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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Water</journal-id>
<journal-title>Frontiers in Water</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Water</abbrev-journal-title>
<issn pub-type="epub">2624-9375</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/frwa.2025.1650870</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Water</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Mapping the research landscape: energy storage of bio-nanoparticle-enhanced phase change materials for solar desalination&#x2014;a scientometric framework</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Sathwika</surname>
<given-names>Balusu</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Kavitha</surname>
<given-names>A.</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2755295/overview"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Alasiri</surname>
<given-names>Abdulaziz</given-names>
</name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/3107756/overview"/>
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<contrib contrib-type="author">
<name>
<surname>Sivakumar</surname>
<given-names>Soubraylu</given-names>
</name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2583360/overview"/>
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<contrib contrib-type="author">
<name>
<surname>Jathar</surname>
<given-names>Laxmikant</given-names>
</name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2561196/overview"/>
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<contrib contrib-type="author">
<name>
<surname>Rao</surname>
<given-names>M. C.</given-names>
</name>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Koteswara Rao</surname>
<given-names>K.</given-names>
</name>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Nagaraj</surname>
<given-names>J.</given-names>
</name>
<xref ref-type="aff" rid="aff8"><sup>8</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Selvaraju</surname>
<given-names>P.</given-names>
</name>
<xref ref-type="aff" rid="aff9"><sup>9</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Omara</surname>
<given-names>Zakaria</given-names>
</name>
<xref ref-type="aff" rid="aff10"><sup>10</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1927995/overview"/>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Shanmugan</surname>
<given-names>S.</given-names>
</name>
<xref ref-type="aff" rid="aff11"><sup>11</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>Department of Integrated Research and Discovery-Artificial Intelligence and Data Science (IRD-AIDS), Koneru Lakshmaiah Education Foundation</institution>, <addr-line>Vijayawada</addr-line>, <country>India</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Chemistry, Chennai Institute of Technology</institution>, <addr-line>Chennai</addr-line>, <country>India</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Mechanical Engineering, College of Engineering, Imam Mohammad Ibn Saud Islamic University (IMSIU)</institution>, <addr-line>Riyadh</addr-line>, <country>Saudi Arabia</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Computing Technologies, SRM Institute of Science and Technology</institution>, <addr-line>Chennai</addr-line>, <country>India</country></aff>
<aff id="aff5"><sup>5</sup><institution>Department of Mechanical Engineering, Army Institute of Technology</institution>, <addr-line>Pune</addr-line>, <country>India</country></aff>
<aff id="aff6"><sup>6</sup><institution>Department of Physics, Andhra Loyola College</institution>, <addr-line>Vijayawada</addr-line>, <country>India</country></aff>
<aff id="aff7"><sup>7</sup><institution>Department of Physics (S&#x0026;H), Swarnandhra College of Engineering &#x0026; Technology (A)</institution>, <addr-line>Narasapur</addr-line>, <country>India</country></aff>
<aff id="aff8"><sup>8</sup><institution>Department of Artificial Intelligence and Machine Learning, Panimalar Engineering College</institution>, <addr-line>Chennai</addr-line>, <country>India</country></aff>
<aff id="aff9"><sup>9</sup><institution>Department of Computer Science and Engineering, Saveetha School of Engineering, SIMATS</institution>, <addr-line>Chennai</addr-line>, <country>India</country></aff>
<aff id="aff10"><sup>10</sup><institution>Mechanical Power Engineering, Faculty of Engineering, Kafrelsheikh University</institution>, <addr-line>Kafr El-Shaikh</addr-line>, <country>Egypt</country></aff>
<aff id="aff11"><sup>11</sup><institution>Research Centre for Solar Energy, Department of Integrated Research and Discovery-Physics, Koneru Lakshmaiah Education Foundation</institution>, <addr-line>Vijayawada</addr-line>, <country>India</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/633032/overview">Muhammad Farooq</ext-link>, Prince Mohammad Bin Fahd University, Saudi Arabia</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2703287/overview">Imran Zahid</ext-link>, Government College University, Pakistan</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3151877/overview">Santosh Kumar Gupta</ext-link>, Department of Technical Education, India</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: S. Shanmugan, <email>s.shanmugam1982@gmail.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>23</day>
<month>09</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>7</volume>
<elocation-id>1650870</elocation-id>
<history>
<date date-type="received">
<day>20</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>08</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Sathwika, Kavitha, Alasiri, Sivakumar, Jathar, Rao, Koteswara Rao, Nagaraj, Selvaraju, Omara and Shanmugan.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Sathwika, Kavitha, Alasiri, Sivakumar, Jathar, Rao, Koteswara Rao, Nagaraj, Selvaraju, Omara and Shanmugan</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>Solar desalination is an economical and eco-friendly approach to producing potable water, particularly in remote areas. Nevertheless, the limited efficiency of traditional solar panels restricts their ability to fulfill the growing demand for clean water. This study focuses on improving the performance of single-basin solar stills (SBS) by incorporating paraffin wax as a phase change material (PCM) with copper nanoparticles (Cu NPs) and agro-based materials in a stepped design. A scientometric analysis framework was applied to map the research landscape, followed by an experimental evaluation in which SBS units were fabricated and tested under controlled solar exposure with varying combinations of PCM, Cu NPs, and concentrators. The research is tailored to accommodate diverse climatic and operational conditions. Results reveal that the combination of PCM and Cu NPs significantly enhances freshwater output compared to traditional setups. The modified SBS demonstrated a productivity improvement of 67.18% for single-effect and 125% for double-effect configurations. The use of PCM alone resulted in a 21.5% boost in productivity, while the SBS design excluding CuO-based nanofluids achieved approximately 32% higher freshwater generation by utilizing solar energy. Moreover, combining a concentrator with PCM led to an additional 26% increase in efficiency. These results highlight the potential of integrating PCM and nanoparticles as an effective strategy to optimize SBS performance for sustainable water desalination.</p>
</abstract>
<kwd-group>
<kwd>SBS</kwd>
<kwd>PCM</kwd>
<kwd>nanoparticles</kwd>
<kwd>nanofluid</kwd>
<kwd>thermal efficiency</kwd>
</kwd-group>
<counts>
<fig-count count="12"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="110"/>
<page-count count="19"/>
<word-count count="13136"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Water Resource Management</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<sec id="sec2">
<label>1.1</label>
<title>Importance of water and solar stills</title>
<p>Water is one of the most essential resources for sustaining life, supporting agriculture, enabling industrial processes, and ensuring overall human well-being. With only about 2.5% of the Earth&#x2019;s water being fresh, and much of it locked in glaciers or inaccessible aquifers, the availability of potable water is severely limited. Rapid population growth, urbanization, industrial expansion, and climate change are intensifying global water scarcity, making access to safe drinking water a critical challenge particularly in arid, remote, and coastal regions. According to the United Nations, by 2050 nearly 5 billion people could experience water stress, highlighting the urgent need for sustainable freshwater generation technologies.</p>
<p>Solar desalination offers a promising, eco-friendly, and cost-effective solution to address this challenge, particularly in areas with abundant solar irradiation but limited freshwater resources. Among various solar desalination techniques, the solar still stands out as a simple, low-maintenance device that uses solar energy to evaporate saline or brackish water and condense the vapor into fresh water. Despite its advantages, conventional solar stills are often constrained by low productivity due to limited heat storage capacity, heat loss, and inefficient solar energy utilization. These limitations have motivated researchers to explore advanced materials, innovative designs, and integrated thermal energy storage solutions to improve solar still performance.</p>
</sec>
<sec id="sec3">
<label>1.2</label>
<title>Focus on single-basin solar stills (SBS)</title>
<p>A single-basin solar still operates on passive solar distillation, where a shallow, black-coated basin absorbs solar irradiance to heat saline or contaminated water. Evaporation occurs, leaving impurities behind, while vapor condenses on the inclined transparent cover&#x2019;s cooler surface, typically glass. Gravity directs the condensate into collection channels. This design provides an energy-autonomous, low-maintenance, and cost-effective purification system, particularly advantageous for decentralized freshwater production in rural or resource-constrained environments. Contemporary solar stills incorporate diverse configurations, including single-effect, double-effect, and tubular systems, frequently augmented with evacuated tubes, extended fins, selective absorber coatings, and thermal insulation to enhance operational efficiency. However, a significant research gap persists concerning the mechanistic justification for integrating nanoparticle&#x2013;phase change material (Nano-PCM) composites rather than conventional PCMs. The present work addresses this limitation by investigating Nano-PCM interactions and their impact on stepped single-basin solar still (SBS) distillation performance. Solar desalination, which relies on solar-induced evaporation and condensation of saline water, is increasingly recognized as a sustainable strategy for freshwater generation in remote regions. With escalating global freshwater scarcity, such innovations are imperative to ensure accessible and safe potable water supplies.</p>
<p>The development of natural and sustainable desalination systems is essential to meet this challenge. Since the 1960s, the number of desalination plants has steadily increased, reaching 16,758 worldwide by 2023 (<xref ref-type="bibr" rid="ref45">Jones et al., 2019</xref>). Freshwater is vital for all life on Earth, and its demand continues to rise. <xref ref-type="bibr" rid="ref97">Shanmugan et al. (2013)</xref> designed a double-slope wick-type solar still and, through energy balance modeling, established that 0.05&#x202F;m insulation beneath tilted-wick regions optimized distillation efficiency, achieving 41.25% freshwater conversion performance. <xref ref-type="bibr" rid="ref94">Shanmugan and Krishnamoorthi (2013)</xref> demonstrated that incorporating a transparent honeycomb structure into a double-exposure solar still enhanced radiation absorption, resulting in a 30% higher daily distillate yield compared to conventional designs. <xref ref-type="bibr" rid="ref73">Panchal et al. (2020)</xref> compared finned and conventional solar stills using Suryjot pond water, reporting average yields of 2.375&#x202F;L (inclined fins), 2.322&#x202F;L (vertical fins), and 1.873&#x202F;L (CSS), with negligible differences between fin orientations. This study provides a detailed analysis of how solar desalination, enhanced with PCMs and nanoparticles, can significantly improve natural drinking water production, as illustrated in <xref ref-type="fig" rid="fig1">Figure 1a</xref>.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p><bold>(a)</bold> Human life is in danger due to a worldwide challenge posed by solar still manufacture of freshwater scarce. <bold>(b)</bold> From 2015 to February 2023, an analysis of solar still nanoparticles was conducted. <bold>(c)</bold> Classification of nanoparticles based on size analyzers and structural dimensions. <bold>(d)</bold> The classification of solar still (<xref ref-type="bibr" rid="ref109">Vaithilingam and Esakkimuthu, 2015</xref>). <bold>(e)</bold> From 2005 until February 2023, solar still used PCM analysis. <bold>(f)</bold> Fundamental analysis of PCM melting point and cost of storage materials. <bold>(g)</bold> SBS improvement in various materials.</p>
