{"id":"https://openalex.org/W7128017779","doi":"https://doi.org/10.1016/j.compag.2026.111495","title":"Integrating remote sensing data assimilation, deep learning and large language model to interactive yield prediction for wheat breeding","display_name":"Integrating remote sensing data assimilation, deep learning and large language model to interactive yield prediction for wheat breeding","publication_year":2026,"publication_date":"2026-02-06","ids":{"openalex":"https://openalex.org/W7128017779","doi":"https://doi.org/10.1016/j.compag.2026.111495"},"language":"en","primary_location":{"id":"doi:10.1016/j.compag.2026.111495","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.compag.2026.111495","pdf_url":null,"source":{"id":"https://openalex.org/S116775814","display_name":"Computers and Electronics in Agriculture","issn_l":"0168-1699","issn":["0168-1699","1872-7107"],"is_oa":false,"is_in_doaj":false,"is_core":true,"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":"Computers and Electronics in Agriculture","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"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/A5125182695","display_name":"Guofeng Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guofeng Yang","raw_affiliation_strings":["College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou 310058, China"],"affiliations":[{"raw_affiliation_string":"College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou 310058, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102924208","display_name":"Nuo Jin","orcid":"https://orcid.org/0000-0001-7017-9622"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nanfei Jin","raw_affiliation_strings":["College of Agriculture and Biotechnology, Zhejiang University, Hangzhou 310058, China"],"affiliations":[{"raw_affiliation_string":"College of Agriculture and Biotechnology, Zhejiang University, Hangzhou 310058, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125101624","display_name":"Wenjie Ai","orcid":null},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenjie Ai","raw_affiliation_strings":["College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou 310058, China"],"affiliations":[{"raw_affiliation_string":"College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou 310058, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125172769","display_name":"Zhonghua Zheng","orcid":null},"institutions":[{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Zhonghua Zheng","raw_affiliation_strings":["Department of Earth and Environmental Sciences, The University of Manchester, Manchester M13 9PL, United Kingdom"],"affiliations":[{"raw_affiliation_string":"Department of Earth and Environmental Sciences, The University of Manchester, Manchester M13 9PL, United Kingdom","institution_ids":["https://openalex.org/I28407311"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019959251","display_name":"Yuhong He","orcid":null},"institutions":[{"id":"https://openalex.org/I4210100487","display_name":"3v Geomatics (Canada)","ror":"https://ror.org/00ymz7s10","country_code":"CA","type":"company","lineage":["https://openalex.org/I4210100487"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CA","CN"],"is_corresponding":true,"raw_author_name":"Yuhong He","raw_affiliation_strings":["College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou 310058, China","Department of Geography, Geomatics and Environment, University of Toronto, Mississauga L5L 1C6, Canada"],"affiliations":[{"raw_affiliation_string":"College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou 310058, China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"Department of Geography, Geomatics and Environment, University of Toronto, Mississauga L5L 1C6, Canada","institution_ids":["https://openalex.org/I4210100487"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125100134","display_name":"Yong He","orcid":null},"institutions":[{"id":"https://openalex.org/I4210100487","display_name":"3v Geomatics (Canada)","ror":"https://ror.org/00ymz7s10","country_code":"CA","type":"company","lineage":["https://openalex.org/I4210100487"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CA","CN"],"is_corresponding":false,"raw_author_name":"Yuhong He","raw_affiliation_strings":["College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou 310058, China","Department of Geography, Geomatics and Environment, University of Toronto, Mississauga L5L 1C6, Canada"],"affiliations":[{"raw_affiliation_string":"College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou 310058, China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"Department of Geography, Geomatics and Environment, University of Toronto, Mississauga L5L 1C6, Canada","institution_ids":["https://openalex.org/I4210100487"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125279822","display_name":"Yong