<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article article-type="brief-report" dtd-version="2.3" xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Environ. Sci.</journal-id>
<journal-title>Frontiers in Environmental Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Environ. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-665X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1606054</article-id>
<article-id pub-id-type="doi">10.3389/fenvs.2025.1606054</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Environmental Science</subject>
<subj-group>
<subject>Perspective</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Soil pollution and remediation: emerging challenges and innovations</article-title>
<alt-title alt-title-type="left-running-head">Chen et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fenvs.2025.1606054">10.3389/fenvs.2025.1606054</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Chen</surname>
<given-names>Hao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1330080/overview"/>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gao</surname>
<given-names>Bin</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/89489/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Yuncong</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1213121/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Agriculture, Landscape and Environment</institution>, <institution>University of Vermont</institution>, <addr-line>Burlington</addr-line>, <addr-line>VT</addr-line>, <country>United States</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Civil and Environmental Engineering</institution>, <institution>Rensselaer Polytechnic Institute</institution>, <addr-line>Troy</addr-line>, <addr-line>NY</addr-line>, <country>United States</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Soil, Water, and Ecosystem Sciences</institution>, <institution>Tropical Research and Education Center</institution>, <institution>University of Florida</institution>, <addr-line>Homestead</addr-line>, <addr-line>FL</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/281942/overview">Martin Siegert</ext-link>, University of Exeter, United Kingdom</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/81071/overview">Alexander Kokhanovsky</ext-link>, German Research Centre for Geosciences, Germany</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Hao Chen, <email>Hao.Chen@uvm.edu</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>29</day>
<month>04</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>13</volume>
<elocation-id>1606054</elocation-id>
<history>
<date date-type="received">
<day>04</day>
<month>04</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>17</day>
<month>04</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Chen, Gao and Li.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Chen, Gao and Li</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>This perspective addresses the critical issue of soil pollution, exacerbated by rapid urbanization, intensive agriculture, and climate change, which introduces a complex mix of contaminants such as heavy metals, pesticides, per- and polyfluoroalkyl substances, and microplastics into the soil. These pollutants pose severe risks to environmental health and agricultural productivity by altering soil functionality and contaminant mobility. This perspective summarizes innovative monitoring and remediation technologies, including advanced sensors and bioremediation strategies, that enable real-time detection and effective management of soil pollutants. The integration of artificial intelligence and machine learning offers significant advancements in predicting and managing soil contamination dynamics. Furthermore, the perspective discusses the challenges and future directions in soil pollution research, particularly the need for robust policy frameworks and international cooperation to effectively manage and mitigate soil contamination. Emphasizing a multidisciplinary approach, this study calls for enhanced global standards, public engagement, and continued scientific research to develop sustainable solutions for soil remediation and to ensure the protection of vital soil resources for future generations.</p>
</abstract>
<kwd-group>
<kwd>soil pollution</kwd>
<kwd>soil remediation</kwd>
<kwd>extreme weather</kwd>
<kwd>pollution sensor</kwd>
<kwd>environment policies</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Soil Processes</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Soil pollution, driven by rapid urbanization, intensive agriculture, and industrial expansion, represents a critical environmental concern (<xref ref-type="bibr" rid="B47">Zhang et al., 2023</xref>; <xref ref-type="bibr" rid="B27">Roy et al., 2022</xref>). The mixed matrix of pollutants in soils, such as heavy metals, pesticides, pharmaceuticals, per- and polyfluoroalkyl substances (PFAS), and microplastics, poses significant risks to soil health and agricultural productivity, complicating remediation efforts (<xref ref-type="bibr" rid="B23">Maddela et al., 2022</xref>; <xref ref-type="bibr" rid="B22">Liu et al., 2024</xref>). Climate change further affects soil pollution dynamics, altering pollutant behavior, mobility, and environmental fate (<xref ref-type="bibr" rid="B6">Biswas et al., 2018</xref>). Concurrently, advances in analytical methods, sensors, and artificial intelligence present opportunities for precise and real-time monitoring and management of soil contamination (<xref ref-type="bibr" rid="B14">Fan et al., 2022</xref>; <xref ref-type="bibr" rid="B2">Aniagor et al., 2022</xref>). This paper examines recent advances in understanding soil contaminants, the impact of extreme climate-induced changes on pollutant dynamics, and innovative technologies for pollution monitoring, assessment, and remediation. Furthermore, it explores integrated policy frameworks, social-economic initiatives, and education efforts for protecting soil resources, aiming to guide future research, policy development, and global collaboration.</p>
