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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Plant Sci.</journal-id>
<journal-title>Frontiers in Plant Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Plant Sci.</abbrev-journal-title>
<issn pub-type="epub">1664-462X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpls.2023.1215919</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Plant Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Close-canopy lighting, an effective energy-saving strategy for overhead sole-source LED lighting in indoor farming</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Sheibani</surname>
<given-names>Fatemeh</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2313923"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Bourget</surname>
<given-names>Mike</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Morrow</surname>
<given-names>Robert C.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Mitchell</surname>
<given-names>Cary A.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2300528"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Horticulture and Landscape Architecture, Purdue University</institution>, <addr-line>West Lafayette, IN</addr-line>, <country>United States</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Space Applications-Environmental Systems, Sierra Space</institution>, <addr-line>Madison, WI</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Zolt&#xe1;n P&#xe9;k, Hungarian University of Agricultural and Life Sciences, Hungary</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Titta Katariina Kotilainen, Natural Resources Institute Finland (Luke), Finland; L&#xe1;szl&#xf3; Bal&#xe1;zs, Hungarian University of Agricultural and Life Sciences, Hungary</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Cary A. Mitchell, <email xlink:href="mailto:cmitchel@purdue.edu">cmitchel@purdue.edu</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>27</day>
<month>07</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1215919</elocation-id>
<history>
<date date-type="received">
<day>02</day>
<month>05</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>10</day>
<month>07</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Sheibani, Bourget, Morrow and Mitchell</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Sheibani, Bourget, Morrow and Mitchell</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). 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.</p>
</license>
</permissions>
<abstract>
<p>Significant advancement has been achieved improving electrical efficiency and photon efficacy of light-emitting diodes (LEDs) as the sole source of crop lighting for indoor farming. However, a significant portion of highly efficient photon emissions from improved LEDs is wasted by natural beam spread beyond cropping areas. Additional attention is needed to enhance crop-canopy photon capture efficiency (CCPCE), the fraction of photons emitted from LEDs actually incident upon foliar canopies. We postulate that by taking advantage of unique physical properties of LEDs, such as low radiant heat at photon-emitting surfaces and dimmable photon emissions, reduced vertical separation distance between light-emitting surfaces and light-receiving surfaces will enhance CCPCE by capturing more obliquely emitted photons that otherwise are lost. This &#x201c;close-canopy-lighting&#x201d; (CCL) strategy was tested in two ways: For an energy-efficiency strategy, LEDs were dimmed to the same photosynthetic photon flux density (PPFD) of 160 &#xb5;mol m<sup>-2</sup> s<sup>-1</sup> at 45-, 35-, 25-, and 15-cm separation distances between lamps and cropping surfaces. For a yield-enhancement strategy, dimming was not applied, so higher PPFDs occurred at each separation distance closer than 45&#xa0;cm for the same input energy. In the first strategy, the same biomass of lettuce (<italic>Lactuca sativa</italic> L. cv. Rouxai) was produced at each separation distance, while significantly lower energy was expended for lighting at each closer separation. Significantly higher biomass was produced at reduced separation distances with the same energy expenditure by LEDs using the yield-enhancement strategy. For both strategies, energy-utilization efficiency (g/kWh) doubled at the closest separation distance of 15&#xa0;cm compared to the standard 45-cm separation distance. Even higher energy-utilization efficiency was achieved at a 25-cm separation distance when growth compartments were enclosed with a reflective curtain in the yield-enhancement strategy. Our findings suggest that CCL is a highly effective energy-saving strategy for overhead LED lighting, suggesting the need for innovative next-generation re-design of height-adjustable LED mounts and controlled air movement between tiers of indoor farms utilizing CCL.</p>
</abstract>
<kwd-group>
<kwd>close-canopy lighting</kwd>
<kwd>crop-canopy photon capture efficiency</kwd>
<kwd>energy utilization efficiency</kwd>
<kwd>LEDs</kwd>
<kwd>vertical farming</kwd>
<kwd>indoor farming</kwd>
<kwd>photon distribution</kwd>
<kwd>leafy greens</kwd>
</kwd-group>
<counts>
<fig-count count="7"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="55"/>
<page-count count="13"/>
<word-count count="7137"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Technical Advances in Plant Science</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>As one of the newer sectors of Controlled-Environment Agriculture (CEA), Vertical Farming (VF) is an innovative form of Indoor Farming (IF) in which plants typically are grown either hydroponically or aeroponically in vertical stacks. Light-emitting diodes (LEDs) are considered the best sole source of crop lighting in a warehouse setting.</p>
<p>Vertical farming is proliferating as demand for local, fresh, year-round produce rises, especially in seasonal, urban areas. Based on recent Indoor Farming market analysis, VF has a projected 25.7% compound annual growth rate from 2020 to 2027, which compares favorably with other CEA sectors in the United States (<xref ref-type="bibr" rid="B16">Grand View Research, 2020</xref>). Other benefits of IA/VF systems include not contributing to scarcity of arable farm land or freshwater resources (<xref ref-type="bibr" rid="B3">Benke and Tomkins, 2017</xref>). The risk of crop loss due to extreme weather conditions is avoided, and fossil-fuel use for transporting produce to urban markets is minimized. On the other hand, there are economic concerns regarding the VF industry. This emerging industry is typically considered expensive entrepreneurship due to high Capital Expenses (CAPEX) and significant Operational Expenses (OPEX). Two of the most important CAPEX components are expensive land in urban areas and the high initial cost of installing LED lighting systems (<xref ref-type="bibr" rid="B44">Qiu et&#xa0;al., 2020</xref>).</p>
<p>Electric lighting is one of the most expensive OPEX costs of vertical farming. Even though LEDs are more energy efficient than other electric lighting sources, sole-source electric lighting is still a major input cost, and seeking ways to save energy for lighting is a significant issue for commercial growers. Electricity typically accounts for 25-30% of total OPEX (<xref ref-type="bibr" rid="B19">Kozai, 2013</xref>; <xref ref-type="bibr" rid="B18">Kong et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B20">Kozai and Niu, 2020</xref>). Although the VF industry is expanding worldwide thanks to enthusiastic financial investors, high OPEX is keeping profitability potential of this nascent industry fragile and often elusive. As of 2019, based on a CEA Census report, only 37% of VFs were reported to be profitable (<xref ref-type="bibr" rid="B12">Global CEA Census Report, 2019</xref>). Although 58% of VFs reported to experience financial improvement based on the <xref ref-type="bibr" rid="B13">Global CEA Census Report (2021)</xref>, indoor farms began ceasing operations in 2022 and 2023.</p>
<p>A cost-efficient lighting system is one of the most critical determinants of indoor-farming profitability (<xref ref-type="bibr" rid="B6">Davis &amp; Burns, 2016</xref>; <xref ref-type="bibr" rid="B5">Cocetta et&#xa0;al., 2017</xref>). An efficient lighting system is a combination of both efficient fixtures as well as effective canopy photon capture (<xref ref-type="bibr" rid="B34">Nelson and Bugbee, 2014</xref>).</p>
<p>Over the past decade, notable success has been achieved improving LED electrical efficiency and photon efficacy (<xref ref-type="bibr" rid="B31">Mitchell and Sheibani, 2020</xref>). It has been estimated that these parameters are approaching their maximum theoretical values (<xref ref-type="bibr" rid="B23">Kusuma et&#xa0;al., 2020</xref>). <italic>Electrical efficiency</italic>&#xa0;is defined as the ratio of optical power output to electrical power input (WW<sup>-1</sup>). As of 2020, based on <xref ref-type="bibr" rid="B23">Kusuma et&#xa0;al. (2020)</xref>, blue LEDs had a maximum theoretical efficiency of 0.93, followed by red (0.81), far-red (0.77), phosphor-converted cool-white (0.76), phosphor-converted warm-white (0.69), and green (0.42). On the other hand, photon efficacy is a metric to characterize the suitability of LED lighting systems for horticultural purposes. Photosynthetic efficacy is the ratio of micromoles of photosynthetic photons (400-700 nm) generated to the electrical energy applied (&#xb5;mole J<sup>-1</sup>). In 2020, far-red LEDs had the highest photon efficacy (4.7), followed by red (4.5), blue (3.5), cool-white, warm-white, and green with photon efficacies of 2.9, 2.6, and 1.9 (&#xb5;mole J<sup>-1</sup>), respectively (<xref ref-type="bibr" rid="B23">Kusuma et&#xa0;al., 2020</xref>).</p>
<p>Other advantages that make LEDs the choice for sole-source lighting include a significantly longer operational lifetime: They do not typically burn out. Instead, performance weakens gradually, and time of decline to 70% of its original intensity typically is 50,000 hours for horticultural LEDs (<xref ref-type="bibr" rid="B23">Kusuma et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B40">Paucek et&#xa0;al., 2020</xref>), at which time they are candidates for change.</p>
<p>Compared with other electric-lighting sources that have been used for plant growth, LEDs are not bulky, enabling flexibility of fixture design and straightforward installment and replacement. LEDs are solid-state devices that integrate easily with digital-control systems.</p>