He","orcid":null},"institutions":[{"id":"https://openalex.org/I4210100487","display_name":"3v Geomatics (Canada)","ror":"https://ror.org/00ymz7s10","country_code":"CA","type":"company","lineage":["https://openalex.org/I4210100487"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CA","CN"],"is_corresponding":false,"raw_author_name":"Yong He","raw_affiliation_strings":["College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou 310058, China","Department of Geography, Geomatics and Environment, University of Toronto, Mississauga L5L 1C6, Canada"],"affiliations":[{"raw_affiliation_string":"College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou 310058, China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"Department of Geography, Geomatics and Environment, University of Toronto, Mississauga L5L 1C6, Canada","institution_ids":["https://openalex.org/I4210100487"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5125279822","display_name":"Yong He","orcid":null},"institutions":[{"id":"https://openalex.org/I4210100487","display_name":"3v Geomatics (Canada)","ror":"https://ror.org/00ymz7s10","country_code":"CA","type":"company","lineage":["https://openalex.org/I4210100487"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CA","CN"],"is_corresponding":true,"raw_author_name":"Yong He","raw_affiliation_strings":["College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou 310058, China","Department of Geography, Geomatics and Environment, University of Toronto, Mississauga L5L 1C6, Canada"],"affiliations":[{"raw_affiliation_string":"College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou 310058, China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"Department of Geography, Geomatics and Environment, University of Toronto, Mississauga L5L 1C6, Canada","institution_ids":["https://openalex.org/I4210100487"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5019959251","https://openalex.org/A5125279822"],"corresponding_institution_ids":["https://openalex.org/I4210100487","https://openalex.org/I76130692"],"apc_list":{"value":3680,"currency":"USD","value_usd":3680},"apc_paid":null,"fwci":54.1012,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.99772247,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"244","issue":null,"first_page":"111495","last_page":"111495"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.8205000162124634,"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":0.8205000162124634,"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":0.05730000138282776,"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/T10439","display_name":"Climate change impacts on agriculture","score":0.03759999945759773,"subfield":{"id":"https://openalex.org/subfields/1105","display_name":"Ecology, Evolution, Behavior and Systematics"},"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/data-assimilation","display_name":"Data assimilation","score":0.5449000000953674},{"id":"https://openalex.org/keywords/leaf-area-index","display_name":"Leaf area index","score":0.5426999926567078},{"id":"https://openalex.org/keywords/normalized-difference-vegetation-index","display_name":"Normalized Difference Vegetation Index","score":0.5112000107765198},{"id":"https://openalex.org/keywords/usability","display_name":"Usability","score":0.5008000135421753},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4652999937534332},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.45559999346733093},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.4498000144958496},{"id":"https://openalex.org/keywords/crop-yield","display_name":"Crop yield","score":0.4260999858379364}],"concepts":[{"id":"https://openalex.org/C24552861","wikidata":"https://www.wikidata.org/wiki/Q2670177","display_name":"Data assimilation","level":2,"score":0.5449000000953674},{"id":"https://openalex.org/C25989453","wikidata":"https://www.wikidata.org/wiki/Q446746","display_name":"Leaf area index","level":2,"score":0.5426999926567078},{"id":"https://openalex.org/C1549246","wikidata":"https://www.wikidata.org/wiki/Q718775","display_name":"Normalized Difference Vegetation Index","level":3,"score":0.5112000107765198},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.5008000135421753},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.46540001034736633},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4652999937534332},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.45559999346733093},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.4498000144958496},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43369999527931213},{"id":"https://openalex.org/C126343540","wikidata":"https://www.wikidata.org/wiki/Q889514","display_name":"Crop yield","level":2,"score":0.4260999858379364},{"id":"https://openalex.org/C2777106113","wikidata":"https://www.wikidata.org/wiki/Q18349347","display_name":"Crop