{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,18]],"date-time":"2026-03-18T07:04:02Z","timestamp":1773817442276,"version":"3.50.1"},"reference-count":73,"publisher":"MDPI AG","issue":"20","license":[{"start":{"date-parts":[[2023,10,18]],"date-time":"2023-10-18T00:00:00Z","timestamp":1697587200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"S\u00e3o Paulo Research Foundation\u2014FAPESP","award":["2022\/05062-3"],"award-info":[{"award-number":["2022\/05062-3"]}]},{"name":"S\u00e3o Paulo Research Foundation\u2014FAPESP","award":["001"],"award-info":[{"award-number":["001"]}]},{"name":"S\u00e3o Paulo Research Foundation\u2014FAPESP","award":["UIDP\/GEO\/04084\/2020_UC"],"award-info":[{"award-number":["UIDP\/GEO\/04084\/2020_UC"]}]},{"name":"Coordination of Superior Level Staff Improvement\u2014CAPES (Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de N\u00edvel Superior)","award":["2022\/05062-3"],"award-info":[{"award-number":["2022\/05062-3"]}]},{"name":"Coordination of Superior Level Staff Improvement\u2014CAPES (Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de N\u00edvel Superior)","award":["001"],"award-info":[{"award-number":["001"]}]},{"name":"Coordination of Superior Level Staff Improvement\u2014CAPES (Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de N\u00edvel Superior)","award":["UIDP\/GEO\/04084\/2020_UC"],"award-info":[{"award-number":["UIDP\/GEO\/04084\/2020_UC"]}]},{"name":"Postgraduate Program in Environmental Sciences, Paulista State University \u201cJ\u00falio de Mesquita Filho\u201d (UNESP), S\u00e3o Paulo","award":["2022\/05062-3"],"award-info":[{"award-number":["2022\/05062-3"]}]},{"name":"Postgraduate Program in Environmental Sciences, Paulista State University \u201cJ\u00falio de Mesquita Filho\u201d (UNESP), S\u00e3o Paulo","award":["001"],"award-info":[{"award-number":["001"]}]},{"name":"Postgraduate Program in Environmental Sciences, Paulista State University \u201cJ\u00falio de Mesquita Filho\u201d (UNESP), S\u00e3o Paulo","award":["UIDP\/GEO\/04084\/2020_UC"],"award-info":[{"award-number":["UIDP\/GEO\/04084\/2020_UC"]}]},{"name":"Centre of Studies in Geography and Spatial Planning (CEGOT), University of Coimbra, Portugal","award":["2022\/05062-3"],"award-info":[{"award-number":["2022\/05062-3"]}]},{"name":"Centre of Studies in Geography and Spatial Planning (CEGOT), University of Coimbra, Portugal","award":["001"],"award-info":[{"award-number":["001"]}]},{"name":"Centre of Studies in Geography and Spatial Planning (CEGOT), University of Coimbra, Portugal","award":["UIDP\/GEO\/04084\/2020_UC"],"award-info":[{"award-number":["UIDP\/GEO\/04084\/2020_UC"]}]},{"DOI":"10.13039\/501100001871","name":"national funds through the Foundation for Science and Technology (FCT)","doi-asserted-by":"publisher","award":["2022\/05062-3"],"award-info":[{"award-number":["2022\/05062-3"]}],"id":[{"id":"10.13039\/501100001871","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001871","name":"national funds through the Foundation for Science and Technology (FCT)","doi-asserted-by":"publisher","award":["001"],"award-info":[{"award-number":["001"]}],"id":[{"id":"10.13039\/501100001871","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001871","name":"national funds through the Foundation for Science and Technology (FCT)","doi-asserted-by":"publisher","award":["UIDP\/GEO\/04084\/2020_UC"],"award-info":[{"award-number":["UIDP\/GEO\/04084\/2020_UC"]}],"id":[{"id":"10.13039\/501100001871","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sustainability"],"abstract":"<jats:p>Analyzing the landscape configuration factors where they are located can ensure a more accurate spatial assessment of the supply of ecosystem services. It can also show if the benefits promoted by ecosystems depend not only on the supply of these services but also on the demand, the cultural values, and the interest of the society where they are located. The present study aims to