<p>Studies of LED indoor illumination patterns have emphasized uniformity of intensity for human perception (<xref ref-type="bibr" rid="B33">Moreno &amp; Tzonchev, 2004</xref>; <xref ref-type="bibr" rid="B32">Moreno et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B53">Yang et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B50">Sun &amp; Lee, 2022</xref>). A generalized Lambertian function, estimated by Gaussian distribution, characterizes the typical geometric illumination pattern of LEDs (<xref ref-type="bibr" rid="B53">Yang et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B50">Sun and Lee, 2022</xref>). Although the illumination pattern of a Lambertian distribution is 180&#xb0;, 87% of that pattern occurs in a half-width of &#xb1; 60&#xb0;C and a view angle of 120 &#xb0; (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). For indoor crop lighting, an LED lighting source can be a &#x201c;bulb-type&#x201d; emitter or a planar/filamentous array positioned horizontally (overhead) or vertically (intra-canopy) (<xref ref-type="bibr" rid="B51">Tsao et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B5">Cocetta et&#xa0;al., 2017</xref>). As a recently-adopted technology for indoor crop lighting, available LED choices also follow that general Lambertian distribution (<xref ref-type="bibr" rid="B49">Stutte, 2009</xref>; <xref ref-type="bibr" rid="B36">Nicole et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B25">Lee et&#xa0;al., 2023</xref>). The relative intensity of photon emissions taken from a data sheet for the LED arrays used for the present study was plotted by the authors from a data sheet for the Lumi-LED LEDs used by the Orbital Technologies Corporation (ORBITEC, now Sierra Space), to construct the Biomass-Production-System-for-Education (BPSE) adjustable-height LED arrays and was found to be Lambertian in nature (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). If intensity at 0<sup>0</sup> angle from normal is 160 &#x3bc;mol/m<sup>2</sup>/s (as per this study), then 80 &#x3bc;mol/m<sup>2</sup>/s would be measured by a cosine-corrected light sensor at &#xb1; 60<sup>0</sup> (a cone) with further decreasing relative intensities extending to 90<sup>0</sup> (a hemisphere) in all directions.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>A Lambertian distribution of photon intensity from Lumi-LEDs used to construct the BPSE lighting system used in this study (figure description included in Result section) (<xref ref-type="bibr" rid="B26">LUMILEDS, 2023</xref>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1215919-g001.tif"/>
</fig>
<p>Although &#x201c;beam spread&#x201d; or &#x201c;view angle&#x201d; of individual LED packages is available in manufacturer catalogs and specification sheets, there is not enough working knowledge about how to best use the irradiation pattern of Lambertian LEDs as the sole-source for plant lighting, and the pattern of irradiation when multiple packages are installed in either bulb or filament type is neither easy to estimate nor is widely reported. Inspection of several online catalogues offering LEDs for horticultural applications advertised view angles of 120<sup>0</sup> to 130<sup>0</sup>.</p>
<p>In a vertical-farm setting, various lighting-installment plans have been used by growers. Depending on growth-compartment layout, tube-type LED modules may run along or across the growing area. In each case, an adequate number of LEDs must be installed to ensure uniformity of light intensity up to the edges of benches, thereby avoiding low-light-intensity edge effects and crop-growth gradients across benches.</p>
<p>Different factors affect irradiation pattern for crop-growth applications, including density of LED packages/modules on fixture undersurfaces, and separation distance between the LED lighting system and crop surface. In theory, LED packages are basically hemispherical radiators of light energy (radiating at 180&#xb0;) after mounting on a flat surface for overhead-lighting applications, although most photons radiate within the 120&#xb0; Lambertian beam spread. In that context, some photons radiate directly downward toward cropping surfaces, but also outward, beyond cropping surfaces at all angles up to maximum beam spread, leading to considerable loss of photon emissions beyond bench dimensions, especially when integrated over entire photoperiods and cropping cycles. Primary and secondary optics installation further shape beam angle, with accompanying energy-absorbance loss for every photon reflected off of a solid surface. A primary optic can be a protective lens made with epoxy or silicone resin to enhance the lifetime of LEDs by protecting them from moisture and dust (<xref ref-type="bibr" rid="B27">Massa et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B1">Alim et&#xa0;al., 2021</xref>). Moreover, an LED package also can be enclosed and protected by a &#x201c;pit primary optic&#x201d;. The pit might be covered with an encapsulation, into which a phosphor material is incorporated to create white radiation from blue LEDs (<italic>Personal Communication, Elio Jin-Ha Kim, PhD, Samsung Corporation</italic>, 2022). The wall-coating material within the pit typically is titanium dioxide (TiO2) because of its high reflectivity index (<xref ref-type="bibr" rid="B47">Silva et&#xa0;al., 2022</xref>).</p>
<p>Beam intensity decreases sharply beyond 120&#xb0;-130&#xb0; out to 180&#xb0; in current LED module design for &#x201c;bulb-type&#x201d; emitters after installing a primary optic (<xref ref-type="bibr" rid="B38">OSRAM, 2021</xref>; <xref ref-type="bibr" rid="B46">Samsung, 2021</xref>). Secondary-optic lenses, such as a cylinder around each LED module, die, or engine, typically lined with reflective materials, sharply attenuate beam spread and are used to enhance spectral uniformity and intensity, as LEDs are brighter in the center of an attenuated beam (<xref ref-type="bibr" rid="B22">Kuo et&#xa0;al., 2011</xref>). Depending on secondary-optic lens design, beam spread may be cut to half the original viewing angle (<xref ref-type="bibr" rid="B55">Zhenrong et&#xa0;al., 2009</xref>). The energy cost of attenuating beam spread with secondary optics is reduced electrical efficiency and photon efficacy due to absorbance losses whenever photons reflect off of solid surfaces.</p>
<p>Among other LED advantages, low radiant heat production at photon-emitting surfaces allows LED fixtures to be placed close to crop canopies (<xref ref-type="bibr" rid="B4">Bourget, 2008</xref>; <xref ref-type="bibr" rid="B28">Massa et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B48">Singh et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B6">Davis &amp; Burns, 2016</xref>). Another advantage is moderate dimmability without significant power loss (<xref ref-type="bibr" rid="B39">Pattison et&#xa0;al., 2016</xref>).</p>
<p>Present indoor-crop-lighting practices do not take full advantage of vastly improved LED electrical efficiency and photon efficacy because a significant portion of fixture light beams fall outside cropping areas, especially from LEDs mounted above or beyond bench edges, thereby negating many energy-use improvements that have been made in recent years.</p>
<p>By leveraging the low radiant heat and dimmability properties of LEDs, we postulated that reducing the vertical separation distance between lighting source and crop surface would enhance energy-use efficiency without heat-scorch damage to the crop. The &#x201c;coolness&#x201d; factor of LEDs positioned closer to plant tissues allows the electrical power needed to deliver a given light intensity to be tuned down compared to what would be required for a hot light source to achieve the same light intensity at a considerably larger separation distance. At closer separation distance, the chance of obliquely emitted photons escaping the growth compartment is reduced (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). At the standard separation distances used in vertical farms, photon loss is considerable as a result of wide-angled &#x201c;beam spread&#x201d; falling beyond growth-compartment boundaries. The current-driven LED property allows lower energy expenditure by dimmed LEDs still achieving the same photon intensities at closer separation. The minimum separation distance that can be used will be determined by LED spacing and resulting spectral-composition uniformity (<xref ref-type="bibr" rid="B30">Mitchell, 2015</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>LED irradiation pattern at standard separation distance of 45&#xa0;cm <bold>(A)</bold> compared with closer separation distances of 35&#xa0;cm <bold>(B)</bold>, 25&#xa0;cm <bold>(C)</bold>, 15&#xa0;cm <bold>(D)</bold> with a standard beam spread of 120&#xb0;. Only center and edge LED modules are depicted as energized for illustration. Created with <uri xlink:href="https://www.biorender.com">BioRender.com</uri>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1215919-g002.tif"/>
</fig>
<p>For the present project, we postulated that by taking advantage of unique physical properties of LEDs, crop-canopy photon-capture efficiency (CCPCE), equivalent to the light-engineering term &#x201c;utilance&#x201d;, can be enhanced, thereby improving much-needed energy-use efficiency of the indoor-farming sector. In this study, we characterized two close-canopy-lighting (CCL) scenarios: energy-efficiency and yield-enhancement. The laboratory conducting this CCL proof-of-concept study has a long history of stepwise, related investigations. The productivity/energy-saving advantages of allowing plants to grow up, around lights within a crop foliar canopy was initially demonstrated using low-wattage fluorescent kitchen lamps arrayed 3-dimensionally in growth compartments, providing &#x201c;intra-canopy lighting&#x201d; (ICL) to vertically growing plants (<xref ref-type="bibr" rid="B9">Frantz et&#xa0;al., 1998</xref>, <xref ref-type="bibr" rid="B10">Frantz et&#xa0;al, 2000</xref>; <xref ref-type="bibr" rid="B11">Frantz and Mitchell, 1997</xref>). Relative coolness of LEDs at light-emitting surfaces and moderate dimmability without major power loss made LEDs the undeniable choice for sole-source ICL (<xref ref-type="bibr" rid="B27">Massa et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B28">Massa et&#xa0;al., 2008</xref>), as well as supplemental ICL of high-wire tomatoes growing in greenhouses (<xref ref-type="bibr" rid="B15">Gomez et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B14">G&#xf3;mez &amp; Mitchell, 2016</xref>). Previous work from the PI&#x2019;s lab also demonstrated the substantial energy savings of targeted vs. full-coverage overhead lighting of leaf lettuce (<xref ref-type="bibr" rid="B43">Poulet et&#xa0;al., 2014</xref>). The present study is a next-step systematic characterization of the productivity and/or energy-saving effects of close-canopy overhead lighting on densely seeded young lettuce plants with rapid canopy closure.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<p>The standard separation distance between the photon-emitting surface of LEDs and a standing crop in a vertical farm setting is 40-50&#xa0;cm (<xref ref-type="bibr" rid="B21">Kubota, 2020</xref>). Considering 45&#xa0;cm as a standard control separation distance, three closer separation distances of 35, 25, and 15&#xa0;cm were tested and compared, using a typical 120&#xb0; beam-spread angle of bulb-type Lumi-led LED modules.</p>
<sec id="s2_1">
<label>2.1</label>
<title>Scenario 1: Energy-efficiency strategy</title>
<p>As separation distance decreased, LEDs were dimmed to achieve the same light intensity at the crop surface, thereby reducing instantaneous power draw and integrated energy consumption over time. We hypothesized that equivalent fresh and dry shoot biomass would be produced at the closer separation distances for lower energy expenditure.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Scenario 2: Yield-enhancement strategy</title>