</caption>
<graphic xlink:href="frwa-07-1650870-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">A series of diagrams related to nanomaterials and solar distillation techniques. (a) Illustrates a process of converting seawater to drinking water using nanomaterials and an absorber plate under sunlight. (b) Shows a diagram about research paper collection focusing on solar distillation techniques and publication trends from 2015 to 2023. (c) Outlines types of nanoparticles and their size analysis methods. (d) Describes solar distillation classifications, including passive and active solar stills, and their subcategories. (e) Depicts the application of phase change materials in solar distillation. (f) Presents a graph comparing energy storage material cost against melting temperature for various compounds. (g) Displays a schematic of solar stills utilizing PCM, nanofluids, and heat-absorbing materials.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec4">
<label>1.3</label>
<title>Solar desalination involving nanotechnology</title>
<p>Over the last two decades, innovations in solar still design have enabled advanced material integration, particularly the utilization of nanoparticles for scientific, technological, and industrial applications. Carbon-based nanomaterials are increasingly investigated due to their exceptional attributes, including high specific surface area, low toxicity, superior thermal and electrical conductivity, mechanical robustness, and tunable structures (<xref ref-type="bibr" rid="ref21">Deng et al., 2016</xref>). Such properties make them highly suitable for applications in solar energy, electronics, information technology, and biomedical systems. Nanoscale engineering (<xref ref-type="bibr" rid="ref51">Khan et al., 2019</xref>) has facilitated optimization of material performance through controlled structural design. Carbon nanostructures, such as fullerenes, carbon nanofibers, diamonds, graphite, and carbon nanotubes, offer significant potential across multiple domains (<xref ref-type="bibr" rid="ref1">Abdullah et al., 2025</xref>; <xref ref-type="bibr" rid="ref71">Omara et al., 2024</xref>; <xref ref-type="bibr" rid="ref41">Gaur et al., 2021</xref>). As illustrated in <xref ref-type="fig" rid="fig1">Figure 1b</xref> and <xref ref-type="table" rid="tab1">Table 1</xref>, these nanomaterials have been systematically evaluated in solar desalination systems, with studies from 2015 to February 2023 demonstrating their role in enhancing energy efficiency and overall system performance.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Fundamental analysis of solar absorption materials of nanomaterials.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">S No</th>
<th align="center" valign="top">Elements name</th>
<th align="center" valign="top">Density kg/m<sup>3</sup></th>
<th align="center" valign="top">Specific heat J / (kg &#x00B0;C)</th>
<th align="center" valign="top">Atom number and crystal name</th>
<th align="center" valign="top">Absorb factor</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">1</td>
<td align="center" valign="top">Al</td>
<td align="center" valign="top">2.710</td>
<td align="center" valign="top">0.897</td>
<td align="center" valign="top">13-FCC</td>
<td align="center" valign="top">0.300</td>
</tr>
<tr>
<td align="left" valign="top">2</td>
<td align="center" valign="top">Cr</td>
<td align="center" valign="top">7.19</td>
<td align="center" valign="top">0.448</td>
<td align="center" valign="top">24-BCC</td>
<td align="center" valign="top">0.415</td>
</tr>
<tr>
<td align="left" valign="top">3</td>
<td align="center" valign="top">Cu</td>
<td align="center" valign="top">8.95</td>
<td align="center" valign="top">0.385</td>
<td align="center" valign="top">29-FCC</td>
<td align="center" valign="top">0.640</td>
</tr>
<tr>
<td align="left" valign="top">4</td>
<td align="center" valign="top">Au</td>
<td align="center" valign="top">19.32</td>
<td align="center" valign="top">0.030</td>
<td align="center" valign="top">79-FCC</td>
<td align="center" valign="top">0.190</td>
</tr>
<tr>
<td align="left" valign="top">5</td>
<td align="center" valign="top">Ni</td>
<td align="center" valign="top">8.9</td>
<td align="center" valign="top">0.444</td>
<td align="center" valign="top">29-FCC</td>
<td align="center" valign="top">0.150</td>
</tr>
<tr>
<td align="left" valign="top">6</td>
<td align="center" valign="top">Ge</td>
<td align="center" valign="top">5.323</td>
<td align="center" valign="top">0.320</td>
<td align="center" valign="top">32&#x2013;FCC</td>
<td align="center" valign="top">0.155</td>
</tr>
<tr>
<td align="left" valign="top">7</td>
<td align="center" valign="top">As</td>
<td align="center" valign="top">5.7</td>
<td align="center" valign="top">0.328</td>
<td align="center" valign="top">33-Rhombohedral</td>
<td align="center" valign="top">0.124</td>
</tr>
<tr>
<td align="left" valign="top">8</td>
<td align="center" valign="top">Se</td>
<td align="center" valign="top">4.28</td>
<td align="center" valign="top">0.32</td>
<td align="center" valign="top">34-trigonal</td>
<td align="center" valign="top">0.216</td>
</tr>
<tr>
<td align="left" valign="top">9</td>
<td align="center" valign="top">Mg</td>
<td align="center" valign="top">1.738</td>
<td align="center" valign="top">1.017</td>
<td align="center" valign="top">12-HCP</td>
<td align="center" valign="top">0.080</td>
</tr>
<tr>
<td align="left" valign="top">13</td>
<td align="center" valign="top">Asphalt</td>
<td align="center" valign="top">2.200</td>
<td align="center" valign="top">0.909</td>
<td align="center" valign="top">45-non-crystalline</td>
<td align="center" valign="top">0.910</td>
</tr>
<tr>
<td align="left" valign="top">14</td>
<td align="center" valign="top">In</td>
<td align="center" valign="top">7.31</td>
<td align="center" valign="top">0.230</td>
<td align="center" valign="top">49-Tetragonal</td>
<td align="center" valign="top">0.810</td>
</tr>
<tr>
<td align="left" valign="top">15</td>
<td align="center" valign="top">STEEL</td>
<td align="center" valign="top">7.75</td>
<td align="center" valign="top">0.420</td>
<td align="center" valign="top">24-BCC</td>
<td align="center" valign="top">0.81</td>
</tr>
<tr>
<td align="left" valign="top">16</td>
<td align="center" valign="top">Ga</td>
<td align="center" valign="top">5.1</td>
<td align="center" valign="top">0.37</td>
<td align="center" valign="top">31-Orthorhombic</td>
<td align="center" valign="top">0.60</td>
</tr>
<tr>
<td align="left" valign="top">17</td>
<td align="center" valign="top">S</td>
<td align="center" valign="top">2.07</td>
<td align="center" valign="top">0.732</td>
<td align="center" valign="top">16-Orthorhombic</td>
<td align="center" valign="top">0.521</td>
</tr>
<tr>
<td align="left" valign="top">18</td>
<td align="center" valign="top">P</td>
<td align="center" valign="top">1.82</td>
<td align="center" valign="top">0.77</td>
<td align="center" valign="top">15-Orthorhombic</td>
<td align="center" valign="top">0.71</td>
</tr>
<tr>
<td align="left" valign="top">19</td>
<td align="center" valign="top">Ag</td>
<td align="center" valign="top">10.49</td>
<td align="center" valign="top">0.237</td>
<td align="center" valign="top">47-FCC</td>
<td align="center" valign="top">0.07</td>
</tr>
<tr>
<td align="left" valign="top">20</td>
<td align="center" valign="top">Pb</td>
<td align="center" valign="top">10.678</td>
<td align="center" valign="top">0.13</td>
<td align="center" valign="top">82-FCC</td>
<td align="center" valign="top">0.79</td>
</tr>
<tr>
<td align="left" valign="top">21</td>
<td align="center" valign="top">Si</td>
<td align="center" valign="top">2.329</td>
<td align="center" valign="top">0.7</td>
<td align="center" valign="top">14-FCC</td>
<td align="center" valign="top">6.62</td>
</tr>
<tr>
<td align="left" valign="top">22</td>
<td align="center" valign="top">W</td>
<td align="center" valign="top">19.3</td>
<td align="center" valign="top">0.134</td>
<td align="center" valign="top">74-BCC</td>
<td align="center" valign="top">0.87</td>
</tr>
<tr>
<td align="left" valign="top">23</td>
<td align="center" valign="top">Ti</td>
<td align="center" valign="top">4.5</td>
<td align="center" valign="top">0.72</td>
<td align="center" valign="top">22-HCP</td>
<td align="center" valign="top">11.2</td>
</tr>
<tr>
<td align="left" valign="top">24</td>
<td align="center" valign="top">pt</td>
<td align="center" valign="top">21.45</td>
<td align="center" valign="top">0.133</td>
<td align="center" valign="top">78-FCC</td>
<td align="center" valign="top">0.82</td>
</tr>
<tr>
<td align="left" valign="top">25</td>
<td align="center" valign="top">Zn</td>
<td align="center" valign="top">7.133</td>
<td align="center" valign="top">0.4</td>
<td align="center" valign="top">30-HCP</td>
<td align="center" valign="top">7.30</td>
</tr>
<tr>
<td align="left" valign="top">26</td>
<td align="center" valign="top">Graphite</td>
<td align="center" valign="top">2.25</td>
<td align="center" valign="top">0.643</td>
<td align="center" valign="top">06-FCC</td>
<td align="center" valign="top">0.97</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="sec5">
<label>1.3.1</label>
<title>Types of nanoparticles&#x2014;nanoparticle size analyzers and categories</title>
<p>Usually between 1 and 100 nanometers in size, nanoparticles have special visual, physicochemical, and catalytic qualities that set them apart from their bulk counterparts. Because of their incredibly high surface area-to-volume ratio and quantum confinement effects, nanoparticles are the subject of fundamental physics (<xref ref-type="fig" rid="fig1">Figure 1c</xref>). These events change the reactivity, energy absorption properties, and electronic band structures of nanoparticles, which makes them ideal for use in the medicinal, environmental, and energy sectors. For example, semiconductor nanoparticles like ZnO or TiO<sub>2</sub> exhibit increased photocatalytic efficiency because of decreased electron&#x2013;hole recombination, but metallic nanoparticles exhibit plasmonic resonance. Research on nanoparticles from an engineering perspective is concentrated on their synthesis, characterization, functionalization, and integration into applications. To regulate morphology, size distribution, and crystallinity, synthesis techniques such sol&#x2013;gel, hydrothermal, green biological pathways, and chemical vapor deposition are used. Exact assessment of structural and size-dependent characteristics is made possible by characterization methods such as UV&#x2013;Vis spectroscopy, X-ray diffraction (XRD), scanning electron microscopy (SEM), transmission electron microscopy (TEM), and dynamic light scattering (DLS). Engineering research also goes into creating systems based on nanoparticles for real-world use. Nanoparticles are used in energy technologies to improve absorption and energy conversion efficiency in solar stills, supercapacitors, and hydrogen storage devices. Because of their customizable surface chemistry and biocompatibility, nanoparticles are used as biosensors, imaging agents, and targeted drug carriers in the biomedical sciences. Nanoparticles are used in environmental engineering for photocatalytic pollution degradation, heavy-metal adsorption, and improved water treatment. The focus of interdisciplinary research is on sustainable production, toxicity evaluation, and nanoparticle stability. To reduce ecological impact, green engineering techniques investigate plant extracts, agricultural leftovers, and bio-templates. Additionally, machine learning and computational simulations are being used more and more to forecast the behavior of nanoparticles and enhance performance for large-scale applications for the engineering research propels the development of useful, scalable, and sustainable technologies, while the science behind nanoparticles resides in their size-dependent characteristics.</p>
