 2022</xref>). Not all crops can thrive under solar panels, and the efficiency of temperature control provided by the panels may vary in different climates (<xref ref-type="bibr" rid="B49">Gayathri et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B202">Widmer et&#xa0;al., 2024</xref>). Some crops may require specific light conditions, and the shading effect of solar panels could impact their growth (<xref ref-type="bibr" rid="B73">Imran et&#xa0;al., 2020</xref>). Additionally, the temperature regulation benefits may be less pronounced in regions with more stable climates; continuous research and development are needed to expand the range of crops that can thrive in the shade created by solar panels (<xref ref-type="bibr" rid="B163">Santiteerakul et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B126">Meitzner et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B99">Laub et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B49">Gayathri et&#xa0;al., 2023</xref>). Keeping this in view, detailed insight and efforts are required to improve and optimize these dual-use systems, making them more efficient and cost-effective.</p>
<p>Balancing the economic benefits of renewable energy generation with agricultural productivity is crucial for attracting investments, promoting adoption, and ensuring the long-term sustainability of agrivoltaic projects (<xref ref-type="bibr" rid="B114">Lytle et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B152">Potenza et&#xa0;al., 2022</xref>). However, these challenges require collaborative efforts from researchers, engineers, policymakers, growers, and industry stakeholders to develop innovative solutions and create a supportive regulatory environment (<xref ref-type="bibr" rid="B117">Magarelli et&#xa0;al., 2024</xref>).</p>
</sec>
<sec id="s9" sec-type="conclusions">
<label>9</label>
<title>Conclusion and future trends</title>
<p>By maximizing land use efficiency, agrivoltaics systems simultaneously support food production and clean energy generation (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>). The partial shade provided by solar panels can enhance resource efficiency by reducing water consumption, mitigating extreme temperatures, and protecting crops from harsh environmental conditions. The current review provides a detailed overview of how agrivoltaic systems modulate the microclimate beneath panels and how these changes translate into physiological, biochemical, and yield responses across diverse crop species. Research findings showed that, while moderate shading can enhance water-use efficiency and protect against heat stress, excessive reduction in photosynthetically active radiation may suppress yield in light-demanding crops. Consequently, optimizing shading intensity is critical to strike a balance between abiotic stress mitigation and maintaining adequate light for photosynthetic performance, metabolic functions, and yield sustainability in such crops. Despite these research findings, significant research gaps exist in understanding the complex interactions between microclimate dynamics, and physiological and biochemical responses of plants within these systems. Addressing these gaps requires interdisciplinary collaboration and a holistic approach to evaluate the environmental, agronomic, and technological aspects of agrivoltaics. Moreover, unraveling the molecular mechanisms underlying varied crop response under agrivoltaics could unlock new avenues for enhancing crop performance.</p>
<p>Future research should focus on the optimization of agrivoltaic system design, including panel height, spacing, orientation, and shading intensity, to balance renewable energy generation with crop productivity across diverse cropping systems. Systematic testing of agrivoltaic configurations under different climatic conditions, soil types, and management practices is required to establish robust, crop-specific performance thresholds. In addition, advances in sensor technologies, remote sensing, and crop-microclimate modeling can support predictive assessment and adaptive management of agrivoltaic systems. Collectively, these research directions will provide a scientific basis for improving agrivoltaic performance, scalability, and reliability across diverse agricultural contexts. Such strategies can facilitate the broader integration of agrivoltaic technologies systems into conventional agricultural and energy infrastructures, thereby advancing the shift toward more sustainable and resource-efficient food and energy production systems.</p>
<p>Ultimately, agrivoltaics should be viewed not merely as a technical innovation but as a system-level intervention for sustainable food and energy futures. Interdisciplinary collaboration between plant scientists, engineers, economists, and policymakers will be essential to unlock its full potential and ensure equitable, climate-resilient deployment across global agroecosystems. Moreover, continuous monitoring and adaptive management, guided by empirical data, will be essential to ensure long-term success and feasibility of these innovative systems.</p>
</sec>
</body>
<back>
<sec id="s10" sec-type="author-contributions">
<title>Author contributions</title>
<p>MP: Conceptualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. HS: Writing &#x2013; review &amp; editing. PJ: Writing &#x2013; review &amp; editing. HN: Writing &#x2013; review &amp; editing. GM: Writing &#x2013; review &amp; editing.</p></sec>
<sec id="s12" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p></sec>
<sec id="s13" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declared that generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p></sec>
<sec id="s14" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p></sec>
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