</sec>
<sec id="s2">
<title>Emerging challenges</title>
<p>Soil co-contamination with inorganic and organic pollutants, along with particle matters is increasingly common due to complex industrial activities and the reuse of waste materials (<xref ref-type="bibr" rid="B5">Bian et al., 2024</xref>). Understanding these interactions is challenging since coexisting pollutants can alter each other&#x2019;s physicochemical behavior and toxicity, subsequently affecting the effectiveness of soil remediation strategies (<xref ref-type="bibr" rid="B25">Nie et al., 2024</xref>; <xref ref-type="bibr" rid="B45">Zeng et al., 2024</xref>). For example, combined metals, organic contaminants (such as petroleum, pesticides, pharmaceuticals, and PFAS), or microplastics can exacerbate toxicity beyond individual effects or enhance each other&#x2019;s mobility and persistence in the soil matrix (<xref ref-type="bibr" rid="B13">Deng et al., 2017</xref>; <xref ref-type="bibr" rid="B19">Kastury et al., 2023</xref>). Current soil pollution studies primarily focus on a single pollutant or a group of similar pollutants; thus, improving knowledge of pollutant interactions is critical for risk assessments and effective remediation.</p>
<p>Extreme weather conditions, including temperature fluctuations, flooding, and drought, significantly affect the fate and transport of soil contaminants. Elevated temperatures can increase the volatilization of pollutants (e.g., mercury or polycyclic aromatic hydrocarbons), promoting their atmospheric transport and deposition (<xref ref-type="bibr" rid="B10">Ch&#xe9;telat et al., 2022</xref>; <xref ref-type="bibr" rid="B16">Gbeddy et al., 2020</xref>). Flooding alters soil physicochemical conditions, mobilizing contaminants previously bound to soil matrices and significantly increasing pollutant mobility (<xref ref-type="bibr" rid="B11">Ciszewski and Grygar, 2016</xref>). Additionally, intense rainfall events accelerate contaminant leaching, potentially altering transport patterns of pollutants (<xref ref-type="bibr" rid="B35">Stuart et al., 2011</xref>). Drought concentrates contaminants and enhances soil oxidation, which may shift redox-sensitive species and alter organic pollutant transformation pathways (<xref ref-type="bibr" rid="B46">Zhang and Furman, 2021</xref>). Due to the increasing frequency of extreme weather events, future research should integrate climate variables into soil pollution migration models.</p>
<p>Rapid urbanization and intensified agriculture introduce soil to a wide range of contaminants, thereby disrupting soil health and its ecological functions (<xref ref-type="bibr" rid="B9">Chen, 2007</xref>; <xref ref-type="bibr" rid="B21">Li et al., 2018</xref>). Urban sources like industrial emissions, road dust, construction materials, and waste disposal contribute contaminants such as heavy metals, hydrocarbons, PFAS, and hazardous particles (<xref ref-type="bibr" rid="B17">Goonetilleke et al., 2017</xref>; <xref ref-type="bibr" rid="B28">Sager, 2020</xref>; <xref ref-type="bibr" rid="B43">Yao et al., 2024</xref>). Agricultural practices add significant loads of pesticides, herbicides, synthetic fertilizers, and veterinary pharmaceuticals, which accumulate in soil over time (<xref ref-type="bibr" rid="B42">Yan et al., 2022</xref>). These contaminants pose risks to human health through direct exposure, bioaccumulation in food chains, and groundwater contamination (<xref ref-type="bibr" rid="B4">Baweja et al., 2020</xref>). Innovative approaches are needed to prevent soil pollution amid sustainable urbanization and agricultural intensification.</p>
</sec>
<sec id="s3">
<title>Innovative monitoring and remediation technologies</title>
<p>Advanced sensing technologies enable specific, real-time detection of soil contaminants such as molecularly imprinted polymers, aptamers, microbial biosensors, and microelectromechanical systems-based arrays (<xref ref-type="bibr" rid="B32">Shah et al., 2023</xref>). Integrated with wireless platforms, these tools support continuous monitoring, timely data delivery, and informed mitigation strategies for stakeholders (<xref ref-type="bibr" rid="B36">Tsakiridis et al., 2023</xref>). Recent advances in sensor technology for monitoring soil contaminants are characterized by breakthroughs in microfluidics, miniaturization, and multiplexing techniques. Microfluidics enables precise control of flow and reaction conditions, thus promotes sample processing efficiency (<xref ref-type="bibr" rid="B3">Aryal et al., 2024</xref>). Miniaturized sensors allow for portable or field-deployable detection for <italic>in-situ</italic> monitoring with reduced field sampling and laboratory analysis (<xref ref-type="bibr" rid="B31">Satish, 2024</xref>). Multiplexed platforms are cost-effective and designed for the simultaneous detection of multiple pollution (<xref ref-type="bibr" rid="B12">Coskun et al., 2019</xref>). These innovations are driving the development of next-generation sensors for scalable soil pollution monitoring.</p>
