{"id":"https://openalex.org/W4400238927","doi":"https://doi.org/10.3390/rs16132431","title":"Early-Season Crop Mapping by PRISMA Images Using Machine/Deep Learning Approaches: Italy and Iran Test Cases","display_name":"Early-Season Crop Mapping by PRISMA Images Using Machine/Deep Learning Approaches: Italy and Iran Test Cases","publication_year":2024,"publication_date":"2024-07-02","ids":{"openalex":"https://openalex.org/W4400238927","doi":"https://doi.org/10.3390/rs16132431"},"language":"en","primary_location":{"id":"doi:10.3390/rs16132431","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16132431","pdf_url":"https://www.mdpi.com/2072-4292/16/13/2431/pdf?version=1719924871","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"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/16/13/2431/pdf?version=1719924871","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041849233","display_name":"Saham Mirzaei","orcid":"https://orcid.org/0000-0002-8724-1725"},"institutions":[{"id":"https://openalex.org/I4210115556","display_name":"National Research Council - Institute of Methodologies for Environmental Analysis","ror":"https://ror.org/024ye7w89","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210115556","https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Saham Mirzaei","raw_affiliation_strings":["Institute of Methodologies for Environmental Analysis (IMAA), Italian National Research Council (CNR), C/da S. Loja, 85050 Tito Scalo, Italy"],"affiliations":[{"raw_affiliation_string":"Institute of Methodologies for Environmental Analysis (IMAA), Italian National Research Council (CNR), C/da S. Loja, 85050 Tito Scalo, Italy","institution_ids":["https://openalex.org/I4210115556","https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067377025","display_name":"Simone Pascucci","orcid":"https://orcid.org/0000-0002-8311-8615"},"institutions":[{"id":"https://openalex.org/I4210115556","display_name":"National Research Council - Institute of Methodologies for Environmental Analysis","ror":"https://ror.org/024ye7w89","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210115556","https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Simone Pascucci","raw_affiliation_strings":["Institute of Methodologies for Environmental Analysis (IMAA), Italian National Research Council (CNR), C/da S. Loja, 85050 Tito Scalo, Italy"],"affiliations":[{"raw_affiliation_string":"Institute of Methodologies for Environmental Analysis (IMAA), Italian National Research Council (CNR), C/da S. Loja, 85050 Tito Scalo, Italy","institution_ids":["https://openalex.org/I4210115556","https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081885514","display_name":"Maria Francesca Carfora","orcid":"https://orcid.org/0000-0002-4570-1690"},"institutions":[{"id":"https://openalex.org/I4210106125","display_name":"Istituto per le Applicazioni del Calcolo Mauro Picone","ror":"https://ror.org/00ygy3d85","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210106125","https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Maria Francesca Carfora","raw_affiliation_strings":["Istituto per le Applicazioni del Calcolo \u201cMauro Picone\u201d (IAC), Italian National Research Council (CNR), Via Pietro Castellino 111, 80131 Napoli, Italy","Istituto per le Applicazioni del Calcolo \"Mauro Picone\" (IAC), Italian National Research Council (CNR), Via Pietro Castellino 111, 80131 Napoli, Italy"],"affiliations":[{"raw_affiliation_string":"Istituto per le Applicazioni del Calcolo \u201cMauro Picone\u201d (IAC), Italian National Research Council (CNR), Via Pietro Castellino 111, 80131 Napoli, Italy","institution_ids":["https://openalex.org/I4210106125","https://openalex.org/I4210155236"]},{"raw_affiliation_string":"Istituto per le Applicazioni del Calcolo \"Mauro Picone\" (IAC), Italian National Research Council (CNR), Via Pietro Castellino 111, 80131 Napoli, Italy","institution_ids":["https://openalex.org/I4210106125","https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028303505","display_name":"Raffaele Casa","orcid":"https://orcid.org/0000-0003-3091-7680"},"institutions":[{"id":"https://openalex.org/I138938424","display_name":"Universit\u00e0 degli Studi della Tuscia","ror":"https://ror.org/03svwq685","country_code":"IT","type":"education","lineage":["https://openalex.org/I138938424"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Raffaele Casa","raw_affiliation_strings":["Department of Agriculture and Forestry Sciences (DAFNE), University of Tuscia, Via San Camillo de Lellis, 01100 