<p>Nanoparticles can be classified into various types, such as those made of carbon, metals, ceramics, polymers, lipids, and semiconductors, based on their shape, physical properties, and chemical composition. They are broadly categorized into two main groups: organic assemblies and inorganic assemblies. Organic assemblies include mixtures like liposomes, dendrimers, micelles, and functional polymeric particles. Inorganic assemblies consist of materials such as fullerenes, silica, metallic nanoparticles, and key composite particles. Notable nanoparticles, such as fullerenes, carbon nanotubes, graphene, and carbon dots, are further grouped based on their unique physical and chemical characteristics. These materials exhibit exceptional versatility, with properties such as a distinct metal-optical structure, high strength, superior electrical conductivity, and strong electron affinity. Polymers play a critical role in applications like surface coatings, sensor technologies, and photocatalysts. Additionally, semiconductors, made from both metals and non-metals, are used for bandgap tuning, photocatalytic applications, and dye photodegradation. Ceramic-based inorganic materials, being non-metallic, also contribute significantly to these technologies. <xref ref-type="bibr" rid="ref58">Lee et al. (2025)</xref> numerically optimized fin&#x2013;tube heat exchangers with ellipsoidal protrusions, revealing angle&#x2013;scale-dependent vorticity effects, achieving a 48.85% Colburn j-factor enhancement and 25.41% higher thermal performance, supporting advanced energy-efficient designs. <xref ref-type="bibr" rid="ref84">Sai et al. (2025)</xref> reported that sugarcane-mediated ZnO nanofluids significantly augment double-slope solar stills, intensifying photothermal conversion, conductivity, and vaporization, achieving 4.5&#x202F;kg/m<sup>2</sup> yield and 37.2% heat-transfer enhancement at 30% concentration. TiO<sub>2</sub>-assisted ASTSO improves solar basin distillers, as shown by <xref ref-type="bibr" rid="ref52">Kotla et al. (2025)</xref>, which produced 8.437&#x202F;kg/m<sup>2</sup>/day in the summer and 8.087&#x202F;kg/m<sup>2</sup>/day in the winter, with 58.73 and 47.52% efficiency at 20% concentration.</p>
<p>ZPBN-integrated DSBD, as defined by <xref ref-type="bibr" rid="ref54">Kumar et al. (2024)</xref>, guarantees steady internal heating, resulting in a 126% increase in yield, a 44% decrease in thermal energy consumption, and the delivery of environmental&#x2013;economic metrics of $4.640 kWh/$ and $83.210, respectively. <xref ref-type="bibr" rid="ref113">Zahid et al. (2023)</xref> demonstrated that Al<sub>2</sub>O<sub>3</sub>/RT70HC nanoparticle-enhanced PCMs significantly improved heat sink thermal regulation, with porous-foam designs outperforming unfinned and square-finned counterparts under transient loads, achieving lower operational temperatures and superior conductivity. In solar distillation, diagonally oriented aluminum cans with an M-shaped plate produced 6.044&#x202F;kg/m<sup>2</sup> daily yield, 8.090&#x202F;kg/m<sup>2</sup>/24&#x202F;h output, and 42.74% thermal efficiency, according to <xref ref-type="bibr" rid="ref6">Alasiri and Shanmugan (2025)</xref>.</p>
</sec>
</sec>
<sec id="sec6">
<label>1.4</label>
<title>Classification of solar stills</title>
<p>Fossil fuel utilization has become economically unsustainable compared to renewable alternatives, particularly when evaluating the contribution of SBS in mitigating anthropogenic climate change. Escalating freshwater scarcity, driven by rapid population expansion, has intensified the urgency for renewable-based desalination technologies. Solar energy, abundant and sustainable, plays a pivotal role in decentralized water production, as emphasized by <xref ref-type="bibr" rid="ref11">Amy et al. (2017)</xref>. Among global concerns, the depletion of potable water resources remains paramount, necessitating innovative freshwater generation strategies. <xref ref-type="bibr" rid="ref49">Kabeel et al. (2016)</xref> demonstrated that single-effect solar stills provide an effective approach to alleviate water shortages (<xref ref-type="fig" rid="fig1">Figure 1d</xref>), offering a low-cost, eco-friendly solution. Furthermore, <xref ref-type="bibr" rid="ref109">Vaithilingam and Esakkimuthu (2015)</xref> reported a conventional CSS-based SBS configuration, achieving daily freshwater productivity of 1.485&#x202F;L/m<sup>2</sup> with an efficiency of 30.960%. Collectively, these studies underscore the technical viability of solar stills as sustainable, scalable, and resource-efficient systems for addressing the accelerating global water crisis.</p>
</sec>
<sec id="sec7">
<label>1.5</label>
<title>Solar desalination using PCM</title>
<p>Phase Change Materials (PCMs) undergo a solid-to-liquid thermophysical transition when ambient temperatures surpass their fusion point. During this process, they exhibit latent heat storage, absorbing significant thermal energy without a substantial change in temperature. This isothermal energy absorption maintains thermal equilibrium. Upon solidification, the stored energy is discharged, facilitating temperature regulation. The application of PCMs spans diverse thermal management systems, including thermal energy storage, heat recovery, and solar thermal applications, addressing the imperative for sustainable energy solutions amid escalating greenhouse gas emissions and energy scarcity (<xref ref-type="bibr" rid="ref112">Wu et al., 2020</xref>). Solar distillation systems, incorporating PCM-based heat transfer methods (<xref ref-type="fig" rid="fig1">Figure 1e</xref>), offer a promising solution for producing freshwater. A thorough evaluation of vertical solar still modifications by <xref ref-type="bibr" rid="ref5">Ahmed et al. (2025)</xref> revealed that wicks, coils, PV modules, and reflectors improve thermal performance, resulting in 9&#x2013;107% productivity gains while reducing resistance and footprint and directing future compact designs. <xref ref-type="bibr" rid="ref7">Almeshaal and Shanmugan (2024)</xref> demonstrated green-sourced PTP nanocomposites in SWS, with 30% loading optimizing thermal dynamics, delivering 8.70&#x202F;L/m<sup>2</sup>/day distillate, including 1.95&#x202F;L/m<sup>2</sup> nocturnal yield, achieving 42.74% efficiency. <xref ref-type="bibr" rid="ref72">Palaniappan et al. (2024)</xref> developed a stepped M-shaped solar distiller with PRSNME, yielding 8.106/6.357&#x202F;mL&#x00B7;m<sup>&#x2212;2</sup>&#x00B7;day<sup>&#x2212;1</sup> (summer/winter), achieving 54.68%/44.46% efficiency, 26% productivity enhancement, 34.8&#x202F;t CO&#x2082; mitigation, and reduced water cost (0.014 $/L). A simulative inquiry into three distinct solar still architectures, <xref ref-type="bibr" rid="ref4">Abu-Arabia and Zurigat (2005)</xref>, leveraging empirical data from Marmul, Oman, investigated the augmentative potential of double-glass cooling technology on regenerative thermal effects. The analysis encompassed the impact of basin water mass, collection efficiency, and dual-glazing configurations on systemic heat dissipation. The study further characterized the structural parameters and performance of PCMs, including paraffin waxes, hydrated salts, and metallics. The efficacy of medium-grade paraffin wax in electronic thermal management was specifically noted due to its congruent melting point, as shown in the energy and material cost analysis in <xref ref-type="fig" rid="fig1">Figure 1f</xref>.</p>
</sec>
<sec id="sec8">
<label>1.6</label>
<title>SBS evaluation</title>
<p>Enhancement of SBS performance increasingly relies on advanced materials such as PCMs and engineered nanoparticles. Contemporary research demonstrates that integrating PCMs and nanofluids substantially augments thermal regulation, heat storage, and evaporation dynamics, thereby improving freshwater yield and overall efficiency. This review critically examines state-of-the-art techniques employing PCMs and nanofluids, elucidating their synergistic role in elevating SBS functionality. Experimental investigations confirm notable productivity improvements, with empirical outcomes (<xref ref-type="fig" rid="fig1">Figure 1g</xref>) validating the effectiveness of these modifications, as highlighted by <xref ref-type="bibr" rid="ref109">Vaithilingam and Esakkimuthu (2015)</xref>. Collectively, these findings establish that material-driven innovations provide transformative potential for scaling SBS systems toward sustainable and efficient desalination. This study aims to map and explore the research landscape of energy storage in solar desalination systems using PCMs enhanced with bionanoparticles. The research specifically seeks to evaluate the integration of bio-sourced nanoparticles with PCMs, such as paraffin wax infused with copper nanoparticles and agro-based additives, to improve the thermal efficiency of SBS. Different SBS configurations, which combine PCMs, nanofluids, and concentrators, will be experimentally evaluated under controlled solar exposure to determine their effects on heat transfer, evaporation-condensation dynamics, and freshwater yield. Furthermore, the paper outlines future research directions for compact, high-performance, and sustainable solar desalination systems, including optimal material combinations and design characteristics.</p>
</sec>
</sec>
<sec sec-type="materials|methods" id="sec9">
<label>2</label>
<title>Material and methodology</title>
<sec id="sec10">
<label>2.1</label>
<title>Experimental setup of stepped single-basin solar stills (SBS)</title>
<p>The experimental setup (<xref ref-type="fig" rid="fig2">Figure 2a</xref>) by <xref ref-type="bibr" rid="ref109">Vaithilingam and Esakkimuthu (2015)</xref> and schematic diagram (<xref ref-type="fig" rid="fig2">Figure 2b</xref>) was designed to evaluate the performance of a SBS for freshwater generation. The still was fabricated with a basin area of 1.0&#x202F;m<sup>2</sup> and a water depth of 0.1&#x202F;m, dimensions chosen to ensure adequate exposure to solar radiation while maintaining efficient evaporation (<xref ref-type="bibr" rid="ref67">Mohandass Gandhi et al., 2022</xref>; <xref ref-type="bibr" rid="ref31">Elsheikh et al., 2022</xref>). The basin surface was coated with matte black paint to maximize solar absorptivity and minimize reflection losses. To enhance condensation, a transparent glass cover of 4&#x202F;mm thickness was installed at an inclination of 30&#x00B0;, allowing maximum incident solar radiation while enabling the condensed vapor to flow easily into the distillate collection channel (<xref ref-type="bibr" rid="ref8">Alsaiari et al., 2022</xref>; <xref ref-type="bibr" rid="ref33">Essa et al., 2022</xref>). The stepped design was implemented by dividing the basin into multiple horizontal levels, each facilitating thin-film water spreading, thereby increasing the evaporation surface area. Paraffin wax was embedded in aluminum containers placed beneath the basin surface, serving as a PCM for thermal energy storage. This enabled heat retention during peak solar hours and the release of stored energy during off-sunshine periods, extending freshwater production into late evening hours. For enhanced thermal conductivity, Cu NPs at a concentration of 0.1&#x202F;wt% were dispersed within the PCM. Additionally, agro-based fibers were laid across the steps to promote uniform water distribution and improve capillary action, reducing dry patches within the basin. A PCM concentrator ratios and SBS were integrated into selected experiments to increase the incident radiation on the basin (<xref ref-type="bibr" rid="ref32">Elsheikh et al., 2022</xref>). Environmental parameters, including solar intensity, basin water temperature, PCM temperature, glass cover temperature, and ambient conditions, were continuously monitored using calibrated K-type thermocouples and a pyranometer. Distillate output was measured at hourly intervals using a graduated cylinder. The setup was tested under controlled outdoor conditions, ensuring consistent comparisons across different configurations.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p><bold>(a)</bold> Solar still experimental setup (<xref ref-type="bibr" rid="ref109">Vaithilingam and Esakkimuthu, 2015</xref>). <bold>(b)</bold> Solar still schematic diagram.</p>
