{"id":"https://openalex.org/W4280598115","doi":"https://doi.org/10.3390/rs14102448","title":"Prototyping Crop Traits Retrieval Models for CHIME: Dimensionality Reduction Strategies Applied to PRISMA Data","display_name":"Prototyping Crop Traits Retrieval Models for CHIME: Dimensionality Reduction Strategies Applied to PRISMA Data","publication_year":2022,"publication_date":"2022-05-19","ids":{"openalex":"https://openalex.org/W4280598115","doi":"https://doi.org/10.3390/rs14102448","pmid":"https://pubmed.ncbi.nlm.nih.gov/36017157"},"language":"en","primary_location":{"id":"doi:10.3390/rs14102448","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14102448","pdf_url":"https://www.mdpi.com/2072-4292/14/10/2448/pdf?version=1653035459","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/14/10/2448/pdf?version=1653035459","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075825592","display_name":"Ana B. Pascual-Venteo","orcid":"https://orcid.org/0000-0001-9303-4557"},"institutions":[{"id":"https://openalex.org/I2801097182","display_name":"Parc Cient\u00edfic de la Universitat de Val\u00e8ncia","ror":"https://ror.org/04rb60x98","country_code":"ES","type":"education","lineage":["https://openalex.org/I2801097182"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Ana B. Pascual-Venteo","raw_affiliation_strings":["Image Processing Laboratory (IPL), University of Valencia, C/Catedr\u00e1tico Jos\u00e9 Beltr\u00e1n 2, 46980 Paterna, Valencia, Spain"],"affiliations":[{"raw_affiliation_string":"Image Processing Laboratory (IPL), University of Valencia, C/Catedr\u00e1tico Jos\u00e9 Beltr\u00e1n 2, 46980 Paterna, Valencia, Spain","institution_ids":["https://openalex.org/I2801097182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044829684","display_name":"Enrique Portal\u00e9s","orcid":null},"institutions":[{"id":"https://openalex.org/I2801097182","display_name":"Parc Cient\u00edfic de la Universitat de Val\u00e8ncia","ror":"https://ror.org/04rb60x98","country_code":"ES","type":"education","lineage":["https://openalex.org/I2801097182"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Enrique Portal\u00e9s","raw_affiliation_strings":["Image Processing Laboratory (IPL), University of Valencia, C/Catedr\u00e1tico Jos\u00e9 Beltr\u00e1n 2, 46980 Paterna, Valencia, Spain"],"affiliations":[{"raw_affiliation_string":"Image Processing Laboratory (IPL), University of Valencia, C/Catedr\u00e1tico Jos\u00e9 Beltr\u00e1n 2, 46980 Paterna, Valencia, Spain","institution_ids":["https://openalex.org/I2801097182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057952512","display_name":"Katja Berger","orcid":"https://orcid.org/0000-0003-0784-7717"},"institutions":[{"id":"https://openalex.org/I2801097182","display_name":"Parc Cient\u00edfic de la Universitat de Val\u00e8ncia","ror":"https://ror.org/04rb60x98","country_code":"ES","type":"education","lineage":["https://openalex.org/I2801097182"]},{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE","ES"],"is_corresponding":false,"raw_author_name":"Katja Berger","raw_affiliation_strings":["Department of Geography, Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen (LMU), Luisenstr. 37, 80333 Munich, Germany","Image Processing Laboratory (IPL), University of Valencia, C/Catedr\u00e1tico Jos\u00e9 Beltr\u00e1n 2, 46980 Paterna, Valencia, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Geography, Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen (LMU), Luisenstr. 