{"id":"https://openalex.org/W4410269797","doi":"https://doi.org/10.1007/s44163-025-00288-8","title":"Federated transfer learning for distributed drought stage prediction","display_name":"Federated transfer learning for distributed drought stage prediction","publication_year":2025,"publication_date":"2025-05-11","ids":{"openalex":"https://openalex.org/W4410269797","doi":"https://doi.org/10.1007/s44163-025-00288-8"},"language":"en","primary_location":{"id":"doi:10.1007/s44163-025-00288-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-025-00288-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44163-025-00288-8.pdf","source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s44163-025-00288-8.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029655911","display_name":"Muhammad Owais Raza","orcid":"https://orcid.org/0009-0005-3256-1130"},"institutions":[{"id":"https://openalex.org/I123758333","display_name":"\u0130stanbul Sabahattin Zaim \u00dcniversitesi","ror":"https://ror.org/00xvwpq40","country_code":"TR","type":"education","lineage":["https://openalex.org/I123758333"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Muhammad Owais Raza","raw_affiliation_strings":["Department of Computer Engineering, Istanbul Sabahattin Zaim University, 34303, Istanbul, Turkey"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Istanbul Sabahattin Zaim University, 34303, Istanbul, Turkey","institution_ids":["https://openalex.org/I123758333"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022185323","display_name":"Aqsa Umar","orcid":null},"institutions":[{"id":"https://openalex.org/I1281802846","display_name":"Sindh Madressatul Islam University","ror":"https://ror.org/00467a196","country_code":"PK","type":"education","lineage":["https://openalex.org/I1281802846"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Aqsa Umar","raw_affiliation_strings":["Department of Computer Science, Sindh Madressatul Islam University, Karachi, 74000, Pakistan"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Sindh Madressatul Islam University, Karachi, 74000, Pakistan","institution_ids":["https://openalex.org/I1281802846"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073181310","display_name":"Jawad Rasheed","orcid":"https://orcid.org/0000-0003-3761-1641"},"institutions":[{"id":"https://openalex.org/I146367977","display_name":"Applied Science Private University","ror":"https://ror.org/01ah6nb52","country_code":"JO","type":"education","lineage":["https://openalex.org/I146367977"]},{"id":"https://openalex.org/I282159120","display_name":"\u0130stanbul Ni\u015fanta\u015f\u0131 \u00dcniversitesi","ror":"https://ror.org/04tah3159","country_code":"TR","type":"education","lineage":["https://openalex.org/I282159120"]},{"id":"https://openalex.org/I123758333","display_name":"\u0130stanbul Sabahattin Zaim \u00dcniversitesi","ror":"https://ror.org/00xvwpq40","country_code":"TR","type":"education","lineage":["https://openalex.org/I123758333"]}],"countries":["JO","TR"],"is_corresponding":false,"raw_author_name":"Jawad Rasheed","raw_affiliation_strings":["Applied Science Research Center, Applied Science Private University, Amman, Jordan","Department of Computer Engineering, Istanbul Sabahattin Zaim University, 34303, Istanbul, Turkey","Department of Software Engineering, Istanbul Nisantasi University, 34398, Istanbul, Turkey"],"affiliations":[{"raw_affiliation_string":"Applied Science Research Center, Applied Science Private University, Amman, Jordan","institution_ids":["https://openalex.org/I146367977"]},{"raw_affiliation_string":"Department of Computer Engineering, Istanbul Sabahattin Zaim University, 34303, Istanbul, Turkey","institution_ids":["https://openalex.org/I123758333"]},{"raw_affiliation_string":"Department of Software Engineering, Istanbul Nisantasi University, 34398, Istanbul, Turkey","institution_ids":["https://openalex.org/I282159120"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063767889","display_name":"Tun\u00e7 A\u015furo\u011flu","orcid":"https://orcid.org/0000-0003-4153-0764"},"institutions":[{"id":"https://openalex.org/I87653560","display_name":"VTT Technical Research Centre of Finland","ror":"https://ror.org/04b181w54","country_code":"FI","type":"nonprofit","lineage":["https://openalex.org/I4210089493","https://openalex.org/I87653560"]},{"id":"https://openalex.org/I166825849","display_name":"Tampere University","ror":"https://ror.org/033003e23","country_code":"FI","type":"education","lineage":["https://openalex.org/I166825849"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Tunc Asuroglu","raw_affiliation_strings":["Faculty of Medicine and Health Technology, Tampere University, 33720, Tampere, Finland","VTT Technical Research Centre of Finland, 33720, Tampere, Finland"],"affiliations":[{"raw_affiliation_string":"Faculty of Medicine and Health Technology, Tampere University, 33720, Tampere, Finland","institution_ids":["https://openalex.org/I166825849"]},{"raw_affiliation_string":"VTT Technical Research Centre of Finland, 33720, Tampere, Finland","institution_ids":["https://openalex.org/I87653560"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000028489","display_name":"Shtwai Alsubai","orcid":"https://orcid.org/0000-0002-6584-7400"},"institutions":[{"id":"https://openalex.org/I142608572","display_name":"Prince Sattam Bin Abdulaziz University","ror":"https://ror.org/04jt46d36","country_code":"SA","type":"education","lineage":["https://openalex.org/I142608572"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Shtwai Alsubai","raw_affiliation_strings":["Department of Computer Science, College of Computer Engineering and Sciences, Prince Sattam Bin Abdulaziz University, 11942, Al-Kharj, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, College of Computer Engineering and Sciences, Prince Sattam Bin Abdulaziz University, 11942, Al-Kharj, Saudi