{"id":"https://openalex.org/W4406856690","doi":"https://doi.org/10.1109/tai.2025.3534149","title":"FLyer: Federated Learning-Based Crop Yield Prediction for Agriculture 5.0","display_name":"FLyer: Federated Learning-Based Crop Yield Prediction for Agriculture 5.0","publication_year":2025,"publication_date":"2025-01-27","ids":{"openalex":"https://openalex.org/W4406856690","doi":"https://doi.org/10.1109/tai.2025.3534149"},"language":"en","primary_location":{"id":"doi:10.1109/tai.2025.3534149","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tai.2025.3534149","pdf_url":null,"source":{"id":"https://openalex.org/S4210169448","display_name":"IEEE Transactions on Artificial Intelligence","issn_l":"2691-4581","issn":["2691-4581"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Artificial Intelligence","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/A5107976316","display_name":"Tanushree Dey","orcid":"https://orcid.org/0000-0002-7582-3672"},"institutions":[{"id":"https://openalex.org/I99601430","display_name":"Maulana Abul Kalam Azad University of Technology, West Bengal","ror":"https://ror.org/030tcae29","country_code":"IN","type":"education","lineage":["https://openalex.org/I99601430"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Tanushree Dey","raw_affiliation_strings":["Department of Computer Science and Engineering, Maulana Abul Kalam Azad University of Technology, West Bengal, Haringhata, West Bengal, India","Department of Computer Science and Engineering, Maulana Abul Kalam Azad University of Technology, West Bengal, India"],"raw_orcid":"https://orcid.org/0000-0002-7582-3672","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Maulana Abul Kalam Azad University of Technology, West Bengal, Haringhata, West Bengal, India","institution_ids":["https://openalex.org/I99601430"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Maulana Abul Kalam Azad University of Technology, West Bengal, India","institution_ids":["https://openalex.org/I99601430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101752971","display_name":"Somnath Bera","orcid":"https://orcid.org/0000-0002-7865-8238"},"institutions":[{"id":"https://openalex.org/I99601430","display_name":"Maulana Abul Kalam Azad University of Technology, West Bengal","ror":"https://ror.org/030tcae29","country_code":"IN","type":"education","lineage":["https://openalex.org/I99601430"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Somnath Bera","raw_affiliation_strings":["Department of Computer Science and Engineering, Maulana Abul Kalam Azad University of Technology, West Bengal, Haringhata, West Bengal, India","Department of Computer Science and Engineering, Maulana Abul Kalam Azad University of Technology, West Bengal, India"],"raw_orcid":"https://orcid.org/0000-0002-7865-8238","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Maulana Abul Kalam Azad University of Technology, West Bengal, Haringhata, West Bengal, India","institution_ids":["https://openalex.org/I99601430"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Maulana Abul Kalam Azad University of Technology, West Bengal, India","institution_ids":["https://openalex.org/I99601430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023553176","display_name":"Anwesha Mukherjee","orcid":"https://orcid.org/0000-0001-9110-8591"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Anwesha Mukherjee","raw_affiliation_strings":["Department of Computer Science, Mahishadal Raj College, Mahishadal, West Bengal, India"],"raw_orcid":"https://orcid.org/0000-0001-9110-8591","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Mahishadal Raj College, Mahishadal, West Bengal, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013897423","display_name":"Debashis De","orcid":"https://orcid.org/0000-0002-9688-9806"},"institutions":[{"id":"https://openalex.org/I99601430","display_name":"Maulana Abul Kalam Azad University of Technology, West Bengal","ror":"https://ror.org/030tcae29","country_code":"IN","type":"education","lineage":["https://openalex.org/I99601430"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Debashis De","raw_affiliation_strings":["Department of Computer Science and Engineering, Maulana Abul Kalam Azad University of Technology, West Bengal, Haringhata, West Bengal, India","Department of Computer