{"id":"https://openalex.org/W4221024143","doi":"https://doi.org/10.1016/j.ecoinf.2022.101618","title":"Field-scale rice yield prediction from Sentinel-2 monthly image composites using machine learning algorithms","display_name":"Field-scale rice yield prediction from Sentinel-2 monthly image composites using machine learning algorithms","publication_year":2022,"publication_date":"2022-03-09","ids":{"openalex":"https://openalex.org/W4221024143","doi":"https://doi.org/10.1016/j.ecoinf.2022.101618"},"language":"en","primary_location":{"id":"doi:10.1016/j.ecoinf.2022.101618","doi":"https://doi.org/10.1016/j.ecoinf.2022.101618","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.ecoinf.2022.101618","pdf_url":null,"source":{"id":"https://openalex.org/S195809937","display_name":"Ecological Informatics","issn_l":"1574-9541","issn":["1574-9541","1878-0512"],"is_oa":false,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","jufo-1","norway-1","oarl","poland-100","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Ecological Informatics","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083693354","display_name":"Nguy\u1ec5n Thanh S\u01a1n","orcid":"https://orcid.org/0000-0001-8428-6488","observed_orcids":["https://orcid.org/0000-0001-8428-6488"]},"institutions":[{"id":"https://openalex.org/I22265921","display_name":"National Central University","ror":"https://ror.org/00944ve71","country_code":"TW","type":"education","lineage":["https://openalex.org/I22265921"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Nguyen-Thanh Son","raw_affiliation_strings":["Center for Space and Remote Sensing Research, National Central University, Zhongli District, Taoyuan City 32001, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Space and Remote Sensing Research, National Central University, Zhongli District, Taoyuan City 32001, Taiwan","institution_ids":["https://openalex.org/I22265921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000382522","display_name":"Chi-Farn Chen","orcid":"https://orcid.org/0000-0002-3987-0930","observed_orcids":["https://orcid.org/0000-0002-3987-0930"]},"institutions":[{"id":"https://openalex.org/I22265921","display_name":"National Central University","ror":"https://ror.org/00944ve71","country_code":"TW","type":"education","lineage":["https://openalex.org/I22265921"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chi-Farn Chen","raw_affiliation_strings":["Center for Space and Remote Sensing Research, National Central University, Zhongli District, Taoyuan City 32001, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Space and Remote Sensing Research, National Central University, Zhongli District, Taoyuan City 32001, Taiwan","institution_ids":["https://openalex.org/I22265921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101732623","display_name":"Youg-Sin Cheng","orcid":"https://orcid.org/0000-0003-3828-8591","observed_orcids":["https://orcid.org/0000-0003-3828-8591"]},"institutions":[{"id":"https://openalex.org/I22265921","display_name":"National Central University","ror":"https://ror.org/00944ve71","country_code":"TW","type":"education","lineage":["https://openalex.org/I22265921"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Youg-Sin Cheng","raw_affiliation_strings":["Center for Space and Remote Sensing Research, National Central University, Zhongli District, Taoyuan City 32001, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Space and Remote Sensing Research, National Central University, Zhongli District, Taoyuan City 32001, Taiwan","institution_ids":["https://openalex.org/I22265921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077411384","display_name":"Piero Toscano","orcid":"https://orcid.org/0000-0001-9184-0707","observed_orcids":["https://orcid.org/0000-0001-9184-0707"]},"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/I4405261809","display_name":"Istituto per la BioEconomia","ror":"https://ror.org/05wq02383","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210155236","https://openalex.org/I4405261809"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Piero Toscano","raw_affiliation_strings":["IBE-CNR, Institute of BioEconomy-National Research Council, 50019 Sesto Fiorentino, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IBE-CNR, Institute of BioEconomy-National Research Council, 50019 Sesto Fiorentino, Italy","institution_ids":["https://openalex.org/I4210155236","https://openalex.org/I4405261809"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073636538","display_name":"Cheng-Ru Chen","orcid":"https://orcid.org/0000-0002-1016-3458","observed_orcids":["https://orcid.org/0000-0002-1016-3458"]},"institutions":[{"id":"https://openalex.org/I22265921","display_name":"National Central University","ror":"https://ror.org/00944ve71","country_code":"TW","type":"education","lineage":["https://openalex.org/I22265921"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Cheng-Ru Chen","raw_affiliation_strings":["Center for Space and Remote Sensing Research, National Central University, Zhongli District, Taoyuan City 32001, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Space