<p>The second scenario was designed for the benefit of commercial operations using non-dimmable LED lighting systems. We postulated that, as separation distance decreases, significantly higher PPFD would occur at the crop surface, and higher fresh/dry biomass yield would occur for the same electrical energy input (kWh).</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Combination of close-canopy lighting and reflective curtains</title>
<p>Since some photons still escape from the edges of growth compartments, even at the closest separation distances, a vertical reflective curtain surrounding the growth compartment would reflect some already-escaped photons back into the growth compartment. A reflective curtain should additionally enhance both crop yield as well as energy-use efficiency for crop lighting within an enclosed growth compartment in combination with either scenario of close-canopy lighting.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Controlled-environment conditions</title>
<p>Experiments were conducted in a walk-in growth chamber (EGC, Chagrin Falls, Ohio), where all environmental parameters were under precise control. The temperature was set to 23/22 &#xb1; 2&#xb0;C during the day and night, respectively. Day and night relative humidities were 70/80%, respectively. CO<sub>2</sub> was injected beginning 8 days after starting experiments, when the first set of true leaves started expanding. CO<sub>2</sub> level was injected and maintained at 800 &#xb5;mol mol<sup>-1</sup> during the day and at 400 &#xb5;mol mol<sup>-1</sup> during the night.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Lighting system and lighting adjustment</title>
<p>Four BPSE (Biomass Production System for Education) LED lighting systems (ORBITEC/Sierra Space Corporation, Madison, WI) were placed on wire-mesh benches inside the growth chamber, and each unit was connected to a power/energy meter (Poniie, PN-2000). A 16-h photoperiod was set for all experiments from 0600&#xa0;h to 2200&#xa0;h. Light intensity and spectral composition were adjusted using a spectroradiometer (Black-Comet, StellarNet Inc., Tampa, FL). Five measurements were made under each LED panel, one in the center, followed by two at 22&#xa0;cm along the length and two at 10&#xa0;cm across the width from the center point, close to the short and long edges of each tray. The average of five values was similar to the center-point measurement. BPSE lighting units included three channels of dimmable blue, green, and red wavebands with peak wavelengths of 447.5 nm, 530 nm, and 627 nm, respectively. The fixture was not designed specifically for CCL, although intensity and spectral composition were uniform at the closest separation distance tested. The LED fixtures were mounted on a scissors jack that allowed continuous vertical height adjustment, which was required for setting different separation distances. Photosynthetic photon flux density (PPFD) was 160 &#xb5;mol m<sup>-2</sup> s<sup>-1</sup> consisting of 82% red (132 &#xb1; 2 &#xb5;mol m<sup>-2</sup> s<sup>-1</sup>), 9% blue (14 &#xb1; 2 &#xb5;mol m<sup>-2</sup> s<sup>-1</sup>), and 9% green (14 &#xb1; 2 &#xb5;mol m<sup>-2</sup> s<sup>-1</sup>) light. Cumulative electrical energy (kWh) consumed for lighting was recorded daily, and total energy use for lighting was recorded upon termination of each cropping experiment.</p>
</sec>
<sec id="s2_6">
<label>2.6</label>
<title>Close-canopy-lighting set up</title>
<p>Each BPSE lighting unit included an LED panel mounted on a height-adjustable rack. The fixture dimensions were 27 (L) &#xd7; 17 (W) &#xd7; 4 (H) inches (or 68.5 L &#xd7; 43.1 W &#xd7; 10.1 H cm), accommodating one standard 10 &#xd7; 20 inches (25.4 &#xd7; 50.8 cm) growth tray on the wire-mesh bench supporting all BPSE units. In that configuration, tray positions were fixed, but lighting fixtures could be set closer to or farther away from tray surfaces. LED lighting systems were set to four different test separation distances including 45&#xa0;cm (17.71 inches) as control and three test separations including 35&#xa0;cm (13.77 inches), 25&#xa0;cm (9.84 inches), and 15&#xa0;cm (5.9 inches).</p>
<p>For the energy-efficiency scenario, the same PPFD of 160 &#xb5;mol m<sup>-2</sup> s<sup>-1</sup> and the same spectral composition of 82% red, 9% blue, and 9% green light were used for each BPSE at each separation distance tested.</p>
<p>For the yield-enhancement scenario, PPFD and spectrum were the same as for the energy-efficiency scenario at all separation distances tested during the first 4 days after starting an experiment to avoid greenhouse-effect heating under humidification domes initially covering the growth trays. Starting from day 5, domes were removed and final test separation distances were set. PPFDs were measured as 160, 280, 350, and 480 &#xb5;mol m<sup>-2</sup> s<sup>-1</sup> for the 45-cm, 35-cm, 25-cm, and 15-cm separation distances, respectively.</p>
</sec>
<sec id="s2_7">
<label>2.7</label>
<title>Combination of close-canopy lighting and reflective-curtain setup</title>
<p>In a separate set of experiments, all four BPSE LED lighting units were set at a CCL separation distance of 25&#xa0;cm. Two randomly selected BPSE units were enclosed with vertical curtains of reflective polyethylene film (white facing inward, black facing outward), with vertical fringes cut to ensure air movement. The application of reflective curtains was investigated in combination with both CCL scenarios. The PPFD was set to 160 &#xb5;mol m<sup>-2</sup> s<sup>-1</sup> for the energy-efficiency scenario and to 350 &#xb5;mol m<sup>-2</sup> s<sup>-1</sup> for the yield-enhancement scenario with the same spectrum as mentioned previously.</p>
<p>All BPSE LED lighting units were equipped with energy meters, and cumulative energy consumption for lighting was recorded daily. Each experiment was replicated twice, with the reflective curtain setup rotated among lighting units between experiments to validate results while controlling for position effect.</p>
</sec>
<sec id="s2_8">
<label>2.8</label>
<title>Plant material and substrate</title>
<p>Red oakleaf lettuce (<italic>Lactuca sativa</italic> cv. Rouxai; Rijk Zwaan, De Lier, Netherlands) was used as the model crop for this project. A 50:50 (V/V) coco coir/perlite substrate was used to grow &#x201c;lawns&#x201d; of baby lettuce in a set of two stacked 10&#xd7;20 inches (25.4 cm&#xd7;50.8 cm) standard trays. An inner, lining tray with a mesh bottom was placed within an outer, un-meshed propagation tray (Bootstrap Farmers, Downingtown, PA, USA). Translucent plastic domes were placed over newly planted trays during the first 4 days of each experiment to keep humidity level high under domes to promote uniform germination and emergence. The commercially available fertigation solution used contained macro- and micro-fertilizer nutrients designed specifically for hydroponic lettuce cultivation (Fancy Lettuce, AmHydro, Arcata, CA, USA). Salts were dissolved in RO water to form a nutrient solution with an Electrical Conductivity (EC) of 1.2-1.4 &#xb5;S cm<sup>-1</sup> and a pH of 5.6-5.8 as measured by a portable EC and pH meter (HI 9813-6 pH/EC/TDS/C, Hanna Instrument GroChek, Woonsocket, RI). After dome removal on day 4, bottom fertigation was initiated and repeated on a daily basis with slightly different regimes for scenarios 1 and 2. For the energy-efficiency scenario, 400-ml nutrient solution was applied to the outer tray for each of the first 4 days after de-doming followed by 2 consecutive days applying 200&#xa0;ml, a single day of 400&#xa0;ml, followed by 200&#xa0;ml for the duration of the 15-day cropping cycle. On the day of harvest (day 15), 200-ml nutrient solution was added before removing trays from the growth chamber. For the yield-enhancement scenario, in which higher light intensities occurred under closer separation distances, enhanced demand for water required that 400&#xa0;ml of nutrient solution or water be applied on a daily basis, with the exception of first and last applications of 200&#xa0;ml each. In both scenarios, trays were weighted on a daily basis after applying nutrient solution, and the difference between heaviest and lightest trays was compensated for using RO water applied to the lightest trays, which strategy helped to maintain trays at the same water status with the same amount of nutrients applied.</p>
<p>As an end-point growth parameter, harvested total shoot fresh biomass was weighed (PL602E, Mettler-Toledo, Columbus, OH) on the experimental basis of standard tray. Weighed shoot-tissue samples were placed in a paper bag and subjected to 5 days at 60 &#xb0;C in a forced-air drying oven (Isoptemp 180L, Thermo-Fisher scientific, Waltham, MA) before dry biomass was measured and recorded.</p>
</sec>
<sec id="s2_9">
<label>2.9</label>
<title>&#x201c;Lawn-of-baby-greens&#x201d; production system</title>
<p>During early stages of lettuce-crop production, plants were small, foliar canopies open, and photons were not used efficiently. While re-spacing plants was not an option, considering the ultimate target size of plants (small baby greens), space between plants was minimized upon planting. In order to minimize photon waste and hasten foliar canopy closure to overhead lighting, we developed a &#x201c;lawn-of-baby-lettuce&#x201d; growing system. Targeting 15-day cropping cycles, at which time the baby stage is reached and when the first set of true leaves are developing and a second set are emerging, 84 seeds with a distance of 1.5 inches (3.81cm) between seeds and away from tray edges were planted in each tray. Approximately 3200&#xa0;ml of soilless substrate was formed into a leveled layer to 1.5 inches (3.81cm) depth in each inner, mesh tray. Propagation-meshed-bottom trays were placed into an unmeshed propagation tray filled with 2000&#xa0;ml of half-strength nutrient solution for 5&#xa0;min, after which excess nutrient solution was poured off by holding the inner tray at a 45&#xb0; angle until dripping halted. Mesh trays were then placed within unmeshed trays without nutrient solution, and pelleted seeds were planted on the wetted surface using a custom-made Plexiglas seeding template. Seeds were compressed gently into the moistened medium using a solid plate (without holes) to ensure adequate moisture absorption and uniform germination.</p>
</sec>
<sec id="s2_10">
<label>2.10</label>
<title>Experimental design</title>
<p>The experimental layout was a randomized block design, in which each standard tray was considered as an experimental unit. Block refers to the area with homogenous environmental parameters, which is the delineated area under fixture arrays in this study. Each energy-efficiency and yield-enhancement test strategy was replicated four times, with separation distances rotated under various BPSE fixtures to correct for any fixture or position effects and to ensure data accuracy.</p>
</sec>
<sec id="s2_11">
<label>2.11</label>
<title>Statistical analysis</title>