Science and Engineering, Maulana Abul Kalam Azad University of Technology, West Bengal, India"],"raw_orcid":"https://orcid.org/0000-0002-9688-9806","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Maulana Abul Kalam Azad University of Technology, West Bengal, Haringhata, West Bengal, India","institution_ids":["https://openalex.org/I99601430"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Maulana Abul Kalam Azad University of Technology, West Bengal, India","institution_ids":["https://openalex.org/I99601430"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014716105","display_name":"Rajkumar Buyya","orcid":"https://orcid.org/0000-0001-9754-6496"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Rajkumar Buyya","raw_affiliation_strings":["Cloud Computing and Distributed Systems (CLOUDS) Laboratory, School of Computing and Information Systems, University of Melbourne, Parkville, VIC, Australia","Cloud Computing and Distributed Systems (CLOUDS) Lab, School of Computing and Information Systems, University of Melbourne, Parkville, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0001-9754-6496","affiliations":[{"raw_affiliation_string":"Cloud Computing and Distributed Systems (CLOUDS) Laboratory, School of Computing and Information Systems, University of Melbourne, Parkville, VIC, Australia","institution_ids":["https://openalex.org/I165779595"]},{"raw_affiliation_string":"Cloud Computing and Distributed Systems (CLOUDS) Lab, School of Computing and Information Systems, University of Melbourne, Parkville, VIC, Australia","institution_ids":["https://openalex.org/I165779595"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2645,"currency":"USD","value_usd":2645},"apc_paid":null,"fwci":16.3575,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.99195669,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"6","issue":"7","first_page":"1943","last_page":"1952"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14260","display_name":"Impact of AI and Big Data on Business and Society","score":0.9158999919891357,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T14260","display_name":"Impact of AI and Big Data on Business and Society","score":0.9158999919891357,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/yield","display_name":"Yield (engineering)","score":0.7144474983215332},{"id":"https://openalex.org/keywords/agriculture","display_name":"Agriculture","score":0.6217333674430847},{"id":"https://openalex.org/keywords/agricultural-engineering","display_name":"Agricultural engineering","score":0.6048619151115417},{"id":"https://openalex.org/keywords/crop","display_name":"Crop","score":0.5590702295303345},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.467395156621933},{"id":"https://openalex.org/keywords/agroforestry","display_name":"Agroforestry","score":0.3634774386882782},{"id":"https://openalex.org/keywords/agronomy","display_name":"Agronomy","score":0.34859275817871094},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3468923270702362},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.20836672186851501},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.1727515161037445},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.12494826316833496},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.08334964513778687},{"id":"https://openalex.org/keywords/archaeology","display_name":"Archaeology","score":0.06533598899841309}],"concepts":[{"id":"https://openalex.org/C134121241","wikidata":"https://www.wikidata.org/wiki/Q899301","display_name":"Yield (engineering)","level":2,"score":0.7144474983215332},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.6217333674430847},{"id":"https://openalex.org/C88463610","wikidata":"https://www.wikidata.org/wiki/Q194118","display_name":"Agricultural