simulation model","level":3,"score":0.39890000224113464},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3903999924659729},{"id":"https://openalex.org/C88463610","wikidata":"https://www.wikidata.org/wiki/Q194118","display_name":"Agricultural engineering","level":1,"score":0.3747999966144562},{"id":"https://openalex.org/C108215451","wikidata":"https://www.wikidata.org/wiki/Q7263963","display_name":"Simulation modeling","level":2,"score":0.35440000891685486},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34049999713897705},{"id":"https://openalex.org/C120217122","wikidata":"https://www.wikidata.org/wiki/Q740083","display_name":"Precision agriculture","level":3,"score":0.3325999975204468},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3319999873638153},{"id":"https://openalex.org/C134121241","wikidata":"https://www.wikidata.org/wiki/Q899301","display_name":"Yield (engineering)","level":2,"score":0.33090001344680786},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.32409998774528503},{"id":"https://openalex.org/C3018661444","wikidata":"https://www.wikidata.org/wiki/Q6977574","display_name":"Winter wheat","level":2,"score":0.3199999928474426},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.29409998655319214},{"id":"https://openalex.org/C2777382242","wikidata":"https://www.wikidata.org/wiki/Q6017816","display_name":"Index (typography)","level":2,"score":0.2619999945163727},{"id":"https://openalex.org/C2780376076","wikidata":"https://www.wikidata.org/wiki/Q1499458","display_name":"Vegetation Index","level":4,"score":0.26170000433921814},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.25189998745918274}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.compag.2026.111495","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.compag.2026.111495","pdf_url":null,"source":{"id":"https://openalex.org/S116775814","display_name":"Computers and Electronics in Agriculture","issn_l":"0168-1699","issn":["0168-1699","1872-7107"],"is_oa":false,"is_in_doaj":false,"is_core":true,"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":"Computers and Electronics in Agriculture","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6677963479","display_name":null,"funder_award_id":"2021YFD2000102","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G7245195872","display_name":null,"funder_award_id":"2022C02013","funder_id":"https://openalex.org/F8142712028","funder_display_name":"Key Research and Development Program of Zhejiang Province"}],"funders":[{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F8142712028","display_name":"Key Research and Development Program of Zhejiang Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":59,"referenced_works":["https://openalex.org/W2064675550","https://openalex.org/W2295598076","https://openalex.org/W2911964244","https://openalex.org/W2943316090","https://openalex.org/W3027120179","https://openalex.org/W3109304350","https://openalex.org/W3119389966","https://openalex.org/W3152977856","https://openalex.org/W3171884590","https://openalex.org/W4200414142","https://openalex.org/W4210634963","https://openalex.org/W4211092806","https://openalex.org/W4220680979","https://openalex.org/W4281663499","https://openalex.org/W4298143022","https://openalex.org/W4308118188","https://openalex.org/W4308393900","https://openalex.org/W4313648388","https://openalex.org/W4318476511","https://openalex.org/W4320726829","https://openalex.org/W4364379307","https://openalex.org/W4383221279","https://openalex.org/W4385949382","https://openalex.org/W4386205517","https://openalex.org/W4386290290","https://openalex.org/W4386981095","https://openalex.org/W4387418458","https://openalex.org/W4387575039","https://openalex.org/W4388409567","https://openalex.org/W4388488609","https://openalex.org/W4389978653","https://openalex.org/W4390024396","https://openalex.org/W4390771911","https://openalex.org/W4391508342","https://openalex.org/W4391741255","https://openalex.org/W4392049963","https://openalex.org/W4392536094","https://openalex.org/W4392544551","https://openalex.org/W4392878105","https://openalex.org/W4392976307","https://openalex.org/W4393339603","https://openalex.org/W4393902078","https://openalex.org/W4394982349","https://openalex.org/W4398162469","https://openalex.org/W4399116883","https://openalex.org/W4399208993","https://openalex.org/W4399215490","https://openalex.org/W4399314066","https://openalex.org/W4400391740","https://openalex.org/W4401248054","https://openalex.org/W4402366492","https://openalex.org/W4402508824","https://openalex.org/W4402562357","https://openalex.org/W4402648832","https://openalex.org/W4403943577","https://openalex.org/W4406239868","https://openalex.org/W4407918128","https://openalex.org/W4410383551","https://openalex.org/W4414399539"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2026-02-07T00:00:00"}