<p>Data were subjected to one-way analysis of variance (ANOVA) using RStudio software (RStudio 1.2.5042, <sup>&#xa9;</sup> 2009-2020 RStudio, Inc.) within R statistical package (<xref ref-type="bibr" rid="B45">R Core Team, 2020</xref>). Tukey&#x2019;s HSD test at p-value &lt; 0.05 was used to determine differences between means when applicable.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<p>On day 15, as the crop foliar canopy closed (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>), end-point growth parameters including total shoot fresh and dry biomass were collected on an experimental unit basis of trays. kWh of energy expenditure for each LED lighting system over 15 days were recorded. Energy Utilization Efficiency (EUE) was calculated as grams fresh or dry biomass produced per kWh of electrical energy expended on the LED lighting system for all tested separation distances.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Lawn of baby-green production system in energy-efficiency scenario (left) and yield-enhancement scenario (right) upon harvest on day 15. Separation distances from left to right in each grouping were 45, 35, 25, and 15&#xa0;cm. A gradient of pigmentation was evident in the yield-enhancement scenario.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1215919-g003.tif"/>
</fig>
<sec id="s3_1">
<label>3.1</label>
<title>Energy-efficiency strategy</title>
<p>The same PPFD was provided (by selective dimming) under each separation distance tested; thus, the same biomass yield was expected with significantly different energy utilized at each separation distance. Using one-way ANOVA, statistical analysis confirmed that there was not a significant difference between fresh biomass of each group mean, considering an &#x3b1; level of 0.05 (p-value = 0.312) (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Energy-efficiency strategy: The fresh biomass produced per tray under control (45&#xa0;cm) and three tested separation distances of 35&#xa0;cm, 25&#xa0;cm, and 15&#xa0;cm <bold>(A)</bold>. The Energy Utilization Efficiency (g/kWh) of fresh biomass at all separation distances <bold>(B)</bold>. The dry biomass of plants grown per tray under control separation distance of 45&#xa0;cm and three tested separation distance of 35&#xa0;cm, 25&#xa0;cm, and 15&#xa0;cm <bold>(C)</bold>. The Energy Utilization Efficiency (g/kWh) of dry biomass at all separation distances <bold>(D)</bold>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1215919-g004.tif"/>
</fig>
<p>kWh of energy expended on LED lighting systems was 40 over the entire 15-day cropping cycke for the control separation distance of 45&#xa0;cm, and was 31, 25, and 20 kWh for the 35, 25, and 15-cm separation distances, respectively.</p>
<p>The EUE (ratio of gram fresh biomass produced per kWh of electricity consumed) was 2.1, 1.7, and 1.2-fold higher at the closest separation distance of 15&#xa0;cm compared with 45&#xa0;cm, 35&#xa0;cm, and 25&#xa0;cm, respectively (p-value&lt;0.0001, p-value&lt;0.000 and p-value=0.015, respectively) (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>).</p>
<p>Similarly, there was no significant difference between dry biomass of plants grown under the three tested separation distances compared to control considering an &#x3b1; level of 0.05 (p-value= 0.069) (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4C</bold>
</xref>).</p>
<p>Following a similar trend, EUE (ratio of gram dry biomass produced per kWh of electricity consumed) was 2.2-, 1.6-, and 1.2-fold higher at the closest separation distance of 15&#xa0;cm compared with 45&#xa0;cm, 35&#xa0;cm, and 25&#xa0;cm, respectively (p-value&lt;0.0001, p-value&lt;0.0001 and p-value=0.03, respectively) (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4D</bold>
</xref>).</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Yield-enhancement strategy</title>
<p>The LED lighting units were not dimmed at closer separation distances for this strategy; thus, significantly higher shoot biomass was expected while the same electrical energy would be utilized at each position. Based on one-way ANOVA, significantly higher fresh biomass was indeed produced under closer separation distances (p-value=0.0005) (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Yield-enhancement strategy: The fresh shoot biomass produced per tray under control (45&#xa0;cm) and three closer separation distances of 35&#xa0;cm, 25&#xa0;cm, and 15&#xa0;cm <bold>(A)</bold>. The Energy Utilization Efficiency (g/kWh) of fresh biomass at all separation distances <bold>(B)</bold>. The dry biomass of plants grown per tray under control separation distance of 45&#xa0;cm and three tested separation distance of 35&#xa0;cm, 25&#xa0;cm and 15&#xa0;cm <bold>(C)</bold>. The Energy Utilization Efficiency (g/kWh) of dry biomass at all separation distances <bold>(D)</bold>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1215919-g005.tif"/>
</fig>
<p>Equivalent electrical energy was expended lighting all LED fixtures at different separation distances, with the average being 40 kWh. The EUE, defined as the ratio of g fresh biomass produced per kWh of energy consumed, was 2.1-, 1.7-, and 1.3-fold higher at the 15-cm separation distance compared with 45-cm, 35-cm and 25-cm separation distances, respectively (p-value&lt;0.0001, p-value&lt;0.0001 and p-value= 0.01, respectively) (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>).</p>
<p>Likewise, there was a highly significant difference in dry biomass at all tested separation distances (p-value&lt;0.0001) (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5C</bold>
</xref>). As expected, the closest separation distance of 15&#xa0;cm yielded the highest dry biomass as plants were exposed to the highest PPFD. The separation distance of 25&#xa0;cm benefited from the second highest PPFD and resulted in higher yield compared to the other two greater distances. The standard separation distance of 45&#xa0;cm had the least biomass, while biomass produced at the 35-cm separation distance was between the 25-cm and 45-cm treatments.</p>
<p>The EUE (ratio of gram dry biomass produced per kWh of electricity consumed) for the closest separation distance of 15&#xa0;cm was 2.1-, 1.8-, and 1.3-fold higher than 45-cm, 35-cm, and 25-cm separation distances (p-value&lt;0.0001, p-value&lt;0.0001, and p-value=0.003, respectively) (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5D</bold>
</xref>). Consistent with the first scenario, by reducing the vertical distance between LED-emitting surface and foliar crop surface, EUE was highest for the least vertical separation distance of 15&#xa0;cm, followed by 25&#xa0;cm, 35&#xa0;cm, and 45&#xa0;cm.</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Combination of close-canopy lighting and reflective curtain</title>
<sec id="s3_3_1">
<label>3.3.1</label>
<title>Energy-efficiency scenario &amp; reflective curtain</title>
<p>Initial results indicated that although slightly higher fresh biomass was produced by the treatment with reflective curtain, there was no significant difference between fresh biomass produced under the combination of first CCL treatment and reflective curtain. Surrounding the growing system with a reflective curtain also did not result in higher fresh biomass (p-value=0.25) (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6A</bold>
</xref>). Since the same electrical energy for lighting was applied to both treatments, there was no statistically significant difference between EUE with or without curtains (p-value= 0.169) (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6B</bold>
</xref>). Dry biomass produced under those treatments also was not statistically different (p-value=0.22) (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6C</bold>
</xref>), and a similar trend was observed for EUE (p-value=0.079) (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6D</bold>
</xref>).</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>The combination of energy-efficiency strategy with or without reflective curtain for fresh biomass produced per tray at 25-cm separation distance <bold>(A)</bold>. The Energy Utilization Efficiency (g/kWh) of fresh biomass under those treatments <bold>(B)</bold>. Dry biomass produced per tray with or without curtains at 25-cm separation distance <bold>(C)</bold>. Energy Utilization Efficiency (g/kWh) of dry biomass under those treatments <bold>(D)</bold>. RC stand for &#x201c;reflective&#x201d; curtain&#x201d; and N_RC stand for &#x201c;no- reflective curtain.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1215919-g006.tif"/>
</fig>
</sec>
<sec id="s3_3_2">
<label>3.3.2</label>
<title>Yield-enhancement scenario &amp; reflective curtain</title>
<p>When a reflective curtain was used in combination with higher PPFD, significant increases in fresh biomass occurred compared to control (p-value=0.001) (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7A</bold>
</xref>). While the same energy was expended for LED lighting, higher biomass resulted in significantly higher EUE when the growth compartment was surrounded by reflective curtains (p-value=0.0007) (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7B</bold>
</xref>).</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>The effect of reflective curtain on CCL yield-enhancement strategy. Fresh biomass produced per tray with or without curtains at 25-cm separation distance <bold>(A)</bold>. Energy Utilization Efficiency (g/kWh) of fresh biomass under those treatments <bold>(B)</bold>. Dry biomass produced per tray under those treatments at 25-cm separation distance <bold>(C)</bold>. Energy Utilization Efficiency (g/kWh) of dry biomass under those treatments <bold>(D)</bold>. RC stand s for &#x201c;reflective curtain&#x201d; and N_RC stands for &#x201c;no- reflective curtain&#x201d;.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1215919-g007.tif"/>
</fig>
<p>Likewise, dry biomass was significantly higher for the treatment with reflective curtain (p-value = 0.001) (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7C</bold>
</xref>) and significantly higher for EUE (p-value=0.002) (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7D</bold>
</xref>).</p>
</sec>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>LEDs currently available for indoor farming have much-improved electrical efficiency and photon efficacy compared to other plant-growth-lighting sources. The combination of significantly higher efficacy, extended lifetime, and relative lack of thermal radiation from photon-emitting surfaces make LED lighting systems the only real choice for sole-source indoor lighting.</p>
<p>However, LED physical capabilities can be further leveraged to enhance crop canopy photon capture efficiency (CCPCE) or utilance, efficiency metrics of the fraction of emitted photons incident upon photosynthetic surfaces of plants (<xref ref-type="bibr" rid="B2">Balasus et&#xa0;al., 2021</xref>). If CCPCE also is high, overall EUE of an indoor crop-lighting system can be further enhanced. Otherwise, LED efficiency and efficacy improvements are minimized by significant wastage of photons and energy.</p>
<p>In the present small-scale proof-of-concept study, we demonstrate enhanced CCPEC and EUE by implementing CCL strategies. Significant energy is saved as LEDs are dimmed at closer separation distances (energy-efficiency strategy), or significantly higher biomass is produced while the same energy is expended (yield-enhancement strategy). In support of our hypothesis, biomass produced at different separation distances was not significantly different in the energy-efficiency CCL strategy, although the closest separation distance tended to have higher biomass followed by the other three separation distances in order. LED beam-spread distribution was Lambertian with the highest light intensity at the center of a 120&#xb0; beam. Although beam spread was fixed at various separation distances between emitting and absorbing surfaces, closer separation distances benefitted from the brighter center, which tended to have slightly higher fresh and dry biomass.</p>