engineering","level":1,"score":0.6048619151115417},{"id":"https://openalex.org/C137580998","wikidata":"https://www.wikidata.org/wiki/Q235352","display_name":"Crop","level":2,"score":0.5590702295303345},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.467395156621933},{"id":"https://openalex.org/C54286561","wikidata":"https://www.wikidata.org/wiki/Q397350","display_name":"Agroforestry","level":1,"score":0.3634774386882782},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.34859275817871094},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3468923270702362},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.20836672186851501},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.1727515161037445},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.12494826316833496},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.08334964513778687},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.06533598899841309},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tai.2025.3534149","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tai.2025.3534149","pdf_url":null,"source":{"id":"https://openalex.org/S4210169448","display_name":"IEEE Transactions on Artificial Intelligence","issn_l":"2691-4581","issn":["2691-4581"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Artificial Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","score":0.8199999928474426,"display_name":"Zero hunger"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W3004337988","https://openalex.org/W3106533303","https://openalex.org/W3193818225","https://openalex.org/W3215107048","https://openalex.org/W4207044822","https://openalex.org/W4220886040","https://openalex.org/W4224262403","https://openalex.org/W4225556963","https://openalex.org/W4292604557","https://openalex.org/W4293146242","https://openalex.org/W4312381109","https://openalex.org/W4312615979","https://openalex.org/W4320523694","https://openalex.org/W4323033046","https://openalex.org/W4323346140","https://openalex.org/W4365518046","https://openalex.org/W4378894091","https://openalex.org/W4381301279","https://openalex.org/W4382468238","https://openalex.org/W4383262599","https://openalex.org/W4383677259","https://openalex.org/W4392172693","https://openalex.org/W4400077046","https://openalex.org/W4401387485"],"related_works":["https://openalex.org/W2355956201","https://openalex.org/W2327874825","https://openalex.org/W2386195957","https://openalex.org/W2351852648","https://openalex.org/W2613051533","https://openalex.org/W2386800167","https://openalex.org/W2349774843","https://openalex.org/W2775541961","https://openalex.org/W2267286817","https://openalex.org/W2384315363"],"abstract_inverted_index":{"Crop":[0],"yield":[1,17,166,181],"prediction":[2,18],"is":[3,60,102,107],"a":[4,15],"significant":[5],"area":[6],"of":[7,85],"precision":[8],"agriculture.":[9],"In":[10,29],"this":[11],"article,":[12],"we":[13,88,112,122],"propose":[14],"crop":[16,165,180],"framework":[19,144],"named":[20],"FLyer,":[21,30],"based":[22],"on":[23],"federated":[24],"learning":[25],"and":[26,33,43,53,65,80,104,115,125,136,162],"edge":[27,41,51],"computing.":[28],"the":[31,40,44,50,54,63,72,77,82,86,95,97,133,141,151,173],"soil":[32],"environmental":[34],"data":[35,69,105,117],"are":[36,47],"locally":[37],"processed":[38],"inside":[39],"servers,":[42],"model":[45,74,153],"parameters":[46],"transmitted":[48],"between":[49],"servers":[52],"cloud":[55],"with":[56],"encrypted":[57],"gradients.":[58],"LSTM":[59,73,90],"used":[61],"as":[62],"local":[64,120,174],"global":[66,152],"models":[67,175],"for":[68,116],"analysis.":[70],"As":[71],"can":[75],"capture":[76],"temporal":[78],"dependencies":[79],"hold":[81],"sequential":[83],"nature":[84],"data,":[87],"use":[89,113,123],"in":[91,154,164,179],"FLyer.":[92],"By":[93],"encrypting":[94],"gradients,":[96],"gradient":[98,110],"information":[99],"leakage":[100],"ratio":[101],"reduced,":[103],"privacy":[106],"protected.":[108],"For":[109],"encryption,":[111],"AES-256,":[114],"encryption":[118],"during":[119],"storage":[121],"RSA":[124],"AES-256.":[126],"The":[127,146,168],"results":[128,148,169],"demonstrate":[129],"that":[130,150,172],"FLyer":[131,155],"diminishes":[132],"latency":[134],"by$\\boldsymbol{\\sim}$39%":[135],"energy":[137],"consumption":[138],"by$\\boldsymbol{\\sim}$40%":[139],"than":[140],"conventional":[142],"edge-cloud":[143],"respectively.":[145],"experimental":[147],"show":[149],"achieves":[156],"above":[157],"99%":[158],"accuracy,":[159],"precision,":[160],"recall,":[161],"F1-score":[163],"prediction.":[167,182],"also":[170,176],"present":[171],"achieve$\\boldsymbol{>}$94%":[177],"accuracy":[178]},"counts_by_year":[{"year":2026,"cited_by_count":11},{"year":2025,"cited_by_count":6}],"updated_date":"2026-09-01T08:31:24.195828","created_date":"2025-10-10T00:00:00"}