demonstrate the provision potential of regulating ecosystem services by forest remnants in the municipality of Campinas\/SP, Brazil, from the analysis and weighting of geospatial indicators, considering the assumptions of supply of and demand for these ecosystem services. The potential supply of regulating ecosystem services was evaluated through the application of an artificial neural network using landscape indicators previously surveyed for the 2319 forest remnants identified in six watersheds. The findings show that the classified remnants have a \u201cmedium\u201d to \u201cvery high\u201d regulating potential for the provision of ecosystem services. The use of artificial intelligence fundamentals, based on artificial neural networks, proved to be quite effective, as it enables combined analysis of various indicators, analysis of spatial patterns, and the prediction of results, which could be informative guides for environmental planning and management in urban spaces.<\/jats:p>","DOI":"10.3390\/su152015017","type":"journal-article","created":{"date-parts":[[2023,10,18]],"date-time":"2023-10-18T09:55:06Z","timestamp":1697622906000},"page":"15017","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Analysis of Potential Supply of Ecosystem Services in Forest Remnants through Neural Networks"],"prefix":"10.3390","volume":"15","author":[{"given":"Regina M\u00e1rcia","family":"Longo","sequence":"first","affiliation":[{"name":"Postgraduate Program in Urban Infrastructure Systems and Postgraduate Program in Sustainability, Pontifical Catholic University of Campinas (PUC Campinas), Campinas 13087-571, SP, Brazil"},{"name":"Postgraduate Program in Sustainability, Pontifical Catholic University of Campinas (PUC Campinas), Campinas 13087-571, SP, Brazil"}]},{"given":"Alessandra Leite","family":"da Silva","sequence":"additional","affiliation":[{"name":"Postgraduate Program in Urban Infrastructure Systems and Postgraduate Program in Sustainability, Pontifical Catholic University of Campinas (PUC Campinas), Campinas 13087-571, SP, Brazil"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8665-4459","authenticated-orcid":false,"given":"Ad\u00e9lia N.","family":"Nunes","sequence":"additional","affiliation":[{"name":"Department of Geography and Tourism, Centre of Studies in Geography and Spatial Planning (CEGOT), University of Coimbra (UC), 3004-530 Coimbra, Portugal"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1889-0462","authenticated-orcid":false,"given":"Diego","family":"de Melo Conti","sequence":"additional","affiliation":[{"name":"Postgraduate Program in Sustainability, Pontifical Catholic University of Campinas (PUC Campinas), Campinas 13087-571, SP, Brazil"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5062-7918","authenticated-orcid":false,"given":"Raissa Caroline","family":"Gomes","sequence":"additional","affiliation":[{"name":"Postgraduate Program in Urban Infrastructure Systems and Postgraduate Program in Sustainability, Pontifical Catholic University of Campinas (PUC Campinas), Campinas 13087-571, SP, Brazil"}]},{"given":"Fabricio Camillo","family":"Sperandio","sequence":"additional","affiliation":[{"name":"Postgraduate Program in Sustainability, Pontifical Catholic University of Campinas (PUC Campinas), Campinas 13087-571, SP, Brazil"}]},{"given":"Admilson Irio","family":"Ribeiro","sequence":"additional","affiliation":[{"name":"Postgraduate Program in Environmental Sciences, S\u00e3o Paulo State University \u201cJ\u00falio de Mesquita Filho\u201d (UNESP), Sorocaba 18087-180, SP, Brazil"}]}],"member":"1968","published-online":{"date-parts":[[2023,10,18]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"206","DOI":"10.1016\/j.landurbplan.2016.05.003","article-title":"Integrating ecosystem services into spatial planning\u2014A spatial decision support tool","volume":"165","author":"Altwegg","year":"2017","journal-title":"Landsc. 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