<p>Artificial Intelligence (AI) and advanced statistical methods represent emerging tools for tackling the complexity of soil pollution dynamics (<xref ref-type="bibr" rid="B40">Wani et al., 2024</xref>). Deep-learning algorithms, such as convolutional neural networks, analyze high-dimensional sensor data and hyperspectral images for soil pollution identification and spatial mapping (<xref ref-type="bibr" rid="B39">Wang et al., 2024</xref>). Machine learning approaches, such as random forests, support vector machines, and gradient-boosting models, have been applied in modeling source attribution or soil contaminant distribution (<xref ref-type="bibr" rid="B41">Wei et al., 2019</xref>; <xref ref-type="bibr" rid="B30">Sakizadeh et al., 2017</xref>; <xref ref-type="bibr" rid="B37">Wang et al., 2020</xref>). Additionally, advanced geostatistical techniques, such as Bayesian hierarchical modeling and kriging interpolation, provide frameworks to quantify uncertainties and predict contaminant transport at large scales (<xref ref-type="bibr" rid="B38">Wang et al., 2023</xref>; <xref ref-type="bibr" rid="B7">Boente et al., 2019</xref>). Future research should integrate AI-driven analytical workflows for proactive pollution management.</p>
<p>Advances in bioremediation are revolutionizing soil remediation efforts using biological agents to degrade persistent contaminants such as PFAS (<xref ref-type="bibr" rid="B44">Ye et al., 2017</xref>; <xref ref-type="bibr" rid="B20">Lee et al., 2025</xref>). Recent studies have utilized engineered microbial strains, which can defluorinate PFAS under anaerobic conditions, significantly reducing PFAS toxicity and persistence (<xref ref-type="bibr" rid="B34">Smorada et al., 2024</xref>). Phytoremediation research has led to a new direction using genetically engineered plants with enhanced detoxifying enzymes for the degradation of broader organic pollutants (<xref ref-type="bibr" rid="B1">Abhilash et al., 2009</xref>). To enhance bioremediation of soil contaminants, future research should explore targeted genetic improvements in plants and microbes, along with the optimization of metabolic pathways for pollutant degradation with emphasis on field-scale validation.</p>
</sec>
<sec id="s4">
<title>Policy and regulatory developments</title>
<p>Strengthening global regulatory standards is critical for effectively managing soil pollution, particularly for contaminants with transboundary impacts, such as airborne heavy metals, persistent organic pollutants (POPs), or PFAS. International agreements, like the Stockholm Convention on POPs and the United Nations Environment Programme (UNEP)&#x2019;s guideline for PFAS, emphasize global cooperation for managing traditional and emerging contaminants in soil. (<xref ref-type="bibr" rid="B8">Cheng et al., 2023</xref>; <xref ref-type="bibr" rid="B15">Fiedler et al., 2022</xref>). However, substantial gaps remain due to a lack of unified guidelines and consistent monitoring protocols for pollutants globally. Future policymaking should enhance global standards and cooperation frameworks to improve the capacity to manage the risks associated with transboundary soil contamination.</p>
<p>Evidence-based policymaking for soil pollution control requires the integration of regulatory decisions with scientific data. Recent examples include the European Union&#x2019;s Soil Strategy for 2030, which incorporates data from large-scale monitoring programs and advanced risk assessment methodologies, and the U.S. EPA&#x2019;s evolving guidelines on PFAS, informed by ongoing toxicological and environmental research (<xref ref-type="bibr" rid="B26">Panagos et al., 2022</xref>). Leveraging machine learning and data analytics for predictive scenario modeling, current research data enable risk forecasting to support policy-related decision-making processes. Future research efforts should focus on improving the transparency and accessibility of scientific data, enhancing collaboration, and developing adaptive policy frameworks that can incorporate new scientific insights rapidly.</p>
<p>Public engagement and education are crucial for soil pollution prevention and management. Recent community science projects, such as citizen-led microplastic monitoring campaigns, have demonstrated that informed community participation can enhance data collection capabilities and increase public awareness (<xref ref-type="bibr" rid="B33">Sinha et al., 2024</xref>). By combining science with community outreach, &#x201c;SoilSHOP&#x201d; initiative led by the U.S. Agency for Toxic Substances and Disease Registry empowers individuals to take action and reduce exposure risks in their own environments (<xref ref-type="bibr" rid="B29">Saikawa et al., 2023</xref>). Future outreach efforts should prioritize developing accessible educational resources encouraging community participation for collaborative approaches toward sustainable soil management.</p>
<p>Soil contamination reduces agricultural productivity imposes significant social and economic burdens, exacerbating social inequalities (<xref ref-type="bibr" rid="B24">Martinho, 2020</xref>). Economically, soil pollution contributes to substantial losses, land devaluation, and high remediation costs (<xref ref-type="bibr" rid="B18">Graves et al., 2015</xref>). Future research should prioritize incorporating socio-economic vulnerability indicators into pollution risk assessment frameworks, that could enhance the equitable pollution control policies, thus better protecting vulnerable communities. Economic modeling quantifies the long-term economic benefits of soil protection and pollution management should also be emphasized to reinforce the soil remediation investment.</p>