Viterbo, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Agriculture and Forestry Sciences (DAFNE), University of Tuscia, Via San Camillo de Lellis, 01100 Viterbo, Italy","institution_ids":["https://openalex.org/I138938424"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028339945","display_name":"F Rossi","orcid":"https://orcid.org/0009-0000-2725-1502"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco Rossi","raw_affiliation_strings":["Scuola Ingegneria Aerospaziale (SIA), University of Rome \u201cLa Sapienza\u201d, Via Salaria 851, 00138 Roma, Italy","Scuola Ingegneria Aerospaziale (SIA), University of Rome \"La Sapienza\", Via Salaria 851, 00138 Roma, Italy"],"affiliations":[{"raw_affiliation_string":"Scuola Ingegneria Aerospaziale (SIA), University of Rome \u201cLa Sapienza\u201d, Via Salaria 851, 00138 Roma, Italy","institution_ids":["https://openalex.org/I861853513"]},{"raw_affiliation_string":"Scuola Ingegneria Aerospaziale (SIA), University of Rome \"La Sapienza\", Via Salaria 851, 00138 Roma, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082135242","display_name":"Federico Santini","orcid":"https://orcid.org/0000-0001-9577-0005"},"institutions":[{"id":"https://openalex.org/I4210115556","display_name":"National Research Council - Institute of Methodologies for Environmental Analysis","ror":"https://ror.org/024ye7w89","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210115556","https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Federico Santini","raw_affiliation_strings":["Institute of Methodologies for Environmental Analysis (IMAA), Italian National Research Council (CNR), C/da S. Loja, 85050 Tito Scalo, Italy"],"affiliations":[{"raw_affiliation_string":"Institute of Methodologies for Environmental Analysis (IMAA), Italian National Research Council (CNR), C/da S. Loja, 85050 Tito Scalo, Italy","institution_ids":["https://openalex.org/I4210115556","https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089051713","display_name":"Angelo Palombo","orcid":"https://orcid.org/0000-0003-1746-0057"},"institutions":[{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210115556","display_name":"National Research Council - Institute of Methodologies for Environmental Analysis","ror":"https://ror.org/024ye7w89","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210115556","https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Angelo Palombo","raw_affiliation_strings":["Institute of Methodologies for Environmental Analysis (IMAA), Italian National Research Council (CNR), C/da S. Loja, 85050 Tito Scalo, Italy"],"affiliations":[{"raw_affiliation_string":"Institute of Methodologies for Environmental Analysis (IMAA), Italian National Research Council (CNR), C/da S. Loja, 85050 Tito Scalo, Italy","institution_ids":["https://openalex.org/I4210115556","https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033043218","display_name":"Giovanni Laneve","orcid":"https://orcid.org/0000-0001-6108-9764"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giovanni Laneve","raw_affiliation_strings":["Scuola Ingegneria Aerospaziale (SIA), University of Rome \u201cLa Sapienza\u201d, Via Salaria 851, 00138 Roma, Italy","Scuola Ingegneria Aerospaziale (SIA), University of Rome \"La Sapienza\", Via Salaria 851, 00138 Roma, Italy"],"affiliations":[{"raw_affiliation_string":"Scuola Ingegneria Aerospaziale (SIA), University of Rome \u201cLa Sapienza\u201d, Via Salaria 851, 00138 Roma, Italy","institution_ids":["https://openalex.org/I861853513"]},{"raw_affiliation_string":"Scuola Ingegneria Aerospaziale (SIA), University of Rome \"La Sapienza\", Via Salaria 851, 00138 Roma, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011054993","display_name":"Stefano Pignatti","orcid":"https://orcid.org/0000-0002-0587-8926"},"institutions":[{"id":"https://openalex.org/I4210115556","display_name":"National Research Council - Institute of Methodologies for Environmental Analysis","ror":"https://ror.org/024ye7w89","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210115556","https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Stefano Pignatti","raw_affiliation_strings":["Institute of Methodologies for Environmental Analysis (IMAA), Italian National Research Council (CNR), C/da S. Loja, 85050 Tito Scalo, Italy"],"affiliations":[{"raw_affiliation_string":"Institute of Methodologies for Environmental Analysis (IMAA), Italian National Research Council (CNR), C/da S. Loja, 85050 Tito