{"id":"https://openalex.org/W4411019864","doi":"https://doi.org/10.1109/tce.2025.3576357","title":"FedSSH: A Consumer-Oriented Federated Semi-Supervised Heterogeneous IoMT Framework","display_name":"FedSSH: A Consumer-Oriented Federated Semi-Supervised Heterogeneous IoMT Framework","publication_year":2025,"publication_date":"2025-06-04","ids":{"openalex":"https://openalex.org/W4411019864","doi":"https://doi.org/10.1109/tce.2025.3576357"},"language":"en","primary_location":{"id":"doi:10.1109/tce.2025.3576357","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tce.2025.3576357","pdf_url":null,"source":{"id":"https://openalex.org/S126824455","display_name":"IEEE Transactions on Consumer Electronics","issn_l":"0098-3063","issn":["0098-3063","1558-4127"],"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 Consumer Electronics","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/A5062045805","display_name":"Sibo Qiao","orcid":"https://orcid.org/0000-0001-6922-5986"},"institutions":[{"id":"https://openalex.org/I198091727","display_name":"Tiangong University","ror":"https://ror.org/00xsr9m91","country_code":"CN","type":"education","lineage":["https://openalex.org/I198091727"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Sibo Qiao","raw_affiliation_strings":["School of Software, Tiangong University, Tianjin, China"],"raw_orcid":"https://orcid.org/0000-0001-6922-5986","affiliations":[{"raw_affiliation_string":"School of Software, Tiangong University, Tianjin, China","institution_ids":["https://openalex.org/I198091727"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111129095","display_name":"Mengru Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I198091727","display_name":"Tiangong University","ror":"https://ror.org/00xsr9m91","country_code":"CN","type":"education","lineage":["https://openalex.org/I198091727"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mengru Huang","raw_affiliation_strings":["School of Life Sciences, Tiangong University, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Life Sciences, Tiangong University, Tianjin, China","institution_ids":["https://openalex.org/I198091727"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082780758","display_name":"Hengxiao Li","orcid":"https://orcid.org/0009-0002-9699-7169"},"institutions":[{"id":"https://openalex.org/I4210128818","display_name":"Institute of Software","ror":"https://ror.org/033dfsn42","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210128818"]},{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hengxiao Li","raw_affiliation_strings":["Qingdao Institute of Software, College of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China","College of Computer Science and Technology, Qingdao Institute of Software, China University of Petroleum (East China), Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Qingdao Institute of Software, College of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190","https://openalex.org/I4210128818"]},{"raw_affiliation_string":"College of Computer Science and Technology, Qingdao Institute of Software, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190","https://openalex.org/I4210128818"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034431368","display_name":"Luqi Wang","orcid":"https://orcid.org/0009-0002-0961-6816"},"institutions":[{"id":"https://openalex.org/I4210128818","display_name":"Institute of Software","ror":"https://ror.org/033dfsn42","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210128818"]},{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Luqi Wang","raw_affiliation_strings":["Qingdao Institute of Software, College of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China","College of Computer Science and Technology, Qingdao Institute of Software, China University of Petroleum (East China), Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Qingdao Institute of Software, College of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190","https://openalex.org/I4210128818"]},{"raw_affiliation_string":"College of Computer Science and Technology, Qingdao Institute of Software, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190","https://openalex.org/I4210128818"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101337977","display_name":"Wenjing Yin","orcid":"https://orcid.org/0000-0002-8837-9195"},"institutions":[{"id":"https://openalex.org/I4210128818","display_name":"Institute of Software","ror":"https://ror.org/033dfsn42","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210128818"]},{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenjing Yin","raw_affiliation_strings":["Qingdao Institute of Software, College of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China","College of Computer Science and Technology, Qingdao Institute of Software, China University of Petroleum (East China), Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0002-8837-9195","affiliations":[{"raw_affiliation_string":"Qingdao Institute of Software, College of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190","https://openalex.org/I4210128818"]},{"raw_affiliation_string":"College of Computer Science and Technology, Qingdao Institute of Software, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190","https://openalex.org/I4210128818"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018497336","display_name":"Youzhuang Sun","orcid":"https://orcid.org/0000-0001-5622-997X"},"institutions":[{"id":"https://openalex.org/I4210128818","display_name":"Institute of Software","ror":"https://ror.org/033dfsn42","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210128818"]},{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Youzhuang Sun","raw_affiliation_strings":["Qingdao Institute of Software, College of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China","College of Computer Science and Technology, Qingdao Institute of Software, China University of Petroleum (East China), Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0001-5622-997X","affiliations":[{"raw_affiliation_string":"Qingdao Institute of Software, College of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190","https://openalex.org/I4210128818"]},{"raw_affiliation_string":"College of Computer Science and Technology, Qingdao Institute of Software, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190","https://openalex.org/I4210128818"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100693125","display_name":"Zhiyuan