<p>The present study highlights the need for deeper knowledge of the beam-spread pattern of LED lighting sources prior to making lighting maps for IF/VF. Better understanding in this particular area would enhance energy-use efficiency by saving significant energy expended on LED lighting systems. Upscaling of this study&#x2019;s findings would reveal design challenges that need to be addressed.</p>
<p>Since LEDs as presently constructed typically follow Lambertian photon distribution, beam spread is wide, causing measured light intensity to decline with larger incremental distance between lighting source and illuminated surface due to photons that escape sensors (<xref ref-type="bibr" rid="B52">Wang et&#xa0;al., 2019</xref>). Thus, separation distance between photon-emitting surface area and photon-absorbing surface area matters.</p>
<p>At a standard vertical-farm separation distance of 40-50&#xa0;cm between photon-emitting surface and light-absorbing crop surface, chance of escape is higher for photons emitted obliquely outward from LEDs positioned above or near the edges of cropping benches, but some escape is likely, even from LEDs positioned near the center of benches (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>).</p>
<p>&#x201c;Current droop&#x201d; is a mechanism by which a significant loss of efficiency occurs from GaN-based LEDs (<xref ref-type="bibr" rid="B42">Piprek, 2010</xref>; <xref ref-type="bibr" rid="B37">Oh et&#xa0;al., 2019</xref>). As the forward current of LEDs increases, light output increases, but with a significant decrease of output efficiency. The current-droop phenomenon occurs as a result of an internal quantum-well-loss process, regardless of heat generation at the emitting surface (<xref ref-type="bibr" rid="B24">Laubsch et&#xa0;al., 2009</xref>). At ambient temperature, external quantum efficiency drops significantly at higher currents as a result of current droop (<xref ref-type="bibr" rid="B29">Meyaard et&#xa0;al., 2012</xref>). LED packages must operate at higher current to achieve desired intensity at farther separation distances, which in turn lowers efficiency. Therefore, reducing separation distance will improve photon absorption, as lower forward current can be applied to achieve the same PPFD. LED efficacy at reduced current density also can be improved by increasing the size of an LED chip (<xref ref-type="bibr" rid="B23">Kusuma et&#xa0;al., 2020</xref>). However, increasing chip size to reduce current droop specifically works for high-power LED devices (<xref ref-type="bibr" rid="B29">Meyaard et&#xa0;al., 2012</xref>), whereas most commercially available LEDs used for IF/VF are mid-power.</p>
<p>LED fixture design will be one important factor determining the success of close-canopy-lighting applications. Number of engines and their mounting patterns on a fixture will affect uniformity of both photon intensity and spectrum. Uniformity of intensity is impacted when cropping areas are affected by shade bands from other electrical components. A shade-band effect might not be pronounced under standard separation distances of 45-55&#xa0;cm; however, it becomes more problematic at closer separation distances. A crop growing under shade-band areas would react by shade-avoidance syndrome, growing away from shade (<xref ref-type="bibr" rid="B7">Elkins &amp; van Iersel, 2020</xref>), and marketability and quality are compromised. A reasonable blend of wavelengths is crucial to avoid specific photomorphogenic effects of individual wavebands on plant morphology.</p>
<p>At the beginning of the current study, aluminum tables with support frames for adjustable-height overhead LED lighting fixtures were constructed within a walk-in controlled-environment chamber. A commercial partner provided multi-waveband, dimmable LED fixtures that we mounted at various heights above the tables containing plant trays. Following preliminary CCL testing, difficulty was noted achieving expected results, including uniform plant growth and leaf pigmentation within trays at closer separation distances. Spectroradiometer readings indicated spacing of individual LEDs to be too wide apart to provide adequate beam overlap among individual LEDs at closer separation distances. However, already present in our laboratory from a previous project were LED arrays constructed to provide ground-based control experiments for the Veggie plant-growth unit being used to grow leafy greens for astronauts on the International Space Station, which already were mounted on height-adjustable scissors jacks. Light engines were arrayed densely and uniformly on the underside of those BPSE fixtures, the LEDs were dimmable by waveband, and spectroradiometer scans indicated uniform spectra at all lamp/crop separation distances between 45 and 15&#xa0;cm, meaning that light-engine density and LED distribution were sufficient to provide adequate proof-of-concept testing for the scenarios of our CCL study. Not all LED arrays currently in use at standard 40- to 50-cm separation distances between cropping surfaces and LED-lighting fixtures in the indoor-farming industry may work for the energy-saving or yield-enhancing advantages of CCL. Lighting-system designers will have to weigh those advantages of CCL against costs of re-designing lamps, supports, and benches for productivity, profitability, and sustainability.</p>
<p>Secondary-optics installation is typically considered to improve light-intensity uniformity as the light distribution from an LED package without secondary-optic lenses falls under Lambertian type and lacks uniformity of intensity (<xref ref-type="bibr" rid="B17">Jiang et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B35">Nian et&#xa0;al., 2019</xref>). It also truncates beam spread and photon losses beyond the edges of growth areas would be less (<xref ref-type="bibr" rid="B55">Zhenrong et&#xa0;al., 2009</xref>). However, a higher number of engines need to be installed to reach the desired uniformity of intensity, and reflectance losses from secondary optics further add to lower efficiency and efficacy. Therefore, secondary-lens installation is not considered an efficient strategy compared with CCL.</p>
<p>Among different overhead LED fixtures, planar tube types are most commonly used in vertical farm settings (71%), followed by panel LEDs (21%), rounded LEDs (6%), and other types (2%) (<xref ref-type="bibr" rid="B40">Paucek et&#xa0;al., 2020</xref>). Regardless of fixture type, the LED luminaire/lighting width is either the same as or beyond bench width (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). The longer width of LED lighting structures that are common in current VF settings ensures light uniformity to bench edges and avoids gradients of crop growth, which otherwise would be drawbacks for automated harvest and marketability. Photon loss from cropping edges is inevitable as installing fewer tubes across benches is not the solution to the light-uniformity issue. In that setting, if saving energy is desired, CCL is the more effective strategy as the chance of photons escaping from growth compartments can be reduced.</p>
<p>In general, wider benches are not a grower&#x2019;s desired solution as traditional lateral air flow and CO<sub>2</sub> enrichment occur less efficiently at the center of benches.</p>
<p>As a supplement to CCL, deploying reflective curtains around growth compartments further improved efficiency of light utilization. Even at the closest CCL separation distances, some photons still escape the growth area and are wasted. Our findings suggest that the outcome of this approach is highly dependent upon light intensity, since reflective curtains were more effective for yield-enhancement scenario. Effectiveness of curtains was evaluated at the second-most efficient CCL separation distance of 25&#xa0;cm to promote adequate air circulation. However, at higher separation distances, the chance of photon incidence on crop surfaces is higher with curtains, which might result in a different outcome.</p>
<p>Although a combination of CCL and reflective curtains should lead to the most robust energy-efficient production system, CCL will cause overhead space limitation for horizontal air movement across benches. Traditional air movement and thermal control, both of which are essential in a VF setting, will be disrupted, especially if curtains also enclose growth compartments. A considerable water-vapor boundary layer can accumulate above crop stands in stagnant air as a result of crop transpiration. Such humidity must be removed to enhance nutrient absorption and allow evaporative cooling. CO<sub>2</sub> refreshment allowing continued photosynthesis is another factor requiring adequate air turnover above crop surfaces.</p>
<p>Although we did not encounter air-movement issues in a small-scale experimental growth-chamber setting, innovative engineering solutions will be needed to negate possible negative effects of combined CCL and reflective curtain installment in future vertical-farm lighting configurations. For this CCL proof-of-concept study, we did not develop a specific LED lighting system, but leveraged the use of height-adjustable LED lighting systems that were available in our laboratory. The height-adjustable property and reasonable uniformity of intensity and spectra enabled us to demonstrate proof of concept for two CCL strategies. We did not investigate the optimal spectral composition for indoor lettuce production; instead, a general lighting recipe mimicking white light was used.</p>
<p>The lawn-of-baby-greens production system developed for this study resulted in higher EUE as the planting distance between small seedlings was minimized and foliar-canopy closure occurred within a 15-day cropping cycle. Tip burn or other physiological disorders that might result from restricted air movement are non-issues for baby-stage lettuce. When CCL is tested for more mature stages of leafy greens, appropriate air movement will be become more essential and the need for engineering solutions necessary.</p>