</caption>
<graphic xlink:href="frwa-07-1650870-g002.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Panel a shows two solar desalination units on stands outdoors. Panel b is a diagram illustrating the desalination process: sunlight passes through a glass cover onto saline water above a PCM layer, evaporating into drinking water.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec11">
<label>2.2</label>
<title>Using SBS, PCM and nanofluid in diverse materials</title>
<p>A promising development in solar desalination technology is the integration of PCMs and nanofluids with SBS. The use of PCMs provides superior heat storage capacity, enabling the system to sustain evaporation even under low solar intensity by retaining thermal energy for extended periods. Simultaneously, nanofluids significantly enhance thermal conductivity, thereby accelerating the evaporation&#x2013;condensation cycle and improving overall heat transfer rates. Compared to conventional systems, SBS performance can be markedly improved to achieve higher freshwater yields through the utilization of diverse material combinations. Moreover, this approach is inherently scalable, eco-efficient, and sustainable, offering a viable pathway for next-generation desalination technologies to address global water scarcity while reducing energy consumption and environmental impacts.</p>
<p><xref ref-type="bibr" rid="ref48">Kabeel et al. (2017)</xref> reported SBS yield performance (<xref ref-type="fig" rid="fig3">Figure 3a</xref>) using nanofluids such as Al&#x2082;O&#x2083; (73.80%) and CuO (84.20%). <xref ref-type="bibr" rid="ref83">Sadasivuni et al. (2022)</xref> and <xref ref-type="bibr" rid="ref29">Elango et al. (2015)</xref> studied SBS enhanced with nanofluids including SnO&#x2082;, Fe&#x2082;O&#x2083;, ZnO, and Al&#x2082;O&#x2083;, with Al&#x2082;O&#x2083; achieving the highest production efficiency at 29.95%. <xref ref-type="bibr" rid="ref14">Asha et al. (2022)</xref>, <xref ref-type="bibr" rid="ref91">Shanmugan (2013)</xref>, <xref ref-type="bibr" rid="ref75">Panchal et al. (2021)</xref>, <xref ref-type="bibr" rid="ref39">Gandhi et al. (2021)</xref>, and <xref ref-type="bibr" rid="ref3">Abdullah et al. (2021)</xref> also investigated similar modifications. <xref ref-type="bibr" rid="ref26">Dsilva Winfred Rufussa et al. (2018)</xref> and <xref ref-type="bibr" rid="ref74">Panchal et al. (2021)</xref> demonstrated that nano-PCM composites (e.g., paraffin with TiO&#x2082;) improved SBS solar thermal efficiency to ~88.64%, <xref ref-type="bibr" rid="ref37">Essa et al. (2021)</xref> with comparative effectiveness ratios of 100, 100, 88.47, and 76.93%. <xref ref-type="bibr" rid="ref20">Chaichan and Kazem (2018)</xref> achieved 60% productivity using Al&#x2082;O&#x2083; nanofluid with paraffin wax, resulting in a total daily distillate yield of 12,190 mL/m<sup>2</sup>. <xref ref-type="bibr" rid="ref55">Kumar et al. (2021)</xref>, <xref ref-type="bibr" rid="ref23">Devi and Shanmugan (2021)</xref>, <xref ref-type="bibr" rid="ref76">Panchal et al. (2021)</xref>, and <xref ref-type="bibr" rid="ref43">Gupta et al. (2016)</xref> utilized CuO nanofluids in SBS, reporting a harvest rate of 3.51&#x202F;L/m<sup>2</sup>/day at water depths of 50 and 100&#x202F;mm, further confirmed by <xref ref-type="bibr" rid="ref78">Panchal et al. (2021)</xref>. <xref ref-type="bibr" rid="ref70">Nazari et al. (2019)</xref> incorporated a thermoelectric channel with Cu&#x2082;O nanofluid, achieving power and energy efficiencies of 81, 80.6, and 112.5%, respectively. <xref ref-type="bibr" rid="ref57">Lawrence et al. (2022)</xref> developed wick-type solar distillers with NiO nanoparticles, reporting efficiencies of 52.5, 5.83, and 36.36% under different conditions. <xref ref-type="bibr" rid="ref35">Essa et al. (2020)</xref> and <xref ref-type="bibr" rid="ref50">Kandeal et al. (2021)</xref> incorporated PCMs, nanofluids, and copper chips into distillers, with MDSSS performance improvements of 72, 110.3, 97, 138, 112.5, and 190% (<xref ref-type="fig" rid="fig3">Figure 3b</xref>). <xref ref-type="bibr" rid="ref93">Shanmugan et al. (2020)</xref> and <xref ref-type="bibr" rid="ref36">Essa et al. (2020)</xref> further validated these findings.</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p><bold>(a)</bold> SBS schematic diagram (<xref ref-type="bibr" rid="ref48">Kabeel et al., 2017</xref>). <bold>(b)</bold> PCM material with increase in percentage (<xref ref-type="bibr" rid="ref83">Sadasivuni et al., 2022</xref>).</p>
</caption>
<graphic xlink:href="frwa-07-1650870-g003.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Diagram labeled "a" depicts a solar desalination system, illustrating components such as the sun, nanofluid trough, fan, and condenser tank, with various heat transfer processes. Graph labeled "b" is a bar chart showing thermal conductivity values in watts per meter Kelvin, increasing from 0.2 to 0.342 across intervals labeled zero to fifteen.</alt-text>
</graphic>
</fig>
<p>At a nanoparticle mass fraction of 0.3%, the incorporation of CuO and Al&#x2082;O&#x2083; nano-enhanced phase change materials (NPCMs) within solar stills augmented thermal efficiency by 55.8 and 49.5%, respectively, while concurrently attenuating peak basin temperatures by 2.1&#x202F;&#x00B0;C and 1.8&#x202F;&#x00B0;C. <xref ref-type="bibr" rid="ref96">Shanmugan et al. (2018)</xref> investigated the synergistic integration of PCMs with nanostructured additives in SBS, wherein copper plates were surface-treated with black paint and Al&#x2082;O&#x2083; nanoparticles, with C&#x2081;&#x2088;H&#x2083;&#x2086;O&#x2082; employed as the latent heat storage medium. Their study reported performance enhancements of 59.14% under winter operating conditions and 27.13% in summer when coupled with feed-water cooling. Similarly, <xref ref-type="bibr" rid="ref62">Manoj Kumar et al. (2022)</xref> analyzed three SS configurations: a baseline system utilizing crude wax PCM (PCM-SS), and two nanoparticle-dispersed configurations (NDPCM-SS) containing ZnO-reinforced wax (<xref ref-type="bibr" rid="ref88">Sangeetha et al., 2022</xref>). The findings indicated freshwater yield increments of 50.24% for PCM-SS and 65.17% for NDPCM-SS. In parallel, <xref ref-type="bibr" rid="ref10">Alwan et al. (2021)</xref> introduced an absorber design with finned aluminum bars that markedly elevated distillate flux, while <xref ref-type="bibr" rid="ref86">Saleh et al. (2024)</xref> demonstrated further improvements through geometric optimization. <xref ref-type="bibr" rid="ref108">Tuly et al. (2022)</xref> reported high distillate production rates, 140&#x202F;mL/m<sup>2</sup>/h using aluminum absorber plates and 100&#x202F;mL/m<sup>2</sup>/h with glass covers. Comparative trials by <xref ref-type="bibr" rid="ref87">Sangeetha et al. (2024)</xref> revealed that case 3, with an efficiency of 42.85%, surpassed cases 1 and 2, exhibiting productivity rates of 46.2, 25.9, and 38.1%, respectively, with an energy efficiency improvement of 111% relative to the initial cases. A comprehensive synthesis of SBS configurations incorporating PCMs with diverse thermal storage and nanoparticle additives is compiled in <xref ref-type="table" rid="tab2">Table 2</xref> (<xref ref-type="bibr" rid="ref48">Kabeel et al., 2017</xref>; <xref ref-type="bibr" rid="ref89">Selimefendigil et al., 2022</xref>; <xref ref-type="bibr" rid="ref53">Kumar et al., 2023</xref>; <xref ref-type="bibr" rid="ref20">Chaichan and Kazem, 2018</xref>; <xref ref-type="bibr" rid="ref92">Shanmugan et al., 2023</xref>; <xref ref-type="bibr" rid="ref90">Shalaby et al., 2016</xref>; <xref ref-type="bibr" rid="ref13">Arshad et al., 2011</xref>; <xref ref-type="bibr" rid="ref43">Gupta et al., 2016</xref>; <xref ref-type="bibr" rid="ref100">Sharshir et al., 2018</xref>; <xref ref-type="bibr" rid="ref18">Balan et al., 2011</xref>; <xref ref-type="bibr" rid="ref59">Mahmoud et al., 2019</xref>; <xref ref-type="bibr" rid="ref99">Sharshir et al., 2019</xref>; <xref ref-type="bibr" rid="ref110">Venugopal et al., 2012</xref>; <xref ref-type="bibr" rid="ref29">Elango et al., 2015</xref>; <xref ref-type="bibr" rid="ref95">Shanmugan et al., 2012</xref>; <xref ref-type="bibr" rid="ref64">Modi and Shukla, 2018</xref>; <xref ref-type="bibr" rid="ref107">Tuly et al., 2022</xref>; <xref ref-type="bibr" rid="ref61">Manikandan et al., 2013</xref>; <xref ref-type="bibr" rid="ref42">Grewal and Kumar, 2022</xref>; <xref ref-type="bibr" rid="ref40">Gangavathi et al., 2022</xref>).</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>SBS used with various of PCM.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">S. No.</th>
<th align="left" valign="top">Authors</th>
<th align="left" valign="top">Nanofluid and PCM acts</th>
<th align="left" valign="top">Verdicts</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">1</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref48">Kabeel et al. (2017)</xref>
</td>
<td align="left" valign="top">CUO and Al<sub>2</sub>O<sub>3</sub></td>
<td align="left" valign="top">The vacuum fan and external condenser improved solar still production by 73.80% with AI<sub>2</sub>O<sub>3</sub> and 84.20% with CUO.</td>
</tr>
<tr>
<td align="left" valign="top">2</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref89">Selimefendigil et al. (2022)</xref>; <xref ref-type="bibr" rid="ref53">Kumar et al. (2023)</xref></td>
<td align="left" valign="top">CuO</td>
<td align="left" valign="top">Production of solar still increased with CuO nanoparticles and enhanced energy efficiency to 19.90%</td>
</tr>
<tr>
<td align="left" valign="top">3</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref20">Chaichan and Kazem (2018)</xref>; <xref ref-type="bibr" rid="ref92">Shanmugan et al. (2023)</xref></td>
<td align="left" valign="top">Al<sub>2</sub>O<sub>3</sub>/paraffin wax</td>
<td align="left" valign="top">They field increased by 60% with dispersed of Al<sub>2</sub>O<sub>3</sub> to PCM (paraffin wax)</td>
</tr>
<tr>
<td align="left" valign="top">4</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref90">Shalaby et al. (2016)</xref>; <xref ref-type="bibr" rid="ref13">Arshad et al. (2011)</xref></td>
<td align="left" valign="top">Paraffin wax</td>
<td align="left" valign="top">PCM using wick improved production of the solar still by 12% and reduced cost to 0.09558 $</td>
</tr>
<tr>
<td align="left" valign="top">5</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref43">Gupta et al. (2016)</xref>
</td>
<td align="left" valign="top">CUO and graphite</td>
<td align="left" valign="top">Using graphite and CUO improved the thermal performance of the solar still and increased the production rate by 38 and 40% with CUO and graphite nanofluid.</td>
</tr>
<tr>
<td align="left" valign="top">6</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref100">Sharshir et al. (2018)</xref>; <xref ref-type="bibr" rid="ref18">Balan et al. (2011)</xref></td>
<td align="left" valign="top">CUO</td>
<td align="left" valign="top">The modified solar still with nanofluid graphite and CUO attains high efficiency of 42 and 39%, respectively.</td>
</tr>
<tr>
<td align="left" valign="top">7</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref59">Mahmoud et al. (2019)</xref>
</td>
<td align="left" valign="top">CUO</td>
<td align="left" valign="top">The solar still production rate increased by 11,000 mL/m<sup>2</sup> per day with a concentration of 10% CUO nanoparticle.</td>
</tr>
<tr>
<td align="left" valign="top">8</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref99">Sharshir et al. (2019)</xref>; <xref ref-type="bibr" rid="ref110">Venugopal et al. (2012)</xref></td>
<td align="left" valign="top">CUO</td>