37, 80333 Munich, Germany","institution_ids":["https://openalex.org/I8204097"]},{"raw_affiliation_string":"Image Processing Laboratory (IPL), University of Valencia, C/Catedr\u00e1tico Jos\u00e9 Beltr\u00e1n 2, 46980 Paterna, Valencia, Spain","institution_ids":["https://openalex.org/I2801097182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070189634","display_name":"Giulia Tagliabue","orcid":"https://orcid.org/0000-0001-9725-9956"},"institutions":[{"id":"https://openalex.org/I66752286","display_name":"University of Milano-Bicocca","ror":"https://ror.org/01ynf4891","country_code":"IT","type":"education","lineage":["https://openalex.org/I66752286"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giulia Tagliabue","raw_affiliation_strings":["Remote Sensing of Environmental Dynamics Laboratory (LTDA), University of Milano\u2014Bicocca, Piazza della Scienza 1, 20126 Milano, Italy"],"affiliations":[{"raw_affiliation_string":"Remote Sensing of Environmental Dynamics Laboratory (LTDA), University of Milano\u2014Bicocca, Piazza della Scienza 1, 20126 Milano, Italy","institution_ids":["https://openalex.org/I66752286"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037756317","display_name":"Jos\u00e9 Luis Garc\u00eda-Soria","orcid":"https://orcid.org/0000-0002-7693-0891"},"institutions":[{"id":"https://openalex.org/I2801097182","display_name":"Parc Cient\u00edfic de la Universitat de Val\u00e8ncia","ror":"https://ror.org/04rb60x98","country_code":"ES","type":"education","lineage":["https://openalex.org/I2801097182"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jose L. Garcia","raw_affiliation_strings":["Image Processing Laboratory (IPL), University of Valencia, C/Catedr\u00e1tico Jos\u00e9 Beltr\u00e1n 2, 46980 Paterna, Valencia, Spain"],"affiliations":[{"raw_affiliation_string":"Image Processing Laboratory (IPL), University of Valencia, C/Catedr\u00e1tico Jos\u00e9 Beltr\u00e1n 2, 46980 Paterna, Valencia, Spain","institution_ids":["https://openalex.org/I2801097182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012161331","display_name":"Adri\u00e1n P\u00e9rez-Suay","orcid":"https://orcid.org/0000-0002-8258-4454"},"institutions":[{"id":"https://openalex.org/I2801097182","display_name":"Parc Cient\u00edfic de la Universitat de Val\u00e8ncia","ror":"https://ror.org/04rb60x98","country_code":"ES","type":"education","lineage":["https://openalex.org/I2801097182"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Adri\u00e1n P\u00e9rez-Suay","raw_affiliation_strings":["Image Processing Laboratory (IPL), University of Valencia, C/Catedr\u00e1tico Jos\u00e9 Beltr\u00e1n 2, 46980 Paterna, Valencia, Spain"],"affiliations":[{"raw_affiliation_string":"Image Processing Laboratory (IPL), University of Valencia, C/Catedr\u00e1tico Jos\u00e9 Beltr\u00e1n 2, 46980 Paterna, Valencia, Spain","institution_ids":["https://openalex.org/I2801097182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101999251","display_name":"Juan Pablo Rivera","orcid":"https://orcid.org/0000-0003-3188-1448"},"institutions":[{"id":"https://openalex.org/I2800400464","display_name":"Universidad Aut\u00f3noma de Nayarit","ror":"https://ror.org/0576q1t15","country_code":"MX","type":"education","lineage":["https://openalex.org/I2800400464"]},{"id":"https://openalex.org/I4210163111","display_name":"Secretar\u00eda de Ciencia, Humanidades, Tecnolog\u00eda e Innovaci\u00f3n","ror":"https://ror.org/059ex5q34","country_code":"MX","type":"government","lineage":["https://openalex.org/I4210163111"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Juan Pablo Rivera-Caicedo","raw_affiliation_strings":["Secretary of Research and Graduate Studies, Consejo Nacional de Ciencia y Tecnolog\u00eda, Universidad Aut\u00f3noma de Nayarit, Tepic 63155, Nayarit, Mexico"],"affiliations":[{"raw_affiliation_string":"Secretary of Research and Graduate Studies, Consejo Nacional de Ciencia y Tecnolog\u00eda, Universidad Aut\u00f3noma de Nayarit, Tepic 63155, Nayarit, Mexico","institution_ids":["https://openalex.org/I2800400464","https://openalex.org/I4210163111"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079448372","display_name":"Jochem Verrelst","orcid":"https://orcid.org/0000-0002-6313-2081"},"institutions":[{"id":"https://openalex.org/I2801097182","display_name":"Parc Cient\u00edfic de la Universitat de Val\u00e8ncia","ror":"https://ror.org/04rb60x98","country_code":"ES","type":"education","lineage":["https://openalex.org/I2801097182"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jochem