<p>The EUE and yield-enhancement findings of this CCL proof-of-concept study can be of near-term benefit to indoor production of leafy greens. In addition to the need for re-design of light fixtures for appropriate light-engine mounting patterns and densities on the underside of LED light fixtures, manufacturers of vertical mounting racks need to re-design structural supports to address airflow constraints imposed by CCL. Current standard separation distances between the underside of light fixtures and the top of crops (40 &#x2013; 50&#xa0;cm) is adequate to support unconstrained horizontal movement of fresh air across benches needed for thermal and humidity control, as well as CO<sub>2</sub> refreshment needed for rapidly photosynthesizing crop biomass. However, close separation distances (15 &#x2013; 25&#xa0;cm) may constrain horizontal air movement across benches, requiring innovative re-design involving controlled-velocity vertical air movement around lamps and through tray-support infrastructure (<xref ref-type="bibr" rid="B54">Zhang and Kacira, 2022</xref>). In fact, vertical air movement has been found to raise vapor-pressure deficit (reduce humidity) and prevent tip-burn disorder in lettuce (<xref ref-type="bibr" rid="B8">Ertle, 2023</xref>), allowing multiple advantages of implementing CCL. The authors encourage consideration of adjustable-height light supports above stationary crop supports at each tier within vertical cropping areas for flexibility of access and to accommodate different CCL needs of different crops or at different stages of crop production. Such advancements will help improve crop productivity and EUE, reduce OPEX for lighting, and improve profitability potential of the indoor-agriculture vertical-farming industry.</p>
</sec>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>FS: first author, major contribution. MB and RM: middle authors provided supporting services, LED hardware and interpretation of results. CM: last authorship, lab director. All authors contributed to the article and approved thesubmitted version.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>This project was supported by the Specialty Crops Research Initiative (grant no. 2019-51181-30017) from the USDA National Institute of Food and Agriculture.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors acknowledge ORBITEC/Sierra Space Corporation for providing the height-adjustable LED lighting systems. We thank Rijk Zwaan for seed donation. Thanks also to Dr. Ying Li for her assistance in creating digital illustrations. The authors also thank Erik Whitehead, Nathan Deppe, and Mike Harris for their technical support in growth chamber facility maintenance and operation.</p>
</ack>
<sec id="s8" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>Authors MB and RM were employed by the company Sierra Space.</p>
<p>The remaining authors declare that the research 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="s9" 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>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Alim</surname> <given-names>M. A.</given-names>
</name>
<name>
<surname>Abdullah</surname> <given-names>M. Z.</given-names>
</name>
<name>
<surname>Aziz</surname> <given-names>M. A.</given-names>
</name>
<name>
<surname>Kamarudin</surname> <given-names>R.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Die attachment, wire bonding, and encapsulation process in LED packaging: A review</article-title>. <source>Sensors Actuators A: Phys.</source> <volume>329</volume>, <fpage>112817</fpage>.</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Balasus</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Blank</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Babilon</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Hegemann</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Khanh</surname> <given-names>T. Q.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Energy efficient lighting in plant factories: addressing utilance</article-title>. <source>Agronomy</source> <volume>11</volume> (<issue>12</issue>), <fpage>2570</fpage>. doi: <pub-id pub-id-type="doi">10.3390/agronomy11122570</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Benke</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Tomkins</surname> <given-names>B.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Future food-production systems: Vertical farming and controlled-environment agriculture</article-title>. <source>Sustainability: Science Pract. Policy</source> <volume>13</volume> (<issue>1</issue>), <fpage>13</fpage>&#x2013;<lpage>26</lpage>.</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bourget</surname> <given-names>C. M.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>An introduction to light-emitting diodes</article-title>. <source>Hortscience</source> <volume>43</volume> (<issue>7</issue>), <fpage>1944</fpage>&#x2013;<lpage>1946</lpage>. doi: <pub-id pub-id-type="doi">10.21273/HORTSCI.43.7.1944</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cocetta</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Casciani</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Bulgari</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Musante</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Ko\lton</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Rossi</surname> <given-names>M.</given-names>
</name>
<etal/>
</person-group>. (<year>2017</year>). <article-title>Light use efficiency for vegetables production in protected and indoor environments</article-title>. <source>Eur. Phys. J. Plus</source> <volume>132</volume> (<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>15</lpage>. doi: <pub-id pub-id-type="doi">10.1140/epjp/i2017-11298-x</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Davis</surname> <given-names>P. A.</given-names>
</name>
<name>
<surname>Burns</surname> <given-names>C.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Photobiology in protected horticulture</article-title>. <source>Food Energy Secur.</source> <volume>5</volume> (<issue>4</issue>), <fpage>223</fpage>&#x2013;<lpage>238</lpage>. doi: <pub-id pub-id-type="doi">10.1002/fes3.97</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Elkins</surname> <given-names>C.</given-names>
</name>
<name>
<surname>van Iersel</surname> <given-names>M. W.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Supplemental far-red light-emitting diode light increases growth of foxglove seedlings under sole-source lighting</article-title>. <source>HortTechnology</source> <volume>30</volume> (<issue>5</issue>), <fpage>564</fpage>&#x2013;<lpage>569</lpage>. doi: <pub-id pub-id-type="doi">10.21273/HORTTECH04661-20</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Ertle</surname> <given-names>J. M.</given-names>
</name>
</person-group> (<year>2023</year>). <source>Tipburn mangment through controlled environment for vertical farm lettuce production</source>. (Unpublished doctoral dissertation). <publisher-name>The Ohio State University</publisher-name>.</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Frantz</surname> <given-names>J. M.</given-names>
</name>
<name>
<surname>Chun</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Joly</surname> <given-names>R. J.</given-names>
</name>
<name>
<surname>Mitchell</surname> <given-names>C. A.</given-names>
</name>
</person-group> (<year>1998</year>). <article-title>Intracanopy lighting of cowpea canopies in controlled environments</article-title>. <source>Life Support Biosphere Sci.</source> <volume>5</volume> (<issue>2</issue>), <fpage>183</fpage>&#x2013;<lpage>189</lpage>.</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Frantz</surname> <given-names>J. M.</given-names>
</name>
<name>
<surname>Joly</surname> <given-names>R. J.</given-names>
</name>
<name>
<surname>Mitchell</surname> <given-names>C. A.</given-names>
</name>
</person-group> (<year>2000</year>). <article-title>Intracanopy lighting influences radiation capture, productivity, and leaf senescence in cowpea canopies</article-title>. <source>J. Am. Soc. Hortic. Sci.</source> <volume>125</volume> (<issue>6</issue>), <fpage>694</fpage>&#x2013;<lpage>701</lpage>. doi: <pub-id pub-id-type="doi">10.21273/JASHS.125.6.694</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Frantz</surname> <given-names>J. M.</given-names>
</name>
<name>
<surname>Mitchell</surname> <given-names>C. A.</given-names>
</name>
</person-group> (<year>1997</year>). <article-title>Optimization of intracanopy lighting for hydroponically grown cowpea in controlled environments</article-title>. <source>HortScience</source> <volume>32</volume> (<issue>3</issue>), <fpage>542D</fpage>&#x2013;<lpage>5 542</lpage>. doi: <pub-id pub-id-type="doi">10.21273/HORTSCI.32.3.542D</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="web">
<person-group person-group-type="author">
<collab>Global CEA Census and Report</collab>
</person-group> (<year>2019</year>). <source>Autogrow and Agriculture. 2019 Global CEA Census Report</source>. Available at: <uri xlink:href="https://www.agritecture.com/census">https://www.agritecture.com/census</uri>.</citation>
</ref>
<ref id="B13">
<citation citation-type="book">
<person-group person-group-type="author">
<collab>Global CEA Census and Report</collab>
</person-group> (<year>2021</year>). <source>WayBeyond and Agriculture. 2021 Global CEA Census Report</source>. Available at: <uri xlink:href="https://www.agritecture.com/census">https://www.agritecture.com/census</uri>.</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>G&#xf3;mez</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Mitchell</surname> <given-names>C. A.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Physiological and productivity responses of high-wire tomato as affected by supplemental light source and distribution within the canopy</article-title>. <source>J. Am. Soc. Hortic. Sci.</source> <volume>141</volume> (<issue>2</issue>), <fpage>196</fpage>&#x2013;<lpage>208</lpage>. doi: <pub-id pub-id-type="doi">10.21273/JASHS.141.2.196</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gomez</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Morrow</surname> <given-names>R. C.</given-names>
</name>
<name>
<surname>Bourget</surname> <given-names>C. M.</given-names>
</name>
<name>
<surname>Massa</surname> <given-names>G. D.</given-names>
</name>
<name>
<surname>Mitchell</surname> <given-names>C. A.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Comparison of intracanopy light-emitting diode towers and overhead high-pressure sodium lamps for supplemental lighting of greenhouse-grown tomatoes</article-title>. <source>HortTechnology</source> <volume>23</volume> (<issue>1</issue>), <fpage>93</fpage>&#x2013;<lpage>98</lpage>. doi: <pub-id pub-id-type="doi">10.21273/HORTTECH.23.1.93</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="web">
<person-group person-group-type="author">
<collab>Grand View Research</collab>
</person-group> (<year>2020</year>). <source>Vertical Faring Produce Market: Analysis and Forecasts from 2020 to 2027</source>. Available at: <uri xlink:href="https://www.grandviewresearch.com/industry-analysis/vertical-farming-produce-market">https://www.grandviewresearch.com/industry-analysis/vertical-farming-produce-market</uri>.</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jiang</surname> <given-names>J.</given-names>
</name>
<name>
<surname>To</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>W. B.</given-names>
</name>
<name>