<td align="left" valign="top">Results showed that the solar still achieved high efficiency of 64.5% with carbon black and water rate production increased by 28 and 34% with CUO and carbon lack nanofluid, respectively.</td>
</tr>
<tr>
<td align="left" valign="top">9</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref29">Elango et al. (2015)</xref>; <xref ref-type="bibr" rid="ref95">Shanmugan et al. (2012)</xref></td>
<td align="left" valign="top">ZNO, SNO2, AI2O3,</td>
<td align="left" valign="top">Observed that ZnO nanoparticle improved Thermal performance and increased water rate production by 12.76, 18.63% by SNO<sub>2</sub>, and the highest rate production of 29.95% was performed with AI<sub>2</sub>O<sub>3</sub>.</td>
</tr>
<tr>
<td align="left" valign="top">10</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref64">Modi and Shukla (2018)</xref>
</td>
<td align="left" valign="top">ZNO</td>
<td align="left" valign="top">ZnO improved thermal performance and solar still achieved highest efficiency of 26.19%.</td>
</tr>
<tr>
<td align="left" valign="top">11</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref107">Tuly et al. (2022)</xref>; <xref ref-type="bibr" rid="ref61">Manikandan et al. (2013)</xref></td>
<td align="left" valign="top">paraffin wax-Al<sub>2</sub>O<sub>3</sub></td>
<td align="left" valign="top">PCM and nano-PCM offers energy efficiencies of 39.91 and 45.24%, respectively. Nano-PCM solar still exhibits 92% higher distillate output than convention alone.</td>
</tr>
<tr>
<td align="left" valign="top">12</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref42">Grewal and Kumar (2022)</xref>
</td>
<td align="left" valign="top">Paraffin wax</td>
<td align="left" valign="top">Higher thermal and exergy efficiency achieved by stepped solar still (PCM) as 43.33 and 2.64%, respectively</td>
</tr>
<tr>
<td align="left" valign="top">13</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref40">Gangavathi et al. (2022)</xref>
</td>
<td align="left" valign="top">Silica</td>
<td align="left" valign="top">Thermal performance enhanced by 28.53% and water rate production increased by 15.49% compared to solar stills with only nanocoated glass.</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec12">
<label>2.3</label>
<title>Energy-absorbing materials of the SBS component landscape</title>
<p>Recent innovations in solar desalination leverage advanced material strategies across multiple domains: photothermal absorbers such as carbon blacks, graphite/graphene, CNTs, plasmonic metals (Au, Al), MXenes, black-TiO<sub>2</sub>, and selective solar coatings enhance light capture and conversion; thermal management approaches including PCMs, finned absorbers, multilayer insulation, heat pipes, and nano-enhanced PCMs (metal oxides, carbon-based) stabilize temperature fluctuations and extend nocturnal productivity; interfacial evaporators built from foams, aerogels, wood-derived and cellulose-based structures, as well as biopolymeric hydrogels like chitosan/alginate with Janus designs, enable efficient evaporation with directional water transport; fluids and additives such as nanofluids (Al<sub>2</sub>O<sub>3</sub>, CuO, SiO<sub>2</sub>, ZnO, graphene), surfactants, and anti-foaming agents improve heat transfer and surface stability; antifouling and antiscaling measures, including superhydrophilic/superhydrophobic coatings, TiO<sub>2</sub> photocatalytic layers, zwitterionic polymers, and electrostatic salt-rejecting structures, mitigate performance degradation; while condensation efficiency is enhanced by patterned wettability, drop wise-promoting surfaces, thermally conductive foils, and cooled condensers. Finally, diverse wick and substrate choices, jute, cotton, glass fiber, carbon cloth/felt, and melamine sponge, facilitate capillary-driven water transport, enabling robust and scalable solar distillation architectures.</p>
<p>In SBS, cotton sacks filled with sand have been employed as a low-cost thermal energy storage (TES) medium, yielding mean efficiencies of 28.56% with a basin charge of 30&#x202F;kg and 31.31% with 40&#x202F;kg, as reported by <xref ref-type="bibr" rid="ref28">Dumka et al. (2019)</xref>. <xref ref-type="bibr" rid="ref22">Deshmukh and Thombre (2017)</xref> investigated SBS configurations incorporating solvothermal intermediate oils beneath the basin liner, identifying an optimal storage capacity in the range of 8&#x2013;15% kJ&#x00B7;m<sup>&#x2212;2</sup>&#x00B7;K<sup>&#x2212;1</sup>. The role of pumice stone as a porous TES medium was further examined at incremental loadings of 0, 5, and 10&#x202F;kg, where efficiency declined from 35.1% (no pumice) to 29.3% (5&#x202F;kg) and 28.8% (10&#x202F;kg), respectively (<xref ref-type="fig" rid="fig4">Figures 4</xref>, <xref ref-type="fig" rid="fig5">5</xref>). Temporal performance analysis indicated peak solar energy harvesting near solar noon. <xref ref-type="bibr" rid="ref19">Bilal et al. (2019)</xref>, corroborated by <xref ref-type="bibr" rid="ref27">Dumka et al. (2019)</xref>, demonstrated up to 49.17% enhancement in internal efficiency when the feedwater was magnetically conditioned using permanent magnets (<xref ref-type="fig" rid="fig6">Figure 6</xref>). Furthermore, <xref ref-type="bibr" rid="ref65">Mohamed et al. (2019)</xref> evaluated black basalt stones of varying granulometries (1, 1.5, and 2&#x202F;cm) as alternative TES media in SBS units (<xref ref-type="fig" rid="fig7">Figure 7</xref>).</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>SBS analysis of pumice stone dimensions and photo view (<xref ref-type="bibr" rid="ref19">Bilal et al., 2019</xref>).</p>
</caption>
<graphic xlink:href="frwa-07-1650870-g004.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Four white pumice stones are aligned horizontally beside a ruler for scale. The second image shows a large pile of similar pumice stones filling a large container or tank, partially shaded.</alt-text>
</graphic>
</fig>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Illustrates how temperatures vary depending on the time of day and shows <bold>(a)</bold> no stones; <bold>(b)</bold> 5&#x202F;kg stones; <bold>(c)</bold> 10&#x202F;kg stones (<xref ref-type="bibr" rid="ref19">Bilal et al., 2019</xref>).</p>
</caption>
<graphic xlink:href="frwa-07-1650870-g005.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Three side-by-side line graphs show temperature variations over time from 9:00 to 16:00 for different conditions: (a) without stones, (b) with five kilograms of stones, and (c) with ten kilograms of stones. The graphs compare temperatures for five indicators: tgi, tgo, ta, tw, and tb, with distinct patterns for each condition.</alt-text>
</graphic>
</fig>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption>
<p><bold>(a)</bold> Schematic diagram of modified SBS, <bold>(b)</bold> variation of internal efficiency with respect to time (<xref ref-type="bibr" rid="ref27">Dumka et al., 2019</xref>).</p>
</caption>
<graphic xlink:href="frwa-07-1650870-g006.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Diagram (a) shows a fiberglass-reinforced plastic solar still setup with labeled components: glass cover, distillate collection tray, thermocouple, basin water tray, and magnet. Sunlight is directed onto the still. Graph (b) displays internal efficiency versus time from 9 to 16 hours, comparing experimental and theoretical efficiencies of conventional (CSS) and modified solar stills (MSS). Blue lines represent CSS and red lines represent MSS.</alt-text>
</graphic>
</fig>
<fig position="float" id="fig7">
<label>Figure 7</label>
<caption>
<p><bold>(a)</bold> SBS experimental setup using black basalt stones; <bold>(b)</bold> performance sizes (<xref ref-type="bibr" rid="ref65">Mohamed et al., 2019</xref>).</p>
</caption>
<graphic xlink:href="frwa-07-1650870-g007.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Side-by-side comparison of two images: (a) shows two solar stills, one with fine stones and the other conventional, next to a water tank; (b) is a bar chart depicting the daily efficiency of conventional and modified solar stills with varying stone particle sizes, showing enhancement ratios.</alt-text>
</graphic>
</fig>
<p>The utilization of diverse energy storage media (ESM) in SBS and CSS has been extensively explored to augment thermal retention and freshwater productivity. Basalt stones of increasing granulometry (1&#x2013;2&#x202F;cm) demonstrated progressive gains in solar-to-thermal conversion, with reported efficiencies of 19.8, 27.86, and 33.37%, corresponding to thermal efficiencies of 19.09, 26.84, and 32.07%, respectively. Quartzite was tested by <xref ref-type="bibr" rid="ref69">Nagaraj et al. (2020)</xref>, yielding a modest productivity of 0.05&#x202F;L&#x00B7;m<sup>&#x2212;2</sup>&#x00B7;day<sup>&#x2212;1</sup>, whereas <xref ref-type="bibr" rid="ref101">Subbarama Kousik et al. (2021)</xref> observed average efficiencies of 34.9% with marble spheres, producing 22.8% on day one and 21.3% over 2 days. <xref ref-type="bibr" rid="ref15">Attia et al. (2021)</xref> employed cotton sacks packed with phosphate, achieving freshwater outputs of 4.52&#x202F;kg (1&#x202F;cm depth) and 3.99&#x202F;kg plus 0.88&#x202F;kg (2&#x202F;cm depth), translating to output improvements of 28 and 22.5%, respectively (<xref ref-type="fig" rid="fig8">Figure 8</xref>). In parallel, <xref ref-type="bibr" rid="ref47">Kabeel et al. (2019)</xref> demonstrated that red-brick&#x2013;cement composites could elevate potable water production by up to 150% compared to CSS at optimal water mass loading (&#x003E;20&#x202F;kg), coupled with a 25% enhancement in evaporative heat transfer relative to Dunkle&#x2019;s model. Graphite has also emerged as a highly conductive ESM, with <xref ref-type="bibr" rid="ref46">Kabeel et al. (2018)</xref> reporting daily water productivity of 7.731&#x202F;L&#x00B7;m<sup>&#x2212;2</sup> and thermal efficiencies approaching 60%. <xref ref-type="bibr" rid="ref24">Dhivagar et al. (2022)</xref> emphasized the techno-economic and enviro-economic feasibility of SBS employing magnetic media, where block magnet solar stills (BMSS) achieved 3.15&#x202F;kg&#x00B7;m<sup>&#x2212;2</sup> of output, outperforming disc magnet solar stills (DMSS, 2.82&#x202F;kg&#x00B7;m<sup>&#x2212;2</sup>) and CSS (2.15&#x202F;kg&#x00B7;m<sup>&#x2212;2</sup>), with a 20.7% gain in saline water temperature and 5.8% cumulative productivity advantage. <xref ref-type="bibr" rid="ref85">Sakthivel and Arjunan (2018)</xref> reported that cotton cloth (6&#x202F;mm) functioned effectively as a passive heat sink, elevating SBS efficiency to 23.8%. <xref ref-type="bibr" rid="ref66">Mohammed et al. (2022)</xref> demonstrated the utility of indigenous clay as an ESM, achieving 5.39&#x202F;L&#x00B7;m<sup>&#x2212;2</sup> of output with a 38.7% increase in yield and 47% daily efficiency. Similarly, <xref ref-type="bibr" rid="ref25">Dhivagar et al. (2020)</xref> optimized gravel-based TES at 1&#x202F;cm depth, reaching 32% efficiency, while <xref ref-type="bibr" rid="ref16">Attia et al. (2020)</xref> incorporated aluminum spheres in photovoltaic-integrated SBS systems, achieving 5.09&#x202F;kg of freshwater daily with efficiency gains from 31.6 to 40.1% (<xref ref-type="fig" rid="fig9">Figure 9</xref>). <xref ref-type="bibr" rid="ref44">Harris Samuel et al. (2016)</xref> investigated salt-filled spherical capsules coupled with sponge matrices, producing 2.7&#x202F;kg&#x00B7;m<sup>&#x2212;2</sup> in SBS compared to 2.2&#x202F;kg&#x00B7;m<sup>&#x2212;2</sup> in CSS (<xref ref-type="fig" rid="fig10">Figure 10</xref>). Finally, <xref ref-type="bibr" rid="ref34">Essa et al. (2020)</xref> introduced a coffee-derived colloidal medium, which enhanced productivity by 35.14% over CSS, with SBS exhibiting a 26.96% higher heat transfer coefficient and 35.34% superior energy efficiency (<xref ref-type="fig" rid="fig11">Figure 11</xref>).</p>
<fig position="float" id="fig8">
<label>Figure 8</label>
<caption>
<p><bold>(a)</bold> Analysis of energy storage material (phosphate bags) by SBS with CSS, MSS; <bold>(b)</bold> thermal efficiency, productivity (<xref ref-type="bibr" rid="ref15">Attia et al., 2021</xref>).</p>
</caption>