Verrelst","raw_affiliation_strings":["Image Processing Laboratory (IPL), University of Valencia, C/Catedr\u00e1tico Jos\u00e9 Beltr\u00e1n 2, 46980 Paterna, Valencia, Spain"],"affiliations":[{"raw_affiliation_string":"Image Processing Laboratory (IPL), University of Valencia, C/Catedr\u00e1tico Jos\u00e9 Beltr\u00e1n 2, 46980 Paterna, Valencia, Spain","institution_ids":["https://openalex.org/I2801097182"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5075825592"],"corresponding_institution_ids":["https://openalex.org/I2801097182"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":6.1114,"has_fulltext":true,"cited_by_count":38,"citation_normalized_percentile":{"value":0.96781306,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"14","issue":"10","first_page":"2448","last_page":"2448"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13890","display_name":"Remote Sensing and Land Use","score":0.989300012588501,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9750000238418579,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/hyperspectral-imaging","display_name":"Hyperspectral imaging","score":0.6596668362617493},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.5985021591186523},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5605763792991638},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.5451317429542542},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.532927930355072},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.5122622847557068},{"id":"https://openalex.org/keywords/photosynthetically-active-radiation","display_name":"Photosynthetically active radiation","score":0.4758448600769043},{"id":"https://openalex.org/keywords/imaging-spectroscopy","display_name":"Imaging spectroscopy","score":0.47435319423675537},{"id":"https://openalex.org/keywords/ground-penetrating-radar","display_name":"Ground-penetrating radar","score":0.46782273054122925},{"id":"https://openalex.org/keywords/kriging","display_name":"Kriging","score":0.46031850576400757},{"id":"https://openalex.org/keywords/imaging-spectrometer","display_name":"Imaging spectrometer","score":0.4542083144187927},{"id":"https://openalex.org/keywords/multispectral-image","display_name":"Multispectral image","score":0.43899139761924744},{"id":"https://openalex.org/keywords/leaf-area-index","display_name":"Leaf area index","score":0.4378829002380371},{"id":"https://openalex.org/keywords/categorical-variable","display_name":"Categorical variable","score":0.42586612701416016},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.29293733835220337},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.25163692235946655},{"id":"https://openalex.org/keywords/spectrometer","display_name":"Spectrometer","score":0.24694296717643738},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.1223950982093811},{"id":"https://openalex.org/keywords/radar","display_name":"Radar","score":0.1185406744480133},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.09280794858932495}],"concepts":[{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.6596668362617493},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.5985021591186523},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5605763792991638},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5451317429542542},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.532927930355072},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.5122622847557068},{"id":"https://openalex.org/C131366478","wikidata":"https://www.wikidata.org/wiki/Q900892","display_name":"Photosynthetically active radiation","level":3,"score":0.4758448600769043},{"id":"https://openalex.org/C158479148","wikidata":"https://www.wikidata.org/wiki/Q609991","display_name":"Imaging spectroscopy","level":3,"score":0.47435319423675537},{"id":"https://openalex.org/C71813955","wikidata":"https://www.wikidata.org/wiki/Q503560","display_name":"Ground-penetrating