<surname>Cheung</surname> <given-names>B.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Optical design of a freeform TIR lens for LED streetlight</article-title>. <source>Optik</source> <volume>121</volume> (<issue>19</issue>), <fpage>1761</fpage>&#x2013;<lpage>1765</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ijleo.2009.04.009</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kong</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Nemali</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Mitchell</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Nemali</surname> <given-names>K.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Spectral quality of light can affect energy consumption and energy-use efficiency of electrical lighting in indoor lettuce farming</article-title>. <source>HortScience</source> <volume>54</volume> (<issue>5</issue>), <fpage>865</fpage>&#x2013;<lpage>872</lpage>. doi: <pub-id pub-id-type="doi">10.21273/HORTSCI13834-18</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kozai</surname> <given-names>T.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Resource use efficiency of closed plant production system with artificial light: Concept, estimation and application to plant factory</article-title>. <source>Proc. Japan Academy Ser. B</source> <volume>89</volume> (<issue>10</issue>), <fpage>447</fpage>&#x2013;<lpage>461</lpage>. doi: <pub-id pub-id-type="doi">10.2183/pjab.89.447</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Kozai</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Niu</surname> <given-names>G.</given-names>
</name>
</person-group> (<year>2020</year>). &#x201c;<article-title>Role of the plant factory with artificial lighting (PFAL) in urban areas</article-title>,&#x201d; in <source>Plant factory an indoor vertical farming system for efficient quality food production</source>. Eds.<person-group person-group-type="editor">
<name>
<surname>Kozai</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Niu</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Takagaki</surname> <given-names>M.</given-names>
</name>
</person-group> (<publisher-name>Elsevier</publisher-name>), <fpage>7</fpage>&#x2013;<lpage>34</lpage>. doi: <pub-id pub-id-type="doi">10.1016/B978-0-12-816691-8.00002-9</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Kubota</surname> <given-names>C.</given-names>
</name>
</person-group> (<year>2020</year>). &#x201c;<article-title>Growth, development, transpiration, and translocation as affected by abiotic environmental factors</article-title>,&#x201d; in <source>Plant factory an indoor vertical farming system for efficient quality food production</source>. Eds. <person-group person-group-type="editor">
<name>
<surname>Kozai</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Niu</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Takagaki</surname> <given-names>M.</given-names>
</name>
</person-group> (<publisher-name>Elsevier</publisher-name>), <fpage>207</fpage>&#x2013;<lpage>220</lpage>. doi: <pub-id pub-id-type="doi">10.1016/B978-0-12-801775-3.00010-X</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kuo</surname> <given-names>C.-H.</given-names>
</name>
<name>
<surname>Wu</surname> <given-names>W.-H.</given-names>
</name>
<name>
<surname>Hsiao</surname> <given-names>W.-T.</given-names>
</name>
<name>
<surname>Huang</surname> <given-names>K.-C.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>The multi-shadow analysis of LED secondary optics</article-title>. <source>Phys. Proc.</source> <volume>19</volume>, <fpage>233</fpage>&#x2013;<lpage>238</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.phpro.2011.06.154</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kusuma</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Pattison</surname> <given-names>P. M.</given-names>
</name>
<name>
<surname>Bugbee</surname> <given-names>B.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>From physics to fixtures to food: Current and potential LED efficacy</article-title>. <source>Horticulture Res.</source> <volume>7</volume>, <fpage>1</fpage>&#x2013;<lpage>9</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41438-020-0283-7</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Laubsch</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Sabathil</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Bergbauer</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Strassburg</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Lugauer</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Peter</surname> <given-names>M.</given-names>
</name>
<etal/>
</person-group>. (<year>2009</year>). <article-title>On the origin of IQE-&#x2019;droop&#x2019; in inGaN LEDs</article-title>. <source>Physica Status Solidi c</source> <volume>6</volume> (<issue>S2</issue>), <fpage>S913</fpage>&#x2013;<lpage>S916</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/pssc.200880950</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lee</surname> <given-names>H. J.</given-names>
</name>
<name>
<surname>Moon</surname> <given-names>Y. H.</given-names>
</name>
<name>
<surname>An</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Sim</surname> <given-names>H. S.</given-names>
</name>
<name>
<surname>Woo</surname> <given-names>U. J.</given-names>
</name>
<name>
<surname>Hwang</surname> <given-names>H.</given-names>
</name>
<etal/>
</person-group>. (<year>2023</year>). <article-title>Determination of LEDs arrangement in a plant factory using a 3D ray-tracing simulation and evaluation on growth of Cucurbitaceae seedlings</article-title>. <source>Horticulture Environment Biotechnol.</source>, <fpage>1</fpage>&#x2013;<lpage>10</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s13580-023-00523-0</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="book">
<person-group person-group-type="author">
<collab>LUMILEDS</collab>
</person-group> (<year>2023</year>). <source>DS68 lumileds LUXEON rebel color line product datasheet</source>. Available at: <uri xlink:href="https://lumileds.com/wp-content/uploads/files/DS068-luxeon-rebel-color-line-datasheet.pdf">https://lumileds.com/wp-content/uploads/files/DS068-luxeon-rebel-color-line-datasheet.pdf</uri>.</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Massa</surname> <given-names>G. D.</given-names>
</name>
<name>
<surname>Emmerich</surname> <given-names>J. C.</given-names>
</name>
<name>
<surname>Morrow</surname> <given-names>R. C.</given-names>
</name>
<name>
<surname>Bourget</surname> <given-names>C. M.</given-names>
</name>
<name>
<surname>Mitchell</surname> <given-names>C. A.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Plant-growth lighting for space life support: A review</article-title>. <source>Gravitational Space Res.</source> <volume>19</volume> (<issue>2</issue>), <fpage>19</fpage>&#x2013;<lpage>30</lpage>.</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Massa</surname> <given-names>G. D.</given-names>
</name>
<name>
<surname>Kim</surname> <given-names>H.-H.</given-names>
</name>
<name>
<surname>Wheeler</surname> <given-names>R. M.</given-names>
</name>
<name>
<surname>Mitchell</surname> <given-names>C. A.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>Plant productivity in response to LED lighting</article-title>. <source>HortScience</source> <volume>43</volume> (<issue>7</issue>), <fpage>1951</fpage>&#x2013;<lpage>1956</lpage>. doi: <pub-id pub-id-type="doi">10.21273/HORTSCI.43.7.1951</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Meyaard</surname> <given-names>D. S.</given-names>
</name>
<name>
<surname>Shan</surname> <given-names>Q.</given-names>
</name>
<name>
<surname>Cho</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Fred Schubert</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Han</surname> <given-names>S.-H.</given-names>
</name>
<name>
<surname>Kim</surname> <given-names>M.-H.</given-names>
</name>
<etal/>
</person-group>. (<year>2012</year>). <article-title>Temperature dependent efficiency droop in GaInN light-emitting diodes with different current densities</article-title>. <source>Appl. Phys. Lett.</source> <volume>100</volume> (<issue>8</issue>), <fpage>081106</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1063/1.3688041</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mitchell</surname> <given-names>C. A.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Academic research perspective of LEDs for the horticulture industry</article-title>. <source>HortScience</source> <volume>50</volume> (<issue>9</issue>), <fpage>1293</fpage>&#x2013;<lpage>1296</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.21273/HORTSCI.50.9.1293</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Mitchell</surname> <given-names>C. A.</given-names>
</name>
<name>
<surname>Sheibani</surname> <given-names>F.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>"LED advancements for plant-factory artificial lighting," in</article-title> in <source>Plant factory an indoor vertical farming system for efficient quality food production</source>. Eds. <person-group person-group-type="editor">
<name>
<surname>Kozai</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Niu</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Takagaki</surname> <given-names>M.</given-names>
</name>
</person-group> (<publisher-name>Elsevier</publisher-name>), <fpage>167</fpage>&#x2013;<lpage>184</lpage>. doi: <pub-id pub-id-type="doi">10.1016/B978-0-12-816691-8.00010-8</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Moreno</surname> <given-names>I.</given-names>
</name>
<name>
<surname>Mu&#xf1;oz</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Ivanov</surname> <given-names>R.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>Uniform illumination of distant targets using a spherical light-emitting diode array</article-title>. <source>Optical Eng.</source> <volume>46</volume> (<issue>3</issue>), <fpage>033001</fpage>.</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Moreno</surname> <given-names>I.</given-names>
</name>
<name>
<surname>Tzonchev</surname> <given-names>R. I.</given-names>
</name>
</person-group> (<year>2004</year>). <article-title>Effects on illumination uniformity due to dilution on arrays of LEDs</article-title>. <source>Nonimaging Optics Efficient Illumination Syst.</source> <volume>5529</volume>, <fpage>268</fpage>&#x2013;<lpage>275</lpage>. doi: <pub-id pub-id-type="doi">10.1117/12.560126</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nelson</surname> <given-names>J. A.</given-names>
</name>
<name>
<surname>Bugbee</surname> <given-names>B.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Economic analysis of greenhouse lighting: Light emitting diodes vs. high intensity discharge fixtures</article-title>. <source>PloS One</source> <volume>9</volume> (<issue>6</issue>), <elocation-id>e99010</elocation-id>.</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nian</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Pei</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>X.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Review of optical designs for light-emitting diode packaging</article-title>. <source>IEEE Trans. Components Packaging Manufacturing Technol.</source> <volume>9</volume> (<issue>4</issue>), <fpage>642</fpage>&#x2013;<lpage>648</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1109/TCPMT.2019.2895729</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="confproc">
<person-group person-group-type="author">
<name>
<surname>Nicole</surname> <given-names>C. C.</given-names>
</name>
<name>
<surname>Charalambous</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Martinakos</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Voort</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Verhoog</surname> <given-names>M. D</given-names>
</name>
<etal/>