</sec>
<sec sec-type="conclusion" id="s5">
<title>Conclusion</title>
<p>Co-contamination, extreme weather events, rapid urbanization, and intensified agriculture pose significant challenges for protecting soil resources. These challenges highlight the importance of integrating advanced monitoring technologies, precise analytical tools, and science-based policies. Embracing sustainable practices combined with enhanced global standards and targeted bioremediation can effectively manage soil contaminants and facilitate restoration. Addressing socioeconomic impacts, actively promoting and engaging local communities, and continuous collaboration among scientists, policymakers, and the public remain essential for protecting soil resources and promoting soil health.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="s7">
<title>Author contributions</title>
<p>HC: Writing &#x2013; original draft. BG: Writing &#x2013; review and editing, Conceptualization. YL: Validation, Writing &#x2013; review and editing, Conceptualization, Supervision.</p>
</sec>
<sec sec-type="funding-information" id="s8">
<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>
<sec sec-type="COI-statement" id="s9">
<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="s10">
<title>Generative AI statement</title>
<p>The author(s) declare that Generative AI was used in the creation of this manuscript. Improve the writing to make it easier to read.</p>
</sec>
<sec sec-type="disclaimer" id="s11">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Abhilash</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Jamil</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Singh</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Transgenic plants for enhanced biodegradation and phytoremediation of organic xenobiotics</article-title>. <source>Biotechnol. Adv.</source> <volume>27</volume>, <fpage>474</fpage>&#x2013;<lpage>488</lpage>. <pub-id pub-id-type="doi">10.1016/j.biotechadv.2009.04.002</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Aniagor</surname>
<given-names>C. O.</given-names>
</name>
<name>
<surname>Ejimofor</surname>
<given-names>M. I.</given-names>
</name>
<name>
<surname>Oba</surname>
<given-names>S. N.</given-names>
</name>
<name>
<surname>Menkiti</surname>
<given-names>M. C.</given-names>
</name>
</person-group> (<year>2022</year>). &#x201c;<article-title>Application of artificial intelligence in the mapping and measurement of soil pollution</article-title>,&#x201d; in <source>Current trends and advances in computer-aided intelligent environmental data engineering</source>. <publisher-name>Elsevier</publisher-name>.</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Aryal</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Hefner</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Martinez</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Henry</surname>
<given-names>C. S.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Microfluidics in environmental analysis: advancements, challenges, and future prospects for rapid and efficient monitoring</article-title>. <source>Lab a Chip</source> <volume>24</volume>, <fpage>1175</fpage>&#x2013;<lpage>1206</lpage>. <pub-id pub-id-type="doi">10.1039/d3lc00871a</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Baweja</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Kumar</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Kumar</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Fertilizers and pesticides: their impact on soil health and environment</article-title>. <source>Soil health</source>, <fpage>265</fpage>&#x2013;<lpage>285</lpage>. <pub-id pub-id-type="doi">10.1007/978-3-030-44364-1_15</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bian</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Peng</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>A critical review of co-pollution of microplastics and heavy metals in agricultural soil environments</article-title>. <source>Ecotoxicol. Environ. Saf.</source> <volume>286</volume>, <fpage>117248</fpage>. <pub-id pub-id-type="doi">10.1016/j.ecoenv.2024.117248</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Biswas</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Qi</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Biswas</surname>
<given-names>J. K.</given-names>
</name>
<name>
<surname>Wijayawardena</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Khan</surname>
<given-names>M. A. I.</given-names>
</name>
<name>
<surname>Naidu</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>The fate of chemical pollutants with soil properties and processes in the climate change paradigm&#x2014;a review</article-title>. <source>Soil Syst.</source> <volume>2</volume>, <fpage>51</fpage>. <pub-id pub-id-type="doi">10.3390/soilsystems2030051</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Boente</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Albuquerque</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Gerassis</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Rodr&#xed;GUEZ-Vald&#xe9;S</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Gallego</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>A coupled multivariate statistics, geostatistical and machine-learning approach to address soil pollution in a prototypical Hg-mining site in a natural reserve</article-title>. <source>Chemosphere</source> <volume>218</volume>, <fpage>767</fpage>&#x2013;<lpage>777</lpage>. <pub-id pub-id-type="doi">10.1016/j.chemosphere.2018.11.172</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cheng</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>An</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Qi</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Gu</surname>