Zhao","orcid":"https://orcid.org/0009-0006-4789-5173"},"institutions":[{"id":"https://openalex.org/I198091727","display_name":"Tiangong University","ror":"https://ror.org/00xsr9m91","country_code":"CN","type":"education","lineage":["https://openalex.org/I198091727"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiyuan Zhao","raw_affiliation_strings":["School of Software, Tiangong University, Tianjin, China"],"raw_orcid":"https://orcid.org/0009-0006-4789-5173","affiliations":[{"raw_affiliation_string":"School of Software, Tiangong University, Tianjin, China","institution_ids":["https://openalex.org/I198091727"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108044017","display_name":"Zhihan Lv","orcid":"https://orcid.org/0000-0003-2525-3074"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhihan Lyu","raw_affiliation_strings":["School of Computer Science and Technology, Xidian University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0003-2525-3074","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5062045805"],"corresponding_institution_ids":["https://openalex.org/I198091727"],"apc_list":null,"apc_paid":null,"fwci":14.2533,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.98873131,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":100},"biblio":{"volume":"71","issue":"3","first_page":"8465","last_page":"8476"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9449999928474426,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9449999928474426,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7149295806884766},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.366990864276886},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3510320782661438},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.34690725803375244},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.33470430970191956}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7149295806884766},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.366990864276886},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3510320782661438},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.34690725803375244},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.33470430970191956}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tce.2025.3576357","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tce.2025.3576357","pdf_url":null,"source":{"id":"https://openalex.org/S126824455","display_name":"IEEE Transactions on Consumer Electronics","issn_l":"0098-3063","issn":["0098-3063","1558-4127"],"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 Consumer Electronics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8259169517","display_name":null,"funder_award_id":"62402338","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W2194775991","https://openalex.org/W2468387181","https://openalex.org/W2995942064","https://openalex.org/W3127299377","https://openalex.org/W3141518839","https://openalex.org/W3165750456","https://openalex.org/W3204212595","https://openalex.org/W3207000431","https://openalex.org/W4220868306","https://openalex.org/W4285601829","https://openalex.org/W4295916002","https://openalex.org/W4309095845","https://openalex.org/W4312462223","https://openalex.org/W4312699393","https://openalex.org/W4313156423","https://openalex.org/W4317436377","https://openalex.org/W4323644172","https://openalex.org/W4368232736","https://openalex.org/W4375929067","https://openalex.org/W4385245566","https://openalex.org/W4386702648","https://openalex.org/W4386767017","https://openalex.org/W4387105517","https://openalex.org/W4388459526","https://openalex.org/W4389104762","https://openalex.org/W4393149423","https://openalex.org/W4394698571","https://openalex.org/W4404968376"],"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":{"Medical":[0,43],"image":[1,204],"analysis":[2,170,205],"is":[3,13],"essential":[4],"for":[5,194],"disease":[6],"diagnosis":[7],"and":[8,26,55,61,90,127,182,190],"treatment.":[9],"However,":[10],"its":[11,141,162],"advancement":[12],"hindered":[14],"by":[15],"challenges":[16],"such":[17],"as":[18],"data":[19,145,167],"privacy":[20],"concerns,":[21],"heterogeneity":[22],"in":[23,179],"computational":[24,78],"resources,":[25],"the":[27,51,102,108,173,198],"scarcity":[28],"of":[29,42,83,104,175],"labeled":[30,151],"data.":[31],"To":[32],"address":[33],"these":[34],"issues,":[35],"we":[36],"propose":[37],"FedSSH,":[38],"a":[39],"four-layer":[40],"Internet":[41],"Things":[44],"(IoMT)":[45],"federated":[46,70,134],"semi-supervised":[47,105],"heterogeneous":[48,69,144],"framework,":[49],"comprising":[50],"data,":[52,152],"end,":[53],"edge,":[54],"cloud":[56],"layers.":[57],"FedSSH":[58,131,153,186],"facilitates":[59],"privacy-preserving":[60],"efficient":[62,189],"cross-layer":[63],"collaborative":[64,177],"computation.":[65],"By":[66],"integrating":[67],"model":[68,109,184],"learning":[71,106,135],"(MHFL),":[72],"it":[73],"enables":[74],"devices":[75],"with":[76,93,149,197],"varying":[77],"capacities":[79],"to":[80,95,110,143,157,164,200],"train":[81],"models":[82],"different":[84],"complexities,":[85],"thereby":[86,116],"enhancing":[87],"resource":[88],"utilization":[89],"empowering":[91],"consumers":[92],"access":[94],"intelligent":[96,202],"services":[97],"on":[98,122],"personal":[99],"devices.":[100],"Furthermore,":[101],"incorporation":[103],"allows":[107],"effectively":[111],"leverage":[112,165],"unlabeled":[113,166],"medical":[114,195,203],"images,":[115],"improving":[117],"generalization":[118],"performance.":[119,185],"Experimental":[120],"results":[121],"multiple":[123],"datasets,":[124],"including":[125],"CIFAR-10":[126],"MedMNIST,":[128],"demonstrate":[129],"that":[130],"surpasses":[132],"traditional":[133],"(FL)":[136],"methods":[137],"(FedAvg,":[138],"FedProx),":[139],"demonstrating":[140],"adaptability":[142],"distributions.":[146],"Additionally,":[147],"even":[148],"limited":[150],"achieves":[154],"performance":[155],"comparable":[156],"fully":[158],"supervised":[159],"training,":[160],"highlighting":[161],"ability":[163],"efficiently.":[168],"Convergence":[169],"further":[171],"validates":[172],"advantages":[174],"cloud-edge":[176],"optimization":[178],"accelerating":[180],"training":[181],"stabilizing":[183],"offers":[187],"an":[188],"privacy-aware":[191],"FL":[192],"framework":[193],"AI,":[196],"potential":[199],"drive":[201],"towards":[206],"consumer":[207],"applications.":[208]},"counts_by_year":[{"year":2026,"cited_by_count":11},{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-26T13:28:51.108037","created_date":"2025-10-10T00:00:00"}