</person-group>. (<year>2016</year>). &#x201c;<article-title>Lettuce growth and quality optimization in a plant factory</article-title>,&#x201d; in <conf-name>VIII International Symposium on Light in Horticulture</conf-name> Eds. <person-group person-group-type="editor">
<name>
<surname>Curry</surname> <given-names>C. J.</given-names>
</name>
<name>
<surname>Lopez</surname> <given-names>R. G.</given-names>
</name>
<name>
<surname>Runkle</surname> <given-names>E. S.</given-names>
</name>
</person-group>, <conf-loc>East Lancing, Michigan, USA</conf-loc>. Vol. <volume>1134</volume>. <fpage>231</fpage>&#x2013;<lpage>238</lpage>.</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Oh</surname> <given-names>C.-H.</given-names>
</name>
<name>
<surname>Shim</surname> <given-names>J.-I.</given-names>
</name>
<name>
<surname>Shin</surname> <given-names>D.-S.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Current- and temperature-dependent efficiency droops in InGaN-based blue and AlGaInP-based red light-emitting diodes</article-title>. <source>Japanese J. Appl. Phys.</source> <volume>58</volume> (<issue>SC</issue>), <fpage>SCCC08</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.7567/1347-4065/ab09db</pub-id>
</citation>
</ref>
<ref id="B38">
<citation citation-type="book">
<person-group person-group-type="author">
<collab>OSRAM</collab>
</person-group> (<year>2021</year>). <source>OSLON Square GH CSSRM4.24 product datasheet Osram Opto Semi-conductor GmbH</source>. Available at: <uri xlink:href="https://look.ams-osram.com/m/27f88b6311e677f7/original/GH-CSSRM4-24.pdf">https://look.ams-osram.com/m/27f88b6311e677f7/original/GH-CSSRM4-24.pdf</uri>. </citation>
</ref>
<ref id="B39">
<citation citation-type="confproc">
<person-group person-group-type="author">
<name>
<surname>Pattison</surname> <given-names>P. M.</given-names>
</name>
<name>
<surname>Tsao</surname> <given-names>J. Y.</given-names>
</name>
<name>
<surname>Krames</surname> <given-names>M. R.</given-names>
</name>
</person-group> (<year>2016</year>). &#x201c;<article-title>Light-emitting diode technology status and directions: Opportunities for horticultural lighting</article-title>,&#x201d; in <conf-name>VIII International Symposium on Light in Horticulture.</conf-name> Eds. <person-group person-group-type="editor">
<name>
<surname>Curry</surname> <given-names>C. J.</given-names>
</name>
<name>
<surname>Lopez</surname> <given-names>R. G.</given-names>
</name>
<name>
<surname>Runkle</surname> <given-names>E. S.</given-names>
</name>
</person-group> Eds. (<conf-loc>East Lancing, Michigan, USA</conf-loc>). <volume>1134</volume>, <fpage>413</fpage>&#x2013;<lpage>426</lpage>.</citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Paucek</surname> <given-names>I.</given-names>
</name>
<name>
<surname>Appolloni</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Pennisi</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Quaini</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Gianquinto</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Orsini</surname> <given-names>F.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>LED lighting systems for horticulture: Business growth and global distribution</article-title>. <source>Sustainability</source> <volume>12</volume> (<issue>18</issue>), <fpage>7516</fpage>. doi: <pub-id pub-id-type="doi">10.3390/su12187516</pub-id>
</citation>
</ref>
<ref id="B41">
<citation citation-type="other">
<person-group person-group-type="author">
<collab>Personal communication, Elio Jin-Ha Kim, PhD, Samsung Corporation</collab>
</person-group> (<year>2022</year>).</citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Piprek</surname> <given-names>J.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Efficiency droop in nitride-based light-emitting diodes</article-title>. <source>Physica Status Solidi (a)</source> <volume>207</volume> (<issue>10</issue>), <fpage>2217</fpage>&#x2013;<lpage>2225</lpage>. doi: <pub-id pub-id-type="doi">10.1002/pssa.201026149</pub-id>
</citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Poulet</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Massa</surname> <given-names>G. D.</given-names>
</name>
<name>
<surname>Morrow</surname> <given-names>R. C.</given-names>
</name>
<name>
<surname>Bourget</surname> <given-names>C. M.</given-names>
</name>
<name>
<surname>Wheeler</surname> <given-names>R. M.</given-names>
</name>
<name>
<surname>Mitchell</surname> <given-names>C. A.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Significant reduction in energy for plant-growth lighting in space using targeted LED lighting and spectral manipulation</article-title>. <source>Life Sci. Space Res.</source> <volume>2</volume>, <fpage>43</fpage>&#x2013;<lpage>53</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.lssr.2014.06.002</pub-id>
</citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Qiu</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Bayabil</surname> <given-names>H. K.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>Y.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Indoor vertical farming systems for food security and resource sustainability: FOR360/FR429, 04/2020</article-title>. <source>EDIS</source> <volume>2020</volume> (<issue>2</issue>), <fpage>5</fpage>&#x2013;<lpage>5</lpage>.</citation>
</ref>
<ref id="B45">
<citation citation-type="book">
<person-group person-group-type="author">
<collab>R Core Team</collab>
</person-group> (<year>2020</year>). <source>R: A language and environment for statistical computing</source> (<publisher-loc>Vienna, Austria</publisher-loc>: <publisher-name>R Foundation for Statistical Computing</publisher-name>).</citation>
</ref>
<ref id="B46">
<citation citation-type="book">
<person-group person-group-type="author">
<collab>Samsung</collab>
</person-group> (<year>2021</year>). <source>Samsung LED Indoor Farm Lighting Solutions, Plant-centric spectrum to enhance growth and boost energy-efficiency</source>. Available at: <uri xlink:href="https://image.led.samsung.com/content/samsung/p6/led/lighting/applications/horticulture-lighting/indoor/PC_2021H2_IndoorFarm_Lighting_EN_v1018.pdf">https://image.led.samsung.com/content/samsung/p6/led/lighting/applications/horticulture-lighting/indoor/PC_2021H2_IndoorFarm_Lighting_EN_v1018.pdf</uri>.</citation>
</ref>
<ref id="B47">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Silva</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Monteiro</surname> <given-names>C. S.</given-names>
</name>
<name>
<surname>Silva</surname> <given-names>S. O.</given-names>
</name>
<name>
<surname>Fraz&#xe3;o</surname> <given-names>O.</given-names>
</name>
<name>
<surname>Pinto</surname> <given-names>J. V.</given-names>
</name>
<name>
<surname>Raposo</surname> <given-names>M.</given-names>
</name>
<etal/>
</person-group>. (<year>2022</year>). <article-title>Sputtering deposition of tiO2 thin film coatings for fiber optic sensors</article-title>. <source>Photonics</source> <volume>9</volume> (<issue>5</issue>), <fpage>342</fpage>. doi: <pub-id pub-id-type="doi">10.3390/photonics9050342</pub-id>
</citation>
</ref>
<ref id="B48">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Singh</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Basu</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Meinhardt-Wollweber</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Roth</surname> <given-names>B.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>LEDs for energy efficient greenhouse lighting</article-title>. <source>Renewable Sustain. Energy Rev.</source> <volume>49</volume>, <fpage>139</fpage>&#x2013;<lpage>147</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.rser.2015.04.117</pub-id>
</citation>
</ref>
<ref id="B49">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Stutte</surname> <given-names>G. W.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Light-emitting diodes for manipulating the phytochrome apparatus</article-title>. <source>HortScience</source> <volume>44</volume> (<issue>2</issue>), <fpage>231</fpage>&#x2013;<lpage>234</lpage>. doi: <pub-id pub-id-type="doi">10.21273/HORTSCI.44.2.231</pub-id>
</citation>
</ref>
<ref id="B50">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Sun</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>T.</given-names>
</name>
</person-group> (<year>2022</year>). <source>Optical design for LED solid-state lighting: A guide</source> (<publisher-loc>Bristol, UK</publisher-loc>: <publisher-name>IOP Publishing</publisher-name>). doi:&#xa0;<pub-id pub-id-type="doi">10.1088/978-0-7503-2368-0</pub-id>
</citation>
</ref>
<ref id="B51">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tsao</surname> <given-names>J. Y.</given-names>
</name>
<name>
<surname>Han</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Haitz</surname> <given-names>R. H.</given-names>
</name>
<name>
<surname>Pattison</surname> <given-names>P. M.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>The Blue LED Nobel Prize: Historical context, current scientific understanding, human benefit</article-title>. <source>Annalen Der Physik (Leipzig)</source> <volume>527</volume> (<issue>SAND-2015-4440J</issue>). doi: <pub-id pub-id-type="doi">10.1002/andp.201570058</pub-id>
</citation>
</ref>
<ref id="B52">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>G.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Design of collimating optical system for high power array LED</article-title>. <source>AOPC 2019: Optoelectronic Devices Integration; Terahertz Technol. Appl.</source> <volume>11334</volume>, <fpage>271</fpage>&#x2013;<lpage>275</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1117/12.2547744</pub-id>
</citation>
</ref>
<ref id="B53">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Bergmans</surname> <given-names>J. W.</given-names>
</name>
<name>
<surname>Schenk</surname> <given-names>T. C.</given-names>
</name>
<name>
<surname>Linnartz</surname> <given-names>J.-P. M.</given-names>
</name>
<name>
<surname>Rietman</surname> <given-names>R.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>Uniform illumination rendering using an array of LEDs: A signal processing perspective</article-title>. <source>IEEE Trans. Signal Process.</source> <volume>57</volume> (<issue>3</issue>), <fpage>1044</fpage>&#x2013;<lpage>1057</lpage>.</citation>
</ref>
<ref id="B54">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Kacira</surname> <given-names>M.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Analysis of climate uniformity in indoor plant factory system with computational fluid dynamics (CFD)</article-title>. <source>Biosyst. Eng.</source> <volume>220</volume>, <fpage>73</fpage>&#x2013;<lpage>86</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.biosystemseng.2022.05.009</pub-id>
</citation>
</ref>
<ref id="B55">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhenrong</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Xiang</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>L.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Freeform surface lens for LED uniform illumination</article-title>. <source>Appl. Optics</source> <volume>48</volume> (<issue>35</issue>), <fpage>6627</fpage>&#x2013;<lpage>6634</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1364/AO.48.006627</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>