and Remote Sensing Research, National Central University, Zhongli District, Taoyuan City 32001, Taiwan","institution_ids":["https://openalex.org/I22265921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086695856","display_name":"Shu\u2010Ling Chen","orcid":"https://orcid.org/0000-0002-1513-4365","observed_orcids":["https://orcid.org/0000-0002-1513-4365"]},"institutions":[{"id":"https://openalex.org/I99613584","display_name":"National Taipei University","ror":"https://ror.org/03e29r284","country_code":"TW","type":"education","lineage":["https://openalex.org/I99613584"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Shu-Ling Chen","raw_affiliation_strings":["Department of Finance and Cooperative Management, National Taipei University, New Taipei 23741, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Finance and Cooperative Management, National Taipei University, New Taipei 23741, Taiwan","institution_ids":["https://openalex.org/I99613584"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007301486","display_name":"Kuo\u2010Hsin Tseng","orcid":"https://orcid.org/0000-0003-3581-076X","observed_orcids":["https://orcid.org/0000-0003-3581-076X"]},"institutions":[{"id":"https://openalex.org/I22265921","display_name":"National Central University","ror":"https://ror.org/00944ve71","country_code":"TW","type":"education","lineage":["https://openalex.org/I22265921"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Kuo-Hsin Tseng","raw_affiliation_strings":["Center for Space and Remote Sensing Research, National Central University, Zhongli District, Taoyuan City 32001, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Space and Remote Sensing Research, National Central University, Zhongli District, Taoyuan City 32001, Taiwan","institution_ids":["https://openalex.org/I22265921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029989199","display_name":"Chien-Hui Syu","orcid":"https://orcid.org/0009-0000-6004-1400","observed_orcids":["https://orcid.org/0009-0000-6004-1400"]},"institutions":[{"id":"https://openalex.org/I4210135225","display_name":"Taiwan Agricultural Research Institute Council of Agriculture, Executive Yuan","ror":"https://ror.org/02wget071","country_code":"TW","type":"government","lineage":["https://openalex.org/I4210135225"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chien-Hui Syu","raw_affiliation_strings":["Department of Agricultural Chemistry, Taiwan Agricultural Research Institute, Wufeng District, Taichung City 41362, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Agricultural Chemistry, Taiwan Agricultural Research Institute, Wufeng District, Taichung City 41362, Taiwan","institution_ids":["https://openalex.org/I4210135225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101153092","display_name":"Horng-Yuh Guo","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210135225","display_name":"Taiwan Agricultural Research Institute Council of Agriculture, Executive Yuan","ror":"https://ror.org/02wget071","country_code":"TW","type":"government","lineage":["https://openalex.org/I4210135225"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Horng-Yuh Guo","raw_affiliation_strings":["Department of Agricultural Chemistry, Taiwan Agricultural Research Institute, Wufeng District, Taichung City 41362, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Agricultural Chemistry, Taiwan Agricultural Research Institute, Wufeng District, Taichung City 41362, Taiwan","institution_ids":["https://openalex.org/I4210135225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054832590","display_name":"Yiting Zhang","orcid":"https://orcid.org/0009-0000-5985-7621","observed_orcids":["https://orcid.org/0009-0000-5985-7621"]},"institutions":[{"id":"https://openalex.org/I4210135225","display_name":"Taiwan Agricultural Research Institute Council of Agriculture, Executive Yuan","ror":"https://ror.org/02wget071","country_code":"TW","type":"government","lineage":["https://openalex.org/I4210135225"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yi-Ting Zhang","raw_affiliation_strings":["Department of Agricultural Chemistry, Taiwan Agricultural Research Institute, Wufeng District, Taichung City 41362, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Agricultural Chemistry, Taiwan Agricultural Research Institute, Wufeng District, Taichung City 41362, Taiwan","institution_ids":["https://openalex.org/I4210135225"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5083693354"],"corresponding_institution_ids":["https://openalex.org/I22265921"],"apc_list":{"value":2280,"currency":"USD","value_usd":2280},"apc_paid":null,"fwci":7.6091,"has_fulltext":false,"cited_by_count":74,"citation_normalized_percentile":{"value":0.98610317,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"69","issue":null,"first_page":"101618","last_page":"101618"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9785000085830688,"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":0.9785000085830688,"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":0.020800000056624413,"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/T12045","display_name":"Rice