Arabia","institution_ids":["https://openalex.org/I142608572"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5029655911"],"corresponding_institution_ids":["https://openalex.org/I123758333"],"apc_list":{"value":990,"currency":"EUR","value_usd":1067},"apc_paid":{"value":990,"currency":"EUR","value_usd":1067},"fwci":1.0745,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.7597555,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"5","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9911999702453613,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9911999702453613,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9905999898910522,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"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/T11490","display_name":"Hydrological Forecasting Using AI","score":0.9803000092506409,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.6719033718109131},{"id":"https://openalex.org/keywords/stage","display_name":"Stage (stratigraphy)","score":0.6673204302787781},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5946321487426758},{"id":"https://openalex.org/keywords/transfer","display_name":"Transfer (computing)","score":0.45164889097213745},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40930864214897156},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.13469919562339783},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.0737505853176117}],"concepts":[{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6719033718109131},{"id":"https://openalex.org/C146357865","wikidata":"https://www.wikidata.org/wiki/Q1123245","display_name":"Stage (stratigraphy)","level":2,"score":0.6673204302787781},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5946321487426758},{"id":"https://openalex.org/C2776175482","wikidata":"https://www.wikidata.org/wiki/Q1195816","display_name":"Transfer (computing)","level":2,"score":0.45164889097213745},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40930864214897156},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.13469919562339783},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0737505853176117},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s44163-025-00288-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-025-00288-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44163-025-00288-8.pdf","source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Artificial Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:08a417e981dc4231a5d46cdf08a6d8ec","is_oa":true,"landing_page_url":"https://doaj.org/article/08a417e981dc4231a5d46cdf08a6d8ec","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":"Discover Artificial Intelligence, Vol 5, Iss 1, Pp 1-13 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s44163-025-00288-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-025-00288-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44163-025-00288-8.pdf","source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320326518","display_name":"Tays","ror":"https://ror.org/02hvt5f17"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410269797.pdf","grobid_xml":"https://content.openalex.org/works/W4410269797.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W2013486114","https://openalex.org/W2086025221","https://openalex.org/W2177572824","https://openalex.org/W2194775991","https://openalex.org/W2563833968","https://openalex.org/W2911087428","https://openalex.org/W2913182941","https://openalex.org/W3097726034","https://openalex.org/W3120903390","https://openalex.org/W3126641878","https://openalex.org/W4206968827","https://openalex.org/W4214856970","https://openalex.org/W4289933362","https://openalex.org/W4312216368","https://openalex.org/W4313531911","https://openalex.org/W4317739154","https://openalex.org/W4322504988","https://openalex.org/W4362559509","https://openalex.org/W4386558247","https://openalex.org/W4387186407","https://openalex.org/W4389265550","https://openalex.org/W4394981859","https://openalex.org/W4399055146","https://openalex.org/W4400431367","https://openalex.org/W4400687056","https://openalex.org/W4401400544"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Abstract":[0],"Due":[1],"to":[2,82],"the":[3,12,35,42,64,78,88,117,121,125,134,149,160,163],"uncertain":[4],"nature":[5],"of":[6,11,34,45,66,84,113,120,128,151,162],"drought,":[7],"it":[8],"is":[9,25,41,116],"one":[10,33],"most":[13],"menacing":[14],"natural":[15],"disasters.":[16],"Drought":[17],"modeling":[18,40],"(Prediction,":[19],"Detection,":[20],"Forecasting,":[21],"and":[22,92,102],"Stage":[23],"Prediction)":[24],"very":[26],"essential":[27],"for":[28,63,124],"efficient":[29],"policy":[30],"making.":[31],"But":[32],"key":[36],"problems":[37],"with":[38],"drought":[39,67,129,164],"limited":[43],"availability":[44],"centralized":[46,97],"datasets.":[47],"To":[48],"address":[49],"this":[50,70],"problem,":[51],"we":[52],"are":[53],"a":[54],"novel":[55,118],"proposing":[56],"federated":[57,93,105],"learning":[58,61,94,106],"based":[59],"transfer":[60],"models":[62,107,115],"prediction":[65],"stages.":[68],"In":[69],"study,":[71],"satellite":[72],"image":[73],"dataset":[74,89],"was":[75],"collected":[76],"from":[77],"Tharparkar":[79],"district":[80],"(prone":[81],"drought)":[83],"Pakistan.":[85],"We":[86],"trained":[87],"using":[90],"traditional":[91],"approaches,":[95],"comparing":[96],"ML":[98],"models,":[99,101],"pre-trained":[100],"their":[103],"respective":[104],"(FL-ResNet,":[108],"FL-DenseNet,":[109],"FL-MobileNet).":[110],"The":[111,146],"development":[112],"these":[114],"aspect":[119],"study":[122],"specifically":[123],"use":[126],"case":[127],"stage":[130,165],"prediction.":[131],"Based":[132],"on":[133],"final":[135],"evaluation,":[136],"FL-MobileNet":[137],"achieved":[138],"82%":[139],"precision":[140],"while":[141],"baseline":[142],"MobileNet":[143],"scored":[144],"68%.":[145],"results":[147],"show":[148],"effectiveness":[150],"novelty":[152],"(federated":[153],"learning),":[154],"that":[155],"our":[156],"proposed":[157],"framework":[158],"improves":[159],"performance":[161],"classification":[166],"task.":[167]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-17T17:19:04.345684","created_date":"2025-10-10T00:00:00"}