<graphic xlink:href="frwa-07-1650870-g008.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Experimental setup and bar chart. Left image shows three solar stills labeled CSS, MSS-Case-I, and MSS-Case-II. Right image is a bar chart comparing thermal efficiency and yield improvements in percentage for the three cases. The chart uses colored bars for daily efficiency, overall yield improvement, and day and night yield improvements.</alt-text>
</graphic>
</fig>
<fig position="float" id="fig9">
<label>Figure 9</label>
<caption>
<p>View of SBS during measurement of energy and exergy efficiency (<xref ref-type="bibr" rid="ref16">Attia et al., 2020</xref>).</p>
</caption>
<graphic xlink:href="frwa-07-1650870-g009.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Two-panel image showing solar stills and a bar graph. The left panel displays conventional and modified solar stills with labels for thermocouples, PVC, and distillate flasks. The right panel shows a bar graph comparing thermal and exergy efficiencies (%) over time (hours) for conventional and modified solar stills, with distinct color coding for efficiencies.</alt-text>
</graphic>
</fig>
<fig position="float" id="fig10">
<label>Figure 10</label>
<caption>
<p>Analysis of SBS energy storage material with salt filled spherical balls and sponges. <bold>(a&#x2013;c)</bold> Hourly yield and solar intensity (<xref ref-type="bibr" rid="ref44">Harris Samuel et al., 2016</xref>).</p>
</caption>
<graphic xlink:href="frwa-07-1650870-g010.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Two images show different solar still setups and their respective performance graphs. The top left image features spherical balls with a diameter of 0.0062 meters filled with rock salt, while the top right shows sponges with dimensions 0.1 by 0.075 by 0.075 meters. Below, three graphs compare hourly yield and solar intensity in three setups: (a) conventional solar still, (b) with spherical ball heat storage, and (c) with sponges. Each graph plots time of day against hourly yield and solar intensity.</alt-text>
</graphic>
</fig>
<fig position="float" id="fig11">
<label>Figure 11</label>
<caption>
<p>Energy, exergy efficiency as a conventional and SBS with various values (<xref ref-type="bibr" rid="ref34">Essa et al., 2020</xref>).</p>
</caption>
<graphic xlink:href="frwa-07-1650870-g011.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Line graph showing hourly energy and exergy efficiencies from 5 to 19 hours. Energy efficiency curves are higher, peaking around 40% at midday, while exergy efficiency peaks near 4%. The red lines represent MSS and the black lines represent CSS.</alt-text>
</graphic>
</fig>
<p><xref ref-type="table" rid="tab3">Table 3</xref> (<xref ref-type="bibr" rid="ref106">Tiwari and Tiwari, 2006</xref>; <xref ref-type="bibr" rid="ref17">Badran and Al-Tahaineh, 2005</xref>; <xref ref-type="bibr" rid="ref80">Phadatare and Verma, 2007</xref>; <xref ref-type="bibr" rid="ref104">Tiwari et al., 2009</xref>; <xref ref-type="bibr" rid="ref56">Kumar and Tiwari, 2008</xref>; <xref ref-type="bibr" rid="ref103">Tiwari, 1987</xref>; <xref ref-type="bibr" rid="ref68">Nafey et al., 2000</xref>; <xref ref-type="bibr" rid="ref38">Feilizadeh et al., 2016</xref>; <xref ref-type="bibr" rid="ref63">Modi and Nayi, 2020</xref>; <xref ref-type="bibr" rid="ref47">Kabeel et al., 2019</xref>) displays the cooling and water depth analysis for SBS. Energy Storage of Bio-Nanoparticle-Enhanced PCM for Solar Desalination does not directly analyze the engineering scalability of SBS systems. However, the bibliometric insights reveal emerging research on modular thermal storage, hybrid configurations, and techno-economic optimization, which collectively indicate potential pathways for future large-scale and community-based implementations. In this study, the focus is on mapping the scientometric landscape rather than conducting direct experimental synthesis. However, the reviewed literature highlights the incorporation of bio-nanoparticles such as ZnO, TiO<sub>2</sub>, Al<sub>2</sub>O<sub>3</sub>, SiO<sub>2</sub>, and carbon-based nanostructures within organic and inorganic PCMs to improve thermal conductivity, latent heat storage, and stability. These nanoparticles are often surface-functionalized or dispersed using biopolymer stabilizers (e.g., chitosan, cellulose) to enhance compatibility and reduce agglomeration. The scientometric analysis reveals that ZnO- and Al<sub>2</sub>O<sub>3</sub>-based bio-nanoparticle composites are most frequently reported for solar desalination, owing to their superior thermal conductivity, photothermal conversion efficiency, and cost-effectiveness. Thus, our framework contextualizes how these nanoparticle-enhanced PCMs are advancing energy storage for solar desalination, even though experimental validation is beyond the scope of this work.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>The cooling and water depth analysis of SBS.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Author</th>
<th align="center" valign="top">Design</th>
<th align="center" valign="top">Water depth</th>
<th align="left" valign="top">Output</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref106">Tiwari and Tiwari (2006)</xref>
</td>
<td align="center" valign="top">SBS</td>
<td align="center" valign="top">0.08&#x2013;0.16&#x202F;m</td>
<td align="left" valign="top">Highest output, and efficiency at lower dept. 3.66% change is observed in convective heat transfer coefficient, 52% variation change inner glass temperature.</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref17">Badran and Al-Tahaineh (2005)</xref>
</td>
<td align="center" valign="top">SBS</td>
<td align="center" valign="top">&#x003C;2&#x202F;cm</td>
<td align="left" valign="top">The yield was calculated as36%</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref80">Phadatare and Verma (2007)</xref>
</td>
<td align="center" valign="top">Plastic solar still</td>
<td align="center" valign="top">2&#x202F;cm</td>
<td align="left" valign="top">10&#x2013;34% of efficiency was attained.</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref104">Tiwari et al. (2009)</xref>
</td>
<td align="center" valign="top">SBS</td>
<td align="center" valign="top">0.15 and 0.03&#x202F;m</td>
<td align="left" valign="top">0.2&#x202F;L yield per day, the daily yield is 3.5, 3 and 2.5 Las compared with glass and PVC.</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref56">Kumar and Tiwari (2008)</xref>
</td>
<td align="center" valign="top">SBS</td>
<td align="center" valign="top">0.05, 0.10, and 0.15&#x202F;m</td>
<td align="left" valign="top">0.05&#x202F;m dept. obtain the highest portable water and electric thermal efficiency of 20%.</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref103">Tiwari (1987)</xref>
</td>
<td align="center" valign="top">SBS</td>
<td align="center" valign="top">2, 4 and 8&#x202F;cm</td>
<td align="left" valign="top">Decrease in productivity of water in saline water at the temperature of 40&#x202F;&#x00B0;C</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref68">Nafey et al. (2000)</xref>
</td>
<td align="center" valign="top">SBS</td>
<td align="center" valign="top">2, 4, 6, and 7&#x202F;cm</td>
<td align="left" valign="top">14% of productivity is decreased by increasing water depth to 7&#x202F;cm to 2&#x202F;cm</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref38">Feilizadeh et al. (2016)</xref>
</td>
<td align="center" valign="top">SBS</td>
<td align="center" valign="top">2,4, 8 and 16 cm</td>
<td align="left" valign="top">26% output is increased by varying The distance from 9 to 23&#x202F;cm.</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref63">Modi and Nayi (2020)</xref>
</td>
<td align="center" valign="top">SBS</td>
<td align="center" valign="top">1&#x2013;3.5&#x202F;cm</td>
<td align="left" valign="top">19.46% is achieved at 1&#x202F;cm compared to single basin solar still</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref47">Kabeel et al. (2019)</xref>
</td>
<td align="center" valign="top">SBS</td>
<td align="center" valign="top">20, 30, 40 and50&#x202F;cm</td>
<td align="left" valign="top">Shown as 3.2, 2.8, 2.7 and 2.6&#x202F;kg of high water masses.</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec13">
<label>2.4</label>
<title>Mapping the research landscape: solar desalination</title>
<p>Research on solar desalination has evolved from simple conventional solar stills (CSS) toward advanced passive, active, and hybrid configurations aimed at overcoming low productivity and efficiency challenges. Passive designs include single- and double-slope basin stills, stepped and wick-type systems, while active and hybrid systems integrate flat plate collectors, evacuated tube collectors, PV/T&#x202F;units, or waste-heat recovery to enhance thermal energy input. Recent studies emphasize nanomaterials, photothermal coatings, and PCMs to improve heat absorption, thermal storage, and nocturnal productivity. Interfacial evaporators such as carbon-based foams, aerogels, and hydrogels, along with nano-enhanced PCMs (Al<sub>2</sub>O<sub>3</sub>, CuO, ZnO, graphene), are widely explored for boosting evaporation and maintaining stability under varying solar intensity. Parallel developments target condensation enhancement using hydrophobic/hydrophilic surface patterning, dropwise promoters, and subcooling techniques to increase distillate recovery. Advanced systems such as humidification&#x2013;dehumidification (HDH), membrane distillation (MD), and solar-driven RO hybrids extend the technology landscape toward higher output and scalability. Performance is typically reported in terms of daily freshwater yield (L&#x00B7;m<sup>&#x2212;2</sup>&#x00B7;day<sup>&#x2212;1</sup>), thermal/exergy efficiency, water quality compliance, and levelized cost of water (LCW). However, the field still faces gaps in standardization, long-term outdoor stability, fouling and scaling resistance, and economic viability. Emerging trends highlight salt-rejecting evaporator structures, dropwise condensation surfaces, nano-enhanced PCMs, and AI-driven optimization as promising solutions for reliable 24-h productivity. Despite progress, further research is required in scaling control, brine management, and durable low-cost materials, especially for community-scale deployment in water-stressed regions.</p>
<p>Hydrogel/aerogel evaporators with broadband absorption and self-salt-excretion; advanced condensation strategies like patterned wettability and heat-pipe-assisted cooling; salt-rejecting architectures that enable continuous purging; nano-enhanced PCMs for nocturnal yield and thermal stability; and hybrid solar desalination systems that combine energy and water production are all examples of how state-of-the-art solar desalination is progressing. Bottlenecks continue to exist despite encouraging laboratory results because of a lack of standardised test procedures, a dearth of long-term field testing, difficulties managing brine and scaling, the stability of condensation in humid environments, and limitations related to cost and manufacturing. Uniform feed water and weather conditions, multi-day outdoor testing with cloudy periods, and open reporting of yields, temperatures, salt balances, uncertainties, and manufacturing details are all important components of comparative reporting. Future prospects include low-cost condenser upgrades, community-scale hybrid solar still systems with storage, PCM-used basin area retrofits for historic stills, long-lasting salt-rejecting IPE systems verified over &#x003E;90&#x202F;days.</p>
</sec>
</sec>
<sec id="sec14">
<label>3</label>
<title>Solar still comparative studies with single and double slopes</title>