Cultivation and Yield Improvement","score":9.999999747378752e-05,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/rice-yield-prediction","display_name":"rice yield prediction","score":0.9580000042915344},{"id":"https://openalex.org/keywords/sentinel-2","display_name":"Sentinel-2","score":0.8320000171661377},{"id":"https://openalex.org/keywords/crop-yield-modeling","display_name":"crop yield simulation","score":0.7480000257492065},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.9760000109672546},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.996999979019165},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.9769999980926514},{"id":"https://openalex.org/keywords/crop-growth-stages","display_name":"crop growth stages","score":0.5130000114440918},{"id":"https://openalex.org/keywords/food-security","display_name":"food security","score":0.7540000081062317}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7359691858291626},{"id":"https://openalex.org/C150217764","wikidata":"https://www.wikidata.org/wiki/Q6803607","display_name":"Mean absolute percentage error","level":3,"score":0.723345160484314},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.654977023601532},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5281755328178406},{"id":"https://openalex.org/C134121241","wikidata":"https://www.wikidata.org/wiki/Q899301","display_name":"Yield (engineering)","level":2,"score":0.5204563140869141},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48358482122421265},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.4762168824672699},{"id":"https://openalex.org/C126343540","wikidata":"https://www.wikidata.org/wiki/Q889514","display_name":"Crop yield","level":2,"score":0.45581501722335815},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.45499807596206665},{"id":"https://openalex.org/C137580998","wikidata":"https://www.wikidata.org/wiki/Q235352","display_name":"Crop","level":2,"score":0.439628005027771},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.3732603192329407},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2711751461029053},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.1834089756011963},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","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/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.ecoinf.2022.101618","doi":"https://doi.org/10.1016/j.ecoinf.2022.101618","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.ecoinf.2022.101618","pdf_url":null,"source":{"id":"https://openalex.org/S195809937","display_name":"Ecological Informatics","issn_l":"1574-9541","issn":["1574-9541","1878-0512"],"is_oa":false,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","jufo-1","norway-1","oarl","poland-100","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Ecological Informatics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2","score":0.958299994468689}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322795","display_name":"Ministry of Science and Technology, Taiwan","ror":"https://ror.org/02kv4zf79"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1498436455","https://openalex.org/W1554663460","https://openalex.org/W1974047452","https://openalex.org/W2007507687","https://openalex.org/W2011010318","https://openalex.org/W2055074241","https://openalex.org/W2065051496","https://openalex.org/W2065800647","https://openalex.org/W2079019836","https://openalex.org/W2104269704","https://openalex.org/W2113410727","https://openalex.org/W2119513445","https://openalex.org/W2120146794","https://openalex.org/W2121690928","https://openalex.org/W2149298154","https://openalex.org/W2161436867","https://openalex.org/W2218047931","https://openalex.org/W2434557882","https://openalex.org/W2603713028","https://openalex.org/W2756901994","https://openalex.org/W2885770726","https://openalex.org/W2897236511","https://openalex.org/W2902993630","https://openalex.org/W2911964244","https://openalex.org/W2922412082","https://openalex.org/W2945365803","https://openalex.org/W2949250799","https://openalex.org/W3131257527","https://openalex.org/W3134816142","https://openalex.org/W3136058438","https://openalex.org/W3138237701","https://openalex.org/W3146049777","https://openalex.org/W3164809178","https://openalex.org/W3166053477","https://openalex.org/W3175748318","https://openalex.org/W4239510810","https://openalex.org/W4245193823","https://openalex.org/W4253667136","https://openalex.org/W6607306990","https://openalex.org/W6677551683"],"related_works":["https://openalex.org/W7123496730","https://openalex.org/W4284890965","https://openalex.org/W4414662386","https://openalex.org/W3049266285","https://openalex.org/W7125259105","https://openalex.org/W7201873486","https://openalex.org/W4376618781","https://openalex.org/W4390544067","https://openalex.org/W4411962482","https://openalex.org/W4401593479"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":13},{"year":2025,"cited_by_count":17},{"year":2024,"cited_by_count":27},{"year":2023,"cited_by_count":13},{"year":2022,"cited_by_count":4}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2022-04-03T00:00:00"}