radar","level":3,"score":0.46782273054122925},{"id":"https://openalex.org/C81692654","wikidata":"https://www.wikidata.org/wiki/Q225926","display_name":"Kriging","level":2,"score":0.46031850576400757},{"id":"https://openalex.org/C183852935","wikidata":"https://www.wikidata.org/wiki/Q6002848","display_name":"Imaging spectrometer","level":3,"score":0.4542083144187927},{"id":"https://openalex.org/C173163844","wikidata":"https://www.wikidata.org/wiki/Q1761440","display_name":"Multispectral image","level":2,"score":0.43899139761924744},{"id":"https://openalex.org/C25989453","wikidata":"https://www.wikidata.org/wiki/Q446746","display_name":"Leaf area index","level":2,"score":0.4378829002380371},{"id":"https://openalex.org/C5274069","wikidata":"https://www.wikidata.org/wiki/Q2285707","display_name":"Categorical variable","level":2,"score":0.42586612701416016},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.29293733835220337},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.25163692235946655},{"id":"https://openalex.org/C33390570","wikidata":"https://www.wikidata.org/wiki/Q188463","display_name":"Spectrometer","level":2,"score":0.24694296717643738},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.1223950982093811},{"id":"https://openalex.org/C554190296","wikidata":"https://www.wikidata.org/wiki/Q47528","display_name":"Radar","level":2,"score":0.1185406744480133},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.09280794858932495},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C183688256","wikidata":"https://www.wikidata.org/wiki/Q11982","display_name":"Photosynthesis","level":2,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.3390/rs14102448","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14102448","pdf_url":"https://www.mdpi.com/2072-4292/14/10/2448/pdf?version=1653035459","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmid:36017157","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36017157","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote sensing","raw_type":null},{"id":"pmh:oai:boa.unimib.it:10281/390868","is_oa":true,"landing_page_url":"http://hdl.handle.net/10281/390868","pdf_url":null,"source":{"id":"https://openalex.org/S4306401259","display_name":"BOA (University of Milano-Bicocca)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I66752286","host_organization_name":"University of Milano-Bicocca","host_organization_lineage":["https://openalex.org/I66752286"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:4f9c184bc8e8433fab32cbbc4796d7fa","is_oa":true,"landing_page_url":"https://doaj.org/article/4f9c184bc8e8433fab32cbbc4796d7fa","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 14, Iss 10, p 2448 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/14/10/2448/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs14102448","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing; Volume 14; Issue 10; Pages: 2448","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:7613375","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7613375","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sens (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs14102448","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14102448","pdf_url":"https://www.mdpi.com/2072-4292/14/10/2448/pdf?version=1653035459","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3180107436","display_name":null,"funder_award_id":"Ram\u00f3n y Cajal","funder_id":"https://openalex.org/F4320315062","funder_display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades"},{"id":"https://openalex.org/G5527348324","display_name":null,"funder_award_id":"755617","funder_id":"https://openalex.org/F4320334678","funder_display_name":"European Research Council"},{"id":"https://openalex.org/G5746273236","display_name":null,"funder_award_id":"50EE1923","funder_id":"https://openalex.org/F4320334678","funder_display_name":"European Research