<given-names>B.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Temporal trends of legacy and emerging PFASs from 2011 to 2021 in agricultural soils of eastern China: impacts of the Stockholm convention</article-title>. <source>Environ. Sci. and Technol.</source> <volume>57</volume>, <fpage>9277</fpage>&#x2013;<lpage>9286</lpage>. <pub-id pub-id-type="doi">10.1021/acs.est.2c07873</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>Rapid urbanization in China: a real challenge to soil protection and food security</article-title>. <source>Catena</source> <volume>69</volume>, <fpage>1</fpage>&#x2013;<lpage>15</lpage>. <pub-id pub-id-type="doi">10.1016/j.catena.2006.04.019</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ch&#xe9;TELAT</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Mckinney</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Amyot</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Dastoor</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Douglas</surname>
<given-names>T. A.</given-names>
</name>
<name>
<surname>Heimb&#xfc;RGER-Boavida</surname>
<given-names>L.-E.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Climate change and mercury in the Arctic: abiotic interactions</article-title>. <source>Sci. Total Environ.</source> <volume>824</volume>, <fpage>153715</fpage>. <pub-id pub-id-type="doi">10.1016/j.scitotenv.2022.153715</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ciszewski</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Grygar</surname>
<given-names>T. M.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>A review of flood-related storage and remobilization of heavy metal pollutants in river systems</article-title>. <source>Water Air and Soil Pollut.</source> <volume>227</volume>, <fpage>239</fpage>. <pub-id pub-id-type="doi">10.1007/s11270-016-2934-8</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Coskun</surname>
<given-names>A. F.</given-names>
</name>
<name>
<surname>Topkaya</surname>
<given-names>S. N.</given-names>
</name>
<name>
<surname>Yetisen</surname>
<given-names>A. K.</given-names>
</name>
<name>
<surname>Cetin</surname>
<given-names>A. E.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Portable multiplex optical assays</article-title>. <source>Adv. Opt. Mater.</source> <volume>7</volume>, <fpage>1801109</fpage>. <pub-id pub-id-type="doi">10.1002/adom.201801109</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Deng</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Majumdar</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>White</surname>
<given-names>J. C.</given-names>
</name>
<name>
<surname>Gardea-Torresdey</surname>
<given-names>J. L.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Nanoparticle interactions with co-existing contaminants: joint toxicity, bioaccumulation and risk</article-title>. <source>Nanotoxicology</source> <volume>11</volume>, <fpage>591</fpage>&#x2013;<lpage>612</lpage>. <pub-id pub-id-type="doi">10.1080/17435390.2017.1343404</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fan</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Funk</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Rashid</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Herman</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Bompoti</surname>
<given-names>N.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>A critical review for real-time continuous soil monitoring: advantages, challenges, and perspectives</article-title>. <source>Environ. Sci. and Technol.</source> <volume>56</volume>, <fpage>13546</fpage>&#x2013;<lpage>13564</lpage>. <pub-id pub-id-type="doi">10.1021/acs.est.2c03562</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fiedler</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Sadia</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Baabish</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Sobhanei</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Perfluoroalkane substances in national samples from global monitoring plan projects (2017&#x2013;2019)</article-title>. <source>Chemosphere</source> <volume>307</volume>, <fpage>136038</fpage>. <pub-id pub-id-type="doi">10.1016/j.chemosphere.2022.136038</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gbeddy</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Goonetilleke</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Ayoko</surname>
<given-names>G. A.</given-names>
</name>
<name>
<surname>Egodawatta</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Transformation and degradation of polycyclic aromatic hydrocarbons (PAHs) in urban road surfaces: influential factors, implications and recommendations</article-title>. <source>Environ. Pollut.</source> <volume>257</volume>, <fpage>113510</fpage>. <pub-id pub-id-type="doi">10.1016/j.envpol.2019.113510</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Goonetilleke</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Wijesiri</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Bandala</surname>