Scalo, Italy","institution_ids":["https://openalex.org/I4210115556","https://openalex.org/I4210155236"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5067377025"],"corresponding_institution_ids":["https://openalex.org/I4210115556","https://openalex.org/I4210155236"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":5.3154,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.95533802,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"16","issue":"13","first_page":"2431","last_page":"2431"},"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/T10616","display_name":"Smart Agriculture and AI","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/hyperspectral-imaging","display_name":"Hyperspectral imaging","score":0.7459458112716675},{"id":"https://openalex.org/keywords/multispectral-image","display_name":"Multispectral image","score":0.648294985294342},{"id":"https://openalex.org/keywords/ground-truth","display_name":"Ground truth","score":0.5953131318092346},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5849487781524658},{"id":"https://openalex.org/keywords/crop","display_name":"Crop","score":0.5595942139625549},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.49598607420921326},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.4829558730125427},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4812609851360321},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.46911385655403137},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.450344979763031},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.10974013805389404},{"id":"https://openalex.org/keywords/forestry","display_name":"Forestry","score":0.08097603917121887}],"concepts":[{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.7459458112716675},{"id":"https://openalex.org/C173163844","wikidata":"https://www.wikidata.org/wiki/Q1761440","display_name":"Multispectral image","level":2,"score":0.648294985294342},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.5953131318092346},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5849487781524658},{"id":"https://openalex.org/C137580998","wikidata":"https://www.wikidata.org/wiki/Q235352","display_name":"Crop","level":2,"score":0.5595942139625549},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49598607420921326},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.4829558730125427},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4812609851360321},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.46911385655403137},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.450344979763031},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.10974013805389404},{"id":"https://openalex.org/C97137747","wikidata":"https://www.wikidata.org/wiki/Q38112","display_name":"Forestry","level":1,"score":0.08097603917121887}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs16132431","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16132431","pdf_url":"https://www.mdpi.com/2072-4292/16/13/2431/pdf?version=1719924871","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":"pmh:oai:iris.uniroma1.it:11573/1714729","is_oa":true,"landing_page_url":"https://hdl.handle.net/11573/1714729","pdf_url":"https://hdl.handle.net/11573/1714729","source":{"id":"https://openalex.org/S4377196107","display_name":"IRIS Research product catalog (Sapienza University of Rome)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:3de36684504742c2885c958c9ecf8e38","is_oa":true,"landing_page_url":"https://doaj.org/article/3de36684504742c2885c958c9ecf8e38","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 16, Iss 13, p 2431 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/rs16132431","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16132431","pdf_url":"https://www.mdpi.com/2072-4292/16/13/2431/pdf?version=1719924871","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":[{"score":0.44999998807907104,"display_name":"No poverty","id":"https://metadata.un.org/sdg/1"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4400238927.pdf"},"referenced_works_count":77,"referenced_works":["https://openalex.org/W1772504446","https://openalex.org/W2000215959","https://openalex.org/W2006980160","https://openalex.org/W2049556619","https://openalex.org/W2085831731","https://openalex.org/W2129471536","https://openalex.org/W2132424470","https://openalex.org/W2134829604","https://openalex.org/W2151659169","https://openalex.org/W2767198899","https://openalex.org/W2782356138","https://openalex.org/W2791592925","https://openalex.org/W2903282641","https://openalex.org/W2905254777","https://openalex.org/W2911964244","https://openalex.org/W2941387379","https://openalex.org/W2953757725","https://openalex.org/W2959673144","https://openalex.org/W2963131120","https://openalex.org/W2973159718","https://openalex.org/W2983376237","https://openalex.org/W2991616716","https://openalex.org/W3007809945","https://openalex.org/W3033448968","https://openalex.org/W3034053233","https://openalex.org/W3042576915","https://openalex.org/W3080404518","https://openalex.org/W3087459415","https://openalex.org/W3128013506","https://openalex.org/W3132524115","https://openalex.org/W3133407985","https://openalex.org/W3144605824","https://openalex.org/W3150687497","https://openalex.org/W3163755067","https://openalex.org/W3171918282","https://openalex.org/W3183451374","https://openalex.org/W3184866691","https://openalex.org/W3187996444","https://openalex.org/W3190941789","https://openalex.org/W3205648935","https://openalex.org/W3205696749","https://openalex.org/W3207368019","https://openalex.org/W4205508379","https://openalex.org/W4210539174","https://openalex.org/W4223610955","https://openalex.org/W4223928751","https://openalex.org/W4281491357","https://openalex.org/W4281964618","https://openalex.org/W4285266400","https://openalex.org/W4289205119","https://openalex.org/W4290755856","https://openalex.org/W4293067022","https://openalex.org/W4294691588","https://openalex.org/W4297011315","https://openalex.org/W4307446704","https://openalex.org/W4309699569","https://openalex.org/W4313395139","https://openalex.org/W4320015750","https://openalex.org/W4364379307","https://openalex.org/W4372348013","https://openalex.org/W4377990211","https://openalex.org/W4381664706","https://openalex.org/W4384008765","https://openalex.org/W4385220952","https://openalex.org/W4386425401","https://openalex.org/W4388451019","https://openalex.org/W4388557059","https://openalex.org/W4390353858","https://openalex.org/W4391923843","https://openalex.org/W4396228605","https://openalex.org/W4399496518","https://openalex.org/W6805629736","https://openalex.org/W6839691607","https://openalex.org/W6848500759","https://openalex.org/W6853877860","https://openalex.org/W6858292561","https://openalex.org/W6860142417"],"related_works":["https://openalex.org/W2072166414","https://openalex.org/W3209970181","https://openalex.org/W2060875994","https://openalex.org/W4318664220","https://openalex.org/W3034375524","https://openalex.org/W2022304901","https://openalex.org/W2018850895","https://openalex.org/W1987483041","https://openalex.org/W2901421464","https://openalex.org/W2932657337"],"abstract_inverted_index":{"Despite":[0],"its":[1],"high":[2],"importance":[3],"for":[4,91,99,121,150,180],"crop":[5,11,50,65,109,151,184],"yield":[6],"prediction":[7],"and":[8,48,55,88,94,111,125,182],"monitoring,":[9],"early-season":[10,128],"mapping":[12,110,129,152],"is":[13,71],"severely":[14],"hampered":[15],"by":[16],"the":[17,33,62,100,103,107,112,122,134,147,165],"absence":[18],"of":[19,35,64],"timely":[20],"ground":[21],"truth.":[22],"To":[23],"cope":[24],"with":[25,41,75,85],"this":[26,28],"issue,":[27],"study":[29],"aims":[30],"at":[31],"evaluating":[32],"capability":[34],"PRISMA":[36,76,101,131,171],"hyperspectral":[37,172],"satellite":[38],"images":[39,70,102,175],"compared":[40,74],"Sentinel-2":[42,69],"multispectral":[43],"imagery":[44],"to":[45,145],"produce":[46],"early-":[47,181],"in-season":[49,108,183],"maps":[51],"using":[52,68,130],"consolidated":[53],"machine":[54],"deep":[56],"learning":[57,160],"algorithms.":[58],"Results":[59],"show":[60],"that":[61,115,170],"accuracy":[63,80,105,118],"type":[66],"classification":[67,161],"meaningfully":[72],"poor":[73],"(14%":[77],"in":[78,106,142,156],"overall":[79],"(OA)).":[81],"The":[82],"1D-CNN":[83,135],"algorithm,":[84],"89%,":[86],"91%,":[87],"92%":[89],"OA":[90],"winter,":[92,123],"summer,":[93,124],"perennial":[95,126],"cultivations,":[96],"respectively,":[97],"shows":[98,137],"highest":[104],"fastest":[113],"algorithm":[114,136,149],"achieves":[116],"acceptable":[117],"(OA":[119],"80%)":[120],"cultivations":[127],"images.":[132],"Moreover,":[133],"a":[138],"limited":[139],"reduction":[140],"(6%)":[141],"performance,":[143],"appearing":[144],"be":[146],"best":[148],"within":[153],"operational":[154],"use":[155],"cross-farm":[157],"applications.":[158],"Machine/deep":[159],"algorithms":[162],"applied":[163],"on":[164],"test":[166],"fields":[167],"cross-scene":[168],"demonstrate":[169],"time":[173],"series":[174],"can":[176],"provide":[177],"good":[178],"results":[179],"mapping.":[185]},"counts_by_year":[{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-11T14:59:36.786465","created_date":"2025-10-10T00:00:00"}