Council"}],"funders":[{"id":"https://openalex.org/F4320315062","display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades","ror":null},{"id":"https://openalex.org/F4320334678","display_name":"European Research Council","ror":"https://ror.org/0472cxd90"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4280598115.pdf","grobid_xml":"https://content.openalex.org/works/W4280598115.grobid-xml"},"referenced_works_count":91,"referenced_works":["https://openalex.org/W3071938","https://openalex.org/W116253160","https://openalex.org/W221493477","https://openalex.org/W568010113","https://openalex.org/W633320881","https://openalex.org/W1772504446","https://openalex.org/W1953383193","https://openalex.org/W1983523689","https://openalex.org/W1986812364","https://openalex.org/W1987607942","https://openalex.org/W2003719822","https://openalex.org/W2017337590","https://openalex.org/W2037416377","https://openalex.org/W2038617433","https://openalex.org/W2038751902","https://openalex.org/W2051128904","https://openalex.org/W2065772955","https://openalex.org/W2081887174","https://openalex.org/W2095958845","https://openalex.org/W2107131609","https://openalex.org/W2107325836","https://openalex.org/W2118791227","https://openalex.org/W2119387367","https://openalex.org/W2125468891","https://openalex.org/W2131126673","https://openalex.org/W2142827986","https://openalex.org/W2145669224","https://openalex.org/W2157582727","https://openalex.org/W2167594433","https://openalex.org/W2167881994","https://openalex.org/W2295124130","https://openalex.org/W2404939661","https://openalex.org/W2413379912","https://openalex.org/W2517171266","https://openalex.org/W2525621092","https://openalex.org/W2561415527","https://openalex.org/W2617056706","https://openalex.org/W2734963652","https://openalex.org/W2755091472","https://openalex.org/W2765478714","https://openalex.org/W2766146177","https://openalex.org/W2782772130","https://openalex.org/W2792270562","https://openalex.org/W2793218933","https://openalex.org/W2793366784","https://openalex.org/W2806394060","https://openalex.org/W2884506556","https://openalex.org/W2903146849","https://openalex.org/W2906508587","https://openalex.org/W2918236962","https://openalex.org/W2919174461","https://openalex.org/W2943316090","https://openalex.org/W2946683773","https://openalex.org/W2969754063","https://openalex.org/W2982859650","https://openalex.org/W2983376237","https://openalex.org/W2985950345","https://openalex.org/W2990912487","https://openalex.org/W3011511010","https://openalex.org/W3033075976","https://openalex.org/W3033126671","https://openalex.org/W3073865269","https://openalex.org/W3090525814","https://openalex.org/W3096801664","https://openalex.org/W3100157715","https://openalex.org/W3119605326","https://openalex.org/W3121821685","https://openalex.org/W3124990706","https://openalex.org/W3128164063","https://openalex.org/W3129936141","https://openalex.org/W3130858219","https://openalex.org/W3155954052","https://openalex.org/W3176331314","https://openalex.org/W3183471732","https://openalex.org/W3184866691","https://openalex.org/W3196990047","https://openalex.org/W3199847591","https://openalex.org/W3207405451","https://openalex.org/W3209608609","https://openalex.org/W3216700504","https://openalex.org/W4200015522","https://openalex.org/W4211049957","https://openalex.org/W4220683592","https://openalex.org/W4220777959","https://openalex.org/W4221070098","https://openalex.org/W4224241018","https://openalex.org/W6697018724","https://openalex.org/W6726398038","https://openalex.org/W6779349877","https://openalex.org/W6798319074","https://openalex.org/W6922159011"],"related_works":["https://openalex.org/W2768064775","https://openalex.org/W4311134476","https://openalex.org/W3145861538","https://openalex.org/W2094923725","https://openalex.org/W2137294844","https://openalex.org/W4312845347","https://openalex.org/W207940357","https://openalex.org/W2188316124","https://openalex.org/W2172136760","https://openalex.org/W2995348623"],"abstract_inverted_index":{"In":[0,45],"preparation":[1],"for":[2,68,196,207,218,246,274,288,308],"new-generation":[3],"imaging":[4],"spectrometer":[5],"missions":[6],"and":[7,59,96,135,145,199,266,276,286,324],"the":[8,69,88,125,142,157,162,168,211,215,247,269,304,309,326,333],"accompanying":[9],"unprecedented":[10],"inflow":[11],"of":[12,71,90,133,156,311,328],"hyperspectral":[13,316],"data,":[14,160],"optimized":[15,113],"models":[16,29,150,164,217,227,271,302,331],"are":[17,34],"needed":[18],"to":[19,106,127,141,180,193,204,241],"generate":[20],"vegetation":[21,98],"traits":[22,314,329],"routinely.":[23],"Hybrid":[24],"models,":[25,198],"combining":[26],"radiative":[27],"transfer":[28],"with":[30,38,114,137,183],"machine":[31],"learning":[32],"algorithms,":[33],"preferred,":[35],"however,":[36],"dealing":[37],"spectral":[39,51,159],"collinearity":[40],"imposes":[41],"an":[42,251],"additional":[43],"challenge.":[44],"this":[46,320],"study,":[47],"we":[48,298],"analyzed":[49],"two":[50,260,270],"dimensionality":[52],"reduction":[53],"methods:":[54],"principal":[55],"component":[56],"analysis":[57],"(PCA)":[58],"band":[60],"ranking":[61],"(BR),":[62],"embedded":[63],"in":[64,175],"a":[65,231],"hybrid":[66],"workflow":[67,321],"retrieval":[70,310,330],"specific":[72],"leaf":[73,76],"area":[74,77],"(SLA),":[75],"index":[78],"(LAI),":[79],"canopy":[80,84],"water":[81],"content":[82,86],"(CWC),":[83],"chlorophyll":[85],"(CCC),":[87],"fraction":[89],"absorbed":[91],"photosynthetic":[92],"active":[93,115],"radiation":[94],"(FAPAR),":[95],"fractional":[97],"cover":[99],"(FVC).":[100],"The":[101,131,148,259],"SCOPE":[102],"model":[103],"was":[104,272],"used":[105],"simulate":[107],"training":[108],"data":[109,177,317],"sets,":[110],"which":[111],"were":[112,122,165,228],"learning.":[116],"Gaussian":[117],"process":[118],"regression":[119],"(GPR)":[120],"algorithms":[121],"trained":[123],"over":[124,152,250],"simulations":[126],"obtain":[128],"trait-specific":[129],"models.":[130,147,209],"inclusion":[132],"PCA":[134],"BR":[136],"20":[138,169],"features":[139],"led":[140],"so-called":[143],"GPR-20PCA":[144,197,212,301],"GPR-20BR":[146,163,208,216],"20PCA":[149],"encompassed":[151],"99.95%":[153],"cumulative":[154],"variance":[155],"full":[158],"while":[161],"based":[166],"on":[167,230],"most":[170,305],"sensitive":[171],"bands.":[172],"Validation":[173],"against":[174],"situ":[176],"obtained":[178,262],"moderate":[179],"optimal":[181],"results":[182],"normalized":[184],"root":[185],"mean":[186],"squared":[187],"error":[188],"(NRMSE)":[189],"from":[190,201,315,332],"13.9%":[191],"(CWC)":[192,203],"22.3%":[194],"(CCC)":[195],"NRMSE":[200],"19.6%":[202],"29.1%":[205],"(SLA)":[206],"Overall,":[210],"slightly":[213],"outperformed":[214],"all":[219],"six":[220],"variables.":[221],"To":[222],"demonstrate":[223],"mapping":[224,290],"capabilities,":[225],"both":[226],"tested":[229],"PRecursore":[232],"IperSpettrale":[233],"della":[234],"Missione":[235],"Applicativa":[236],"(PRISMA)":[237],"scene,":[238],"spectrally":[239],"resampled":[240],"Copernicus":[242],"Hyperspectral":[243],"Imaging":[244],"Mission":[245],"Environment":[248],"(CHIME),":[249],"agricultural":[252],"test":[253],"site":[254],"(Jolanda":[255],"di":[256],"Savoia,":[257],"Italy).":[258],"strategies":[261],"plausible":[263],"spatial":[264],"patterns,":[265],"consistency":[267],"between":[268],"highest":[273],"FVC":[275],"LAI":[277],"(<i>R</i>":[278,291],"<sup>2</sup>":[279,283,292],"=":[280,284,293],"0.91,":[281],"<i>R</i>":[282],"0.86)":[285],"lowest":[287],"SLA":[289],"0.53).":[294],"From":[295],"these":[296],"findings,":[297],"recommend":[299],"implementing":[300],"as":[303],"efficient":[306],"strategy":[307],"multiple":[312],"crop":[313],"streams.":[318],"Hence,":[319],"will":[322],"support":[323],"facilitate":[325],"preparations":[327],"next-generation":[334],"operational":[335],"CHIME.":[336]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":6}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