<given-names>E. R.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Water and soil pollution implications of road traffic</article-title>.</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Graves</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Morris</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Deeks</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Rickson</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Kibblewhite</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Harris</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>The total costs of soil degradation in England and Wales</article-title>. <source>Ecol. Econ.</source> <volume>119</volume>, <fpage>399</fpage>&#x2013;<lpage>413</lpage>. <pub-id pub-id-type="doi">10.1016/j.ecolecon.2015.07.026</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kastury</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Karna</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Betts</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Scheckel</surname>
<given-names>K. G.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>L. Q.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Opportunities and challenges associated with bioavailability-based remediation strategies for lead-contaminated soil with arsenic as a Co-Contaminant&#x2014;a critical review</article-title>. <source>Curr. Pollut. Rep.</source> <volume>9</volume>, <fpage>213</fpage>&#x2013;<lpage>225</lpage>. <pub-id pub-id-type="doi">10.1007/s40726-023-00252-z</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lee</surname>
<given-names>Y.-Y.</given-names>
</name>
<name>
<surname>Cho</surname>
<given-names>K.-S.</given-names>
</name>
<name>
<surname>Yun</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2025</year>). <article-title>Phytoremediaton strategies for Co-contaminated soils: overcoming challenges, enhancing efficiency, and exploring future advancements and innovations</article-title>. <source>Processes</source> <volume>13</volume>, <fpage>132</fpage>. <pub-id pub-id-type="doi">10.3390/pr13010132</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>G. X.</given-names>
</name>
<name>
<surname>Ren</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Luo</surname>
<given-names>X. S.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>Y. G.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Urban soil and human health: a review</article-title>. <source>Eur. J. Soil Sci.</source> <volume>69</volume>, <fpage>196</fpage>&#x2013;<lpage>215</lpage>. <pub-id pub-id-type="doi">10.1111/ejss.12518</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Sathishkumar</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Saxena</surname>
<given-names>K. K.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Naraginiti</surname>
<given-names>S.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Frontiers in environmental cleanup: recent advances in remediation of emerging pollutants from soil and water</article-title>. <source>J. Hazard. Mater. Adv.</source> <volume>16</volume>, <fpage>100461</fpage>. <pub-id pub-id-type="doi">10.1016/j.hazadv.2024.100461</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Maddela</surname>
<given-names>N. R.</given-names>
</name>
<name>
<surname>Ramakrishnan</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Kakarla</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Venkateswarlu</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Megharaj</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Major contaminants of emerging concern in soils: a perspective on potential health risks</article-title>. <source>RSC Adv.</source> <volume>12</volume>, <fpage>12396</fpage>&#x2013;<lpage>12415</lpage>. <pub-id pub-id-type="doi">10.1039/d1ra09072k</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Martinho</surname>
<given-names>V. J. P. D.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Exploring the topics of soil pollution and agricultural economics: highlighting good practices</article-title>. <source>Agriculture</source> <volume>10</volume>, <fpage>24</fpage>. <pub-id pub-id-type="doi">10.3390/agriculture10010024</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nie</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Q.-M.</given-names>
</name>
<name>
<surname>Han</surname>
<given-names>L.-J.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>J.-S.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Synergistic remediation strategies for soil contaminated with compound heavy metals and organic pollutants</article-title>. <source>J. Environ. Chem. Eng.</source> <volume>12</volume>, <fpage>113145</fpage>. <pub-id pub-id-type="doi">10.1016/j.jece.2024.113145</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Panagos</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Montanarella</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Barbero</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Schneegans</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Aguglia</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Jones</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Soil priorities in the European union</article-title>. <source>Geoderma Reg.</source> <volume>29</volume>, <fpage>e00510</fpage>. <pub-id pub-id-type="doi">10.1016/j.geodrs.2022.e00510</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Roy</surname>
<given-names>P. S.</given-names>
</name>
<name>
<surname>Ramachandran</surname>
<given-names>R. M.</given-names>
</name>
<name>
<surname>Paul</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Thakur</surname>
<given-names>P. K.</given-names>
</name>
<name>
<surname>Ravan</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Behera</surname>