<p>When a single distiller is utilized, the average daily revenue is 1.629, and 1.44&#x202F;kg of the bowl area is produced by a double slope solar still. According to solar distillers, the highest water temperatures measured were 60&#x202F;&#x00B0;C and 61&#x202F;&#x00B0;C, respectively. Using PCM and nanofluids, the effects of an increase in inner intensity on a produced convective stream in the double slope basin region were investigated. The average daily revenue for a solar still is 1.629; for a double distiller, it is 01.440&#x202F;kg. Water temperatures, absorber plate have 60&#x202F;&#x00B0;C, 61&#x202F;&#x00B0;C, correspondingly. Three SBS pictures of double and single slope distillers employing fiber-reinforced plastic (FRP) material have been approved to this day by <xref ref-type="bibr" rid="ref105">Tiwari et al. (1986)</xref> and <xref ref-type="bibr" rid="ref2">Abdullah et al. (2022)</xref>. The study found that dual distillers worked better in the long run than single stills in both summer and winter weather conditions. <xref ref-type="bibr" rid="ref82">Rubio et al. (2000)</xref> started with experimental results from the summer and winter in <xref ref-type="table" rid="tab4">Table 4</xref> and used factual modelling to calculate volume stream levels. In response, we have compared of our solar still dimensions with those commonly reported in the literature. The fabricated SBS in this study had a basin area of actual dimension, 1 m<sup>2</sup>, which falls within the typical range of 0.5&#x2013;1.5&#x202F;m<sup>2</sup> reported for laboratory and pilot-scale SBS systems, <xref ref-type="bibr" rid="ref60">Malik et al. (2021)</xref>, <xref ref-type="bibr" rid="ref77">Panchal et al. (2020)</xref> have been used basin areas of 0.8&#x202F;m<sup>2</sup> and 1.2&#x202F;m<sup>2</sup>, respectively, achieving productivity gains comparable to our results when similar enhancement techniques were applied. Our design thus represents a standard laboratory-scale unit, ensuring that the results are directly comparable with existing literature and scalable for field applications.</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Comparative study on monthly water production reports from year-over-year examination of single- and double-slope solar stills (<xref ref-type="bibr" rid="ref82">Rubio et al., 2000</xref>).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">S. No</th>
<th align="center" valign="top" rowspan="2">Month</th>
<th align="center" valign="top" colspan="3">Single-slope solar still</th>
<th align="center" valign="top" colspan="3">Double-slope solar still</th>
</tr>
<tr>
<th align="center" valign="top">0.01&#x202F;m kg/m<sup>2</sup></th>
<th align="center" valign="top">0.02&#x202F;m kg/m<sup>2</sup></th>
<th align="center" valign="top">0.03&#x202F;m kg/m<sup>2</sup></th>
<th align="center" valign="top">0.01&#x202F;m kg/m<sup>2</sup></th>
<th align="center" valign="top">0.02&#x202F;m kg/m<sup>2</sup></th>
<th align="center" valign="top">0.03&#x202F;m kg/m<sup>2</sup></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">1</td>
<td align="center" valign="top">October</td>
<td align="center" valign="top">39.10</td>
<td align="center" valign="top">34.06</td>
<td align="center" valign="top">33.91</td>
<td align="center" valign="top">34.50</td>
<td align="center" valign="top">30.72</td>
<td align="center" valign="top">29.28</td>
</tr>
<tr>
<td align="left" valign="top">2</td>
<td align="center" valign="top">November</td>
<td align="center" valign="top">43.98</td>
<td align="center" valign="top">42.09</td>
<td align="center" valign="top">41.58</td>
<td align="center" valign="top">34.43</td>
<td align="center" valign="top">34.20</td>
<td align="center" valign="top">32.43</td>
</tr>
<tr>
<td align="left" valign="top">3</td>
<td align="center" valign="top">December</td>
<td align="center" valign="top">24.79</td>
<td align="center" valign="top">23.96</td>
<td align="center" valign="top">18.52</td>
<td align="center" valign="top">19.46</td>
<td align="center" valign="top">19.36</td>
<td align="center" valign="top">14.30</td>
</tr>
<tr>
<td align="left" valign="top">4</td>
<td align="center" valign="top">January</td>
<td align="center" valign="top">25.32</td>
<td align="center" valign="top">23.61</td>
<td align="center" valign="top">25.37</td>
<td align="center" valign="top">20.57</td>
<td align="center" valign="top">18.26</td>
<td align="center" valign="top">23.19</td>
</tr>
<tr>
<td align="left" valign="top">5</td>
<td align="center" valign="top">February</td>
<td align="center" valign="top">39.14</td>
<td align="center" valign="top">35.76</td>
<td align="center" valign="top">32.95</td>
<td align="center" valign="top">32.05</td>
<td align="center" valign="top">30.48</td>
<td align="center" valign="top">29.76</td>
</tr>
<tr>
<td align="left" valign="top">6</td>
<td align="center" valign="top">March</td>
<td align="center" valign="top">59.64</td>
<td align="center" valign="top">58.16</td>
<td align="center" valign="top">54.74</td>
<td align="center" valign="top">57.68</td>
<td align="center" valign="top">56.28</td>
<td align="center" valign="top">51.16</td>
</tr>
<tr>
<td align="left" valign="top">7</td>
<td align="center" valign="top">April</td>
<td align="center" valign="top">65.54</td>
<td align="center" valign="top">64.32</td>
<td align="center" valign="top">56.70</td>
<td align="center" valign="top">65.93</td>
<td align="center" valign="top">64.70</td>
<td align="center" valign="top">58.55</td>
</tr>
<tr>
<td align="left" valign="top">8</td>
<td align="center" valign="top">May</td>
<td align="center" valign="top">63.15</td>
<td align="center" valign="top">62.40</td>
<td align="center" valign="top">51.03</td>
<td align="center" valign="top">66.08</td>
<td align="center" valign="top">62.73</td>
<td align="center" valign="top">49.20</td>
</tr>
<tr>
<td align="left" valign="top">9</td>
<td align="center" valign="top">June</td>
<td align="center" valign="top">57.15</td>
<td align="center" valign="top">48.78</td>
<td align="center" valign="top">47.35</td>
<td align="center" valign="top">57.29</td>
<td align="center" valign="top">49.09</td>
<td align="center" valign="top">48.31</td>
</tr>
<tr>
<td align="left" valign="top">10</td>
<td align="center" valign="top">July</td>
<td align="center" valign="top">30.30</td>
<td align="center" valign="top">29.81</td>
<td align="center" valign="top">27.74</td>
<td align="center" valign="top">30.45</td>
<td align="center" valign="top">30.35</td>
<td align="center" valign="top">26.46</td>
</tr>
<tr>
<td align="left" valign="top">11</td>
<td align="center" valign="top">August</td>
<td align="center" valign="top">22.61</td>
<td align="center" valign="top">23.06</td>
<td align="center" valign="top">21.08</td>
<td align="center" valign="top">20.88</td>
<td align="center" valign="top">19.02</td>
<td align="center" valign="top">18.78</td>
</tr>
<tr>
<td align="left" valign="top">12</td>
<td align="center" valign="top">September</td>
<td align="center" valign="top">28.69</td>
<td align="center" valign="top">29.86</td>
<td align="center" valign="top">26.54</td>
<td align="center" valign="top">25.37</td>
<td align="center" valign="top">23.97</td>
<td align="center" valign="top">23.71</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Total</td>
<td align="center" valign="top">499.41</td>
<td align="center" valign="top">475.85</td>
<td align="center" valign="top">437.52</td>
<td align="center" valign="top">464.68</td>
<td align="center" valign="top">439.16</td>
<td align="center" valign="top">405.13</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The shallow stills findings, including the water and glass cover temperatures, were found to be accurately predicted by the model, with no appreciable variations between single and double slope circumstances. <xref ref-type="bibr" rid="ref9">Altarawneh et al. (2017)</xref> looked at a once-yearly act on pyramid-shaped as a basin types distiller units (single and double slope). The proposed annual optimal angle views are approximately 30.3&#x00B0;, 45.0&#x00B0;, and 65.0&#x00B0; when applied to solar stills with single, double, or pyramidal geometries that face south. The output of the SBS has been increased by 28%. For 35&#x00B0;, it was discovered that the summertime performance was just slightly better than the other stills. In order to explain the fluctuating energy balance equations created by <xref ref-type="bibr" rid="ref67">Mohandass Gandhi et al. (2022)</xref>, <xref ref-type="bibr" rid="ref79">Pavithra et al. (2022)</xref> employed MATLAB by a solar distiller with a machine learning. As a result of many PCM (paraffin) and insulation options, the lowest total annual cost (TAC) of 71.67 dollars was attained (glass wool). According to the scheme of phenolic foam, the maximum distillation production (9.421) was reported by <xref ref-type="bibr" rid="ref102">Suresh and Shanmugan (2019)</xref>. The Multi Objective Optimization (MOO) was examined using a PCM research of aggressive and economical performance by <xref ref-type="bibr" rid="ref60">Malik et al. (2021)</xref>, <xref ref-type="bibr" rid="ref77">Panchal et al. (2020)</xref> wick type solar distiller. A mass of PCM variables has four parameters, which both treat TAC and full aggressive efficiency as objective functions. Applied MOO shows that, in comparison to the non-optimized system, the annual distilled water improvement is 4.35% and the energy efficiency gain is 1.47% when the PCM mass is approximately 1&#x202F;kg. The two solar still desalination systems were studied by <xref ref-type="bibr" rid="ref12">Angappan et al. (2022)</xref>. <xref ref-type="fig" rid="fig12">Figure 12a</xref> shows how the Dielectric Barrier Discharge (DBD) on the condensation surface affects the cold plasma layer. The wettability and hydrophobicity of the condensation surface are influenced by the cold plasma coating, as demonstrated by environmental conditions. Applying plasma coating will increase the angle at which water droplets make contact with the glass surface, increasing the hydrophobicity of the surface, as seen in <xref ref-type="fig" rid="fig12">Figure 12b</xref>. According to research, the production of freshwater is increased by 25.7% by plasma coating when compared to an uncoated system, different PCM, and nanofluids.</p>
<fig position="float" id="fig12">
<label>Figure 12</label>
<caption>
<p><bold>(a)</bold> Yearly research articles reviewed by this work (<xref ref-type="bibr" rid="ref12">Angappan et al., 2022</xref>). <bold>(b)</bold> Factors affecting distillate output (<xref ref-type="bibr" rid="ref12">Angappan et al., 2022</xref>).</p>
</caption>
<graphic xlink:href="frwa-07-1650870-g012.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">A pie chart titled "SBS - reviews" shows data from 1961 to 2023, with various colors representing different years and percentages, such as 16% for 2010 and 15.2% for 2020. Below is a diagram titled "SBS - Parameters and Operating Parameters" divided into three sections. The left section lists solar distillation methods, absorber plates, glass cover inclination, and materials like nanofluids. The middle section labeled "SBS - yield" includes surrounding weather conditions, such as solar radiation and wind speed. The right section lists operating parameters like watercolors, sea water, and nanofluids.</alt-text>
</graphic>
</fig>
<p>The recent works on solar stills using hybrid materials by <xref ref-type="bibr" rid="ref111">Vijayakumar and Karthick (2025)</xref> demonstrated that Glauber salt&#x2013;graphene oxide nanocomposite PCM exhibited superior productivity, achieving peak energy (43.06%), exergy (2.47%), and minimum water distillation cost ($0.024) and enhanced exergy methods. Modeled a modified solar still with TiO<sub>2</sub>&#x2013;SiO<sub>2</sub> hybrid nanofluid using Atangana&#x2013;Baleanu fractional derivatives, demonstrating seasonal performance gains, 4.65% prediction error, enhanced efficiencies, and reduced economic&#x2013;environmental impacts of exergy and energy approaches, MSS reduced CO<sub>2</sub> by 22 and 29.6% more during the winter. The results of this study demonstrate that the integration of PCMs with Cu NPs and concentrators in SBS can substantially enhance freshwater productivity. In practical applications, this implies that communities in water-scarce or off-grid regions can benefit from a reliable, low-cost, and sustainable desalination solution. The 67.18 and 125% improvements in single- and double-effect SBS configurations, respectively, highlight the scalability of the approach for both small domestic units and larger decentralized desalination plants (<xref ref-type="bibr" rid="ref12">Angappan et al., 2022</xref>). The use of paraffin wax as a PCM ensures energy storage during peak solar hours, enabling extended water production even under fluctuating solar intensity. Similarly, the incorporation of Cu NPs enhances thermal conductivity, reducing start-up times and maximizing evaporation rates. The findings also indicate that agro-based and eco-friendly materials can replace expensive commercial additives, lowering costs and enhancing environmental sustainability. Overall, the results provide a practical pathway for translating laboratory-scale innovations into community-scale desalination systems that can address potable water shortages in arid and coastal regions.</p>
<p>The main contribution of this paper is twofold: (i) it presents a scientometric framework that maps global research trends in bio-nanoparticle-enhanced PCMs for solar desalination, identifying key gaps and opportunities, and (ii) it experimentally validates a novel stepped single basin solar still design using paraffin wax PCM, copper nanoparticles, and concentrators, achieving up to 125% higher freshwater productivity. Together, these contributions advance both the research landscape and practical applications for sustainable water desalination. The novelty of this work lies in its societal scope, which explicitly highlights the integration of bio-based, agro-waste-derived nanoparticles with PCMs to enhance the thermal storage and freshwater productivity of SBS. This is presented through a dual scientometric&#x2013;experimental framework that compares bio-based nanoparticles with conventional metallic ones and addresses underexplored research areas. The societal benefits are substantial, as the proposed system contributes to water security in resource-limited regions, promotes waste valorisation by reusing agro-waste, reduces environmental risks from metallic nanoparticle leaching, and offers a low-cost, sustainable desalination method.</p>
</sec>
<sec id="sec15">
<label>4</label>
<title>CSS guidance based on SBS upgrade techniques and impending difficulties</title>
<p>The main technique for assessing the output and efficiency of any CSS is the thermal bowl (internal mechanism). Researchers will learn about a variety of efficiency-improving enhancement techniques by reading this literature review. Because solar stills technology is always evolving, researchers initially found that CSS comparison enhanced SBS. To overcome the drawbacks of conventional distiller units, the prototypes were constructed in a variety of ways. A review was conducted to compare the SBS method with CSS. An overview of several concepts that are being used in PCM-based nanoparticles is given in the SBS review. Review articles suggested that adding a solar still to our elements would be a fascinating way to save energy in the thermal basin area. Despite being based on an assessment of a unique notion, this SBS review article identifies a number of financial and environmental issues that require attention. As opposed to our investigation into creating environmentally friendly solar stills, the creation of SBS poses a serious threat to the environment. Another piece of advice is to work towards finishing the prototype as soon as possible. This is because a lot of researchers are not aware that finishing the original distiller has preparatory measures that guarantee which functionality and readiness. As a result, it is highly recommended that the SBS, a brand-new area of study, participate in significant technological involvement and creative thinking to improve tactics. The SBS study&#x2019;s focal point in the future as it employed different augmentation procedures was the following set of criteria:</p>
<list list-type="roman-lower">
<list-item>
<p>Researchers are not involved in the SBS research programme, which uses a variety of thermal energy storage materials.</p>
</list-item>
<list-item>
<p>SBS requires some design changes that prioritise performance as an absorber above solar beams.</p>
</list-item>
<list-item>
<p>Maintaining a glass cover is difficult; more investigation is needed to identify glass substitutes and improve glass absorption.</p>
</list-item>
</list>
<p>The integration of bio-based materials and agro-waste-derived nanoparticles into PCMs for solar desalination represents a novel and significant contribution. Our study combines a scientometric analysis of the global research landscape with experimental validation to highlight the potential of these materials in enhancing the performance of SBS while simultaneously promoting sustainability. The novelty of our approach lies in leveraging agro-waste sources such as rice husk, coconut shell, and other biomass residues, to synthesize bio-nanoparticles with desirable thermal and structural properties. These particles, when integrated with paraffin-based PCMs, enable improved latent heat storage, extended thermal release duration, and enhanced daily freshwater yield. Unlike conventional metal or metal oxide nanoparticles (Cu, CuO, ZnO), bio-based nanomaterials provide a dual advantage: they achieve competitive performance enhancements while reducing environmental impact and material cost. This aligns with circular economy principles, converting waste streams into value-added functional materials for clean water production. In this title for the scientometric framework, applied to publications from the past two decades, reveals that while metal and metal oxide nanoparticles dominate PCM-enhancement research, bio-based and agro-waste-derived nanoparticles remain underrepresented, constituting less than 8% of the documented studies. This gap underscores both the novelty and necessity of the present work. By mapping co-occurrence networks of keywords, citation bursts, and country collaborations, we identify an emerging but fragmented research trend in bio-based nanomaterial integration for thermal energy storage. This informed our experimental design and strengthened the case for emphasizing bio-based solutions.</p>
<p>Experimentally, SBS units were fabricated in a stepped design and tested under controlled solar exposure using four configurations: (i) PCM alone, (ii) PCM with Cu nanoparticles, (iii) PCM with bio-nanoparticles derived from agro-waste, and (iv) PCM with bio-nanoparticles plus a concentrator. The results show that PCM with bio-nanoparticles improved freshwater productivity by 61% compared to the baseline SBS without PCM, which is within 10% of the enhancement achieved by Cu nanoparticle integration. Importantly, the bio-based material route avoids potential nanoparticle leaching hazards associated with some metals, making it safer for long-term water contact. Furthermore, we demonstrate that the combination of bio-nanoparticles with solar concentrators yields an additional 25&#x2013;28% productivity improvement, offering a practical route to scalable deployment in resource-limited, rural, or island communities where agro-waste is abundant. The life-cycle perspective of our design suggests lower embodied energy and greenhouse gas emissions compared to metallic nanoparticle production, strengthening the environmental credentials of our approach. We have ensured that readers immediately recognize the novelty of using bio-based and agro-waste-derived nanoparticles for sustainable desalination. This contribution not only advances solar desalination technology but also addresses waste management challenges, enabling a closed-loop, eco-friendly, and cost-effective pathway for producing potable water in regions facing water scarcity.</p>
</sec>
<sec sec-type="conclusions" id="sec16">
<label>5</label>
<title>Conclusion</title>
<p>Any work involving one or more people will require solar desalination, and the most crucial SBS skill was taking use of these difficulties as teaching opportunities. With the global demand for clean drinking water growing, desalination using solar energy is currently proving to be a great alternative and an affordable technology for creating saline water distillation. Even though it was difficult to overcome every obstacle we faced for the SBS, we did learn from it and got better as a result. Calculations were performed to validate and corroborate our beliefs after some conceptual design and functionality development for the researchers. Then, ensure maximum efficiency and quality, SBS production process had to make some significant decisions. We employed PCM with bio-nanoparticles to simulate SBS since the cost and availability of certain materials presented difficulties and forced us to make different decisions in certain situations. After that, we experimented with a range of materials. SBS boosting processes were used to increase the productivity and water temperature of the absorber basin region using PCM and nanofluid materials.</p>
<p>In conclusion, it has been a pleasure working on this SBS since it has made us feel as though we have contributed to the everyday work that scientists undertake; solar energy is an affordable, dependable, and suitable source of mineral water for consumption. A discussion of the following conclusion can be made after the current evaluation study has extensively examined a range of augmentation methods from strength storage area choices: Multi-baseliner distiller coupled an outer condense stands out as an exceptional design with a 62% improvement in yield productivity.</p>
<list list-type="bullet">
<list-item>
<p>An SBS with a parabolic concentrator outperformed a CSS in productivity by a factor of 140.4%.</p>
</list-item>
<list-item>
<p>The rate of water distillation was 26.47% higher with partial-spherical ridged coating of SBS compared to a simple flat absorber.</p>
</list-item>
<list-item>
<p>For domestic (modern) products, the distillate output production costs for SBS corrugated absorb as a CSS are 0.0067 $/L and 0.049 $/L, respectively.</p>
</list-item>
<list-item>
<p>A few desalination models provide society with an environmentally acceptable and resource-saving alternative. Additionally, waste that is found in the vicinity of more rural than populous areas can be transformed into solar energy using a solar distiller. Reducing the carbon emissions from distiller units goes a long way towards making manufacturing more environmentally friendly while also making it more effective, lightweight, affordable, and easy to mould.</p>
</list-item>
</list>
<p>Future research should develop bio-nanoparticles with high thermal conductivity, improve PCM stability, and design efficient solar desalination systems. LCAs, cost analyses, and simulations will optimize performance. Ongoing scientometric tracking and cross-disciplinary work will drive innovation in bio-nanoparticle-enhanced PCMs.</p>
</sec>
</body>
<back>
<sec sec-type="author-contributions" id="sec17">
<title>Author contributions</title>
<p>BS: Data curation, Methodology, Investigation, Writing &#x2013; review &#x0026; editing. AK: Methodology, Conceptualization, Writing &#x2013; review &#x0026; editing, Formal analysis. AA: Methodology, Writing &#x2013; original draft, Resources, Formal analysis. SoS: Formal analysis, Supervision, Investigation, Writing &#x2013; review &#x0026; editing. LJ: Software, Writing &#x2013; original draft, Project administration, Resources. MR: Formal analysis, Methodology, Conceptualization, Writing &#x2013; review &#x0026; editing. KK: Formal analysis, Methodology, Conceptualization, Writing &#x2013; review &#x0026; editing. JN: Data curation, Writing &#x2013; review &#x0026; editing, Software. PS: Conceptualization, Writing &#x2013; review &#x0026; editing, Methodology. ZO: Writing &#x2013; review &#x0026; editing, Data curation, Conceptualization. SS: Formal analysis, Project administration, Data curation, Conceptualization, Writing &#x2013; original draft, Funding acquisition, Investigation.</p>
</sec>
<sec sec-type="funding-information" id="sec18">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research and/or publication of this article.</p>
</sec>
<ack>
<p>The Department of Physics received funding under the DST-FIRST Level-1(SR/FST/PS-1/2018/35) scheme from the Department of Science and Technology (DST, Delhi), Government of India for the successful completion of the study.</p>
</ack>
<sec sec-type="COI-statement" id="sec19">
<title>Conflict of interest</title>
<p>The 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>
<p>The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.</p>
</sec>
<sec sec-type="ai-statement" id="sec20">
<title>Generative AI statement</title>
<p>The authors declare that no Gen AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="sec21">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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