<given-names>M. D.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Anthropogenic land use and land cover changes&#x2014;a review on its environmental consequences and climate change</article-title>. <source>J. Indian Soc. Remote Sens.</source> <volume>50</volume>, <fpage>1615</fpage>&#x2013;<lpage>1640</lpage>. <pub-id pub-id-type="doi">10.1007/s12524-022-01569-w</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sager</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Urban soils and road dust&#x2014;civilization effects and metal pollution&#x2014;a review</article-title>. <source>Environments</source> <volume>7</volume>, <fpage>98</fpage>. <pub-id pub-id-type="doi">10.3390/environments7110098</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Saikawa</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Lebow-Skelley</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Hernandez</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Flack-Walker</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Bing</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Hunter</surname>
<given-names>C. M.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Developing and implementing in-person and virtual SoilSHOPs in Atlanta, Georgia, as a community-engaged approach to screen and prevent soil lead exposure</article-title>. <source>J. Public Health Manag. Pract.</source> <volume>29</volume>, <fpage>E157</fpage>&#x2013;<lpage>E161</lpage>. <pub-id pub-id-type="doi">10.1097/phh.0000000000001662</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sakizadeh</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Mirzaei</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Ghorbani</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Support vector machine and artificial neural network to model soil pollution: a case study in Semnan Province, Iran</article-title>. <source>Neural Comput. Appl.</source> <volume>28</volume>, <fpage>3229</fpage>&#x2013;<lpage>3238</lpage>. <pub-id pub-id-type="doi">10.1007/s00521-016-2231-x</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Satish</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Portable low-cost miniature sensors for environmental monitoring</article-title>. <source>Nanotechnol. Miniaturization</source>, <fpage>275</fpage>&#x2013;<lpage>325</lpage>. <pub-id pub-id-type="doi">10.1007/978-3-031-72004-8_15</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shah</surname>
<given-names>M. M.</given-names>
</name>
<name>
<surname>Ahmad</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Boota</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Jensen</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>LA Frano</surname>
<given-names>M. R.</given-names>
</name>
<name>
<surname>Irudayaraj</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Sensor technologies for the detection and monitoring of endocrine-disrupting chemicals</article-title>. <source>Front. Bioeng. Biotechnol.</source> <volume>11</volume>, <fpage>1141523</fpage>. <pub-id pub-id-type="doi">10.3389/fbioe.2023.1141523</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sinha</surname>
<given-names>R. K.</given-names>
</name>
<name>
<surname>Kumar</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Phartyal</surname>
<given-names>S. S.</given-names>
</name>
<name>
<surname>Sharma</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Interventions of citizen science for mitigation and management of plastic pollution: understanding sustainable development goals, policies, and regulations</article-title>. <source>Sci. Total Environ.</source> <volume>955</volume>, <fpage>176621</fpage>. <pub-id pub-id-type="doi">10.1016/j.scitotenv.2024.176621</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Smorada</surname>
<given-names>C. M.</given-names>
</name>
<name>
<surname>Sima</surname>
<given-names>M. W.</given-names>
</name>
<name>
<surname>Jaff&#xe9;</surname>
<given-names>P. R.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Bacterial degradation of perfluoroalkyl acids</article-title>. <source>Curr. Opin. Biotechnol.</source> <volume>88</volume>, <fpage>103170</fpage>. <pub-id pub-id-type="doi">10.1016/j.copbio.2024.103170</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Stuart</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Gooddy</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Bloomfield</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Williams</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>A review of the impact of climate change on future nitrate concentrations in groundwater of the UK</article-title>. <source>Sci. Total Environ.</source> <volume>409</volume>, <fpage>2859</fpage>&#x2013;<lpage>2873</lpage>. <pub-id pub-id-type="doi">10.1016/j.scitotenv.2011.04.016</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tsakiridis</surname>
<given-names>N. L.</given-names>
</name>
<name>
<surname>Samarinas</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Kalopesa</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Zalidis</surname>
<given-names>G. C.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Cognitive soil digital twin for monitoring the soil ecosystem: a conceptual framework</article-title>. <source>Soil Syst.</source> <volume>7</volume>, <fpage>88</fpage>. <pub-id pub-id-type="doi">10.3390/soilsystems7040088</pub-id>
</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Yilihamu</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Yuan</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Bai</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Prediction models of soil heavy metal (loid) s concentration for agricultural land in Dongli: a comparison of regression and random forest</article-title>. <source>Ecol. Indic.</source> <volume>119</volume>, <fpage>106801</fpage>. <pub-id pub-id-type="doi">10.1016/j.ecolind.2020.106801</pub-id>
</citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Qi</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zeng</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Cui</surname>
<given-names>B.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>A novel regional-scale human health risk assessment model for soil heavy metal (loid) pollution based on empirical Bayesian kriging</article-title>. <source>Ecotoxicol. Environ. Saf.</source> <volume>258</volume>, <fpage>114953</fpage>. <pub-id pub-id-type="doi">10.1016/j.ecoenv.2023.114953</pub-id>
</citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zou</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Chai</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Feng</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Monitoring of soil heavy metals based on hyperspectral remote sensing: a review</article-title>. <source>Earth-Science Rev.</source> <volume>254</volume>, <fpage>104814</fpage>. <pub-id pub-id-type="doi">10.1016/j.earscirev.2024.104814</pub-id>
</citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wani</surname>
<given-names>A. K.</given-names>
</name>
<name>
<surname>Rahayu</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Ben Amor</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Quadir</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Murianingrum</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Parnidi</surname>
<given-names>P.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Environmental resilience through artificial intelligence: innovations in monitoring and management</article-title>. <source>Environ. Sci. Pollut. Res.</source> <volume>31</volume>, <fpage>18379</fpage>&#x2013;<lpage>18395</lpage>. <pub-id pub-id-type="doi">10.1007/s11356-024-32404-z</pub-id>
</citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wei</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Yuan</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Zhong</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>An improved gradient boosting regression tree estimation model for soil heavy metal (Arsenic) pollution monitoring using hyperspectral remote sensing</article-title>. <source>Appl. Sci.</source> <volume>9</volume>, <fpage>1943</fpage>. <pub-id pub-id-type="doi">10.3390/app9091943</pub-id>
</citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yan</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Xiong</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Singh</surname>
<given-names>B. K.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Sustainable agricultural practices contribute significantly to One Health</article-title>. <source>J. Sustain. Agric. Environ.</source> <volume>1</volume>, <fpage>165</fpage>&#x2013;<lpage>176</lpage>. <pub-id pub-id-type="doi">10.1002/sae2.12019</pub-id>
</citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yao</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Shen</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Mei</surname>
<given-names>N.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Heavy metal pollution in agricultural soils from surrounding industries with low emissions: assessing contamination levels and sources</article-title>. <source>Sci. Total Environ.</source> <volume>917</volume>, <fpage>170610</fpage>. <pub-id pub-id-type="doi">10.1016/j.scitotenv.2024.170610</pub-id>
</citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ye</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Zeng</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Dai</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Liang</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Biological technologies for the remediation of co-contaminated soil</article-title>. <source>Crit. Rev. Biotechnol.</source> <volume>37</volume>, <fpage>1062</fpage>&#x2013;<lpage>1076</lpage>. <pub-id pub-id-type="doi">10.1080/07388551.2017.1304357</pub-id>
</citation>
</ref>
<ref id="B45">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zeng</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Dai</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Dahlgren</surname>
<given-names>R. A.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Environmental interactions and remediation strategies for co-occurring pollutants in soil</article-title>. <source>Earth Crit. Zone</source> <volume>1</volume>, <fpage>100002</fpage>. <pub-id pub-id-type="doi">10.1016/j.ecz.2024.100002</pub-id>
</citation>
</ref>
<ref id="B46">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Furman</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Soil redox dynamics under dynamic hydrologic regimes-A review</article-title>. <source>Sci. Total Environ.</source> <volume>763</volume>, <fpage>143026</fpage>. <pub-id pub-id-type="doi">10.1016/j.scitotenv.2020.143026</pub-id>
</citation>
</ref>
<ref id="B47">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Han</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Z.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Connotation, status, and governance of land ecological security in China&#x2019;s new urbanization: recent advances and future prospects</article-title>. <source>Environ. Sci. Pollut. Res.</source> <volume>30</volume>, <fpage>119654</fpage>&#x2013;<lpage>119670</lpage>. <pub-id pub-id-type="doi">10.1007/s11356-023-30888-9</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>