{"id":"https://openalex.org/W4390887438","doi":"https://doi.org/10.1109/jiot.2024.3353793","title":"SLMFed: A Stage-Based and Layerwise Mechanism for Incremental Federated Learning to Assist Dynamic and Ubiquitous IoT","display_name":"SLMFed: A Stage-Based and Layerwise Mechanism for Incremental Federated Learning to Assist Dynamic and Ubiquitous IoT","publication_year":2024,"publication_date":"2024-01-15","ids":{"openalex":"https://openalex.org/W4390887438","doi":"https://doi.org/10.1109/jiot.2024.3353793"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2024.3353793","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3353793","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","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":null,"display_name":"Linlin You","orcid":"https://orcid.org/0000-0002-9256-4377"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Linlin You","raw_affiliation_strings":["School of Intelligent Systems Engineering, Sun Yat-sen University, Shenzhen, China","Guandong Provincial Key Laboratory of Intelligent Transportation Systems, Guangzhou, China","School of Intelligent Systems Engineering, Sun Yat-Sen University, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-9256-4377","affiliations":[{"raw_affiliation_string":"School of Intelligent Systems Engineering, Sun Yat-sen University, Shenzhen, China","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"Guandong Provincial Key Laboratory of Intelligent Transportation Systems, Guangzhou, China","institution_ids":[]},{"raw_affiliation_string":"School of Intelligent Systems Engineering, Sun Yat-Sen University, Shenzhen, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032674857","display_name":"Zihan Guo","orcid":"https://orcid.org/0000-0002-2401-9174"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zihan Guo","raw_affiliation_strings":["School of Intelligent Systems Engineering, Sun Yat-sen University, Shenzhen, China","Guandong Provincial Key Laboratory of Intelligent Transportation Systems, Guangzhou, China","School of Intelligent Systems Engineering, Sun Yat-Sen University, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-2401-9174","affiliations":[{"raw_affiliation_string":"School of Intelligent Systems Engineering, Sun Yat-sen University, Shenzhen, China","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"Guandong Provincial Key Laboratory of Intelligent Transportation Systems, Guangzhou, China","institution_ids":[]},{"raw_affiliation_string":"School of Intelligent Systems Engineering, Sun Yat-Sen University, Shenzhen, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002093227","display_name":"Bing-Ran Zuo","orcid":"https://orcid.org/0000-0002-3524-0050"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Bingran Zuo","raw_affiliation_strings":["Rehabilitation Research Institute of Singapore, Nanyang Technological University, Jurong West, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-3524-0050","affiliations":[{"raw_affiliation_string":"Rehabilitation Research Institute of Singapore, Nanyang Technological University, Jurong West, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029392006","display_name":"Yi Chang","orcid":"https://orcid.org/0000-0003-2697-8093"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Chang","raw_affiliation_strings":["School of Artificial Intelligence, Jilin University, Changchun, China"],"raw_orcid":"https://orcid.org/0000-0003-2697-8093","affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, Jilin University, Changchun, China","institution_ids":["https://openalex.org/I194450716"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060020877","display_name":"Chau Yuen","orcid":"https://orcid.org/0000-0002-9307-2120"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Chau Yuen","raw_affiliation_strings":["School of Electrical and Electronics Engineering, Nanyang Technological University, Jurong West, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-9307-2120","affiliations":[{"raw_affiliation_string":"School of Electrical and Electronics Engineering, Nanyang Technological University, Jurong West, Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.3351,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.94643048,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"11","issue":"9","first_page":"16364","last_page":"16381"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13553","display_name":"Age of Information Optimization","score":0.9768999814987183,"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"}},{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9700999855995178,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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":0.8744785189628601},{"id":"https://openalex.org/keywords/upload","display_name":"Upload","score":0.6416837573051453},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.582554817199707},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5198750495910645},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.429644376039505},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.32363682985305786},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.12072527408599854}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8744785189628601},{"id":"https://openalex.org/C71901391","wikidata":"https://www.wikidata.org/wiki/Q7126699","display_name":"Upload","level":2,"score":0.6416837573051453},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.582554817199707},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5198750495910645},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.429644376039505},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.32363682985305786},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.12072527408599854}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2024.3353793","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3353793","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3133821360","display_name":null,"funder_award_id":"62002398","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3739972484","display_name":null,"funder_award_id":"2023A1515012895","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":61,"referenced_works":["https://openalex.org/W2535838896","https://openalex.org/W2798720628","https://openalex.org/W2884139901","https://openalex.org/W2938949242","https://openalex.org/W2971447993","https://openalex.org/W2971544482","https://openalex.org/W2991236681","https://openalex.org/W2994887008","https://openalex.org/W2995022099","https://openalex.org/W3016560828","https://openalex.org/W3021026170","https://openalex.org/W3027138609","https://openalex.org/W3047304572","https://openalex.org/W3088123725","https://openalex.org/W3088218629","https://openalex.org/W3091075746","https://openalex.org/W3098568813","https://openalex.org/W3099106497","https://openalex.org/W3101073882","https://openalex.org/W3105122387","https://openalex.org/W3105886168","https://openalex.org/W3111512201","https://openalex.org/W3135231128","https://openalex.org/W3163148797","https://openalex.org/W3164900515","https://openalex.org/W3167900934","https://openalex.org/W3180811329","https://openalex.org/W3188011552","https://openalex.org/W3200806020","https://openalex.org/W3200813195","https://openalex.org/W3205368495","https://openalex.org/W3211781253","https://openalex.org/W3215019056","https://openalex.org/W4225310475","https://openalex.org/W4226029051","https://openalex.org/W4226095921","https://openalex.org/W4226181429","https://openalex.org/W4280634355","https://openalex.org/W4283032505","https://openalex.org/W4283361841","https://openalex.org/W4285170564","https://openalex.org/W4285215888","https://openalex.org/W4285409316","https://openalex.org/W4297687186","https://openalex.org/W4308207451","https://openalex.org/W4312769405","https://openalex.org/W4312935497","https://openalex.org/W4313531483","https://openalex.org/W4322724316","https://openalex.org/W4362714756","https://openalex.org/W4379034050","https://openalex.org/W4379409107","https://openalex.org/W4387448561","https://openalex.org/W4388676601","https://openalex.org/W6728757088","https://openalex.org/W6759238902","https://openalex.org/W6791444617","https://openalex.org/W6795916790","https://openalex.org/W6796484261","https://openalex.org/W6839799260","https://openalex.org/W6840391442"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"Along":[0],"with":[1],"the":[2,11,32,87,104,127,146,158,173,190,198,207],"vast":[3],"application":[4],"of":[5,7,20,36,183,211],"Internet":[6],"Things":[8],"(IoT)":[9],"and":[10,34,40,45,58,62,96,118,136,148,154,157,168,180,216,223],"ever-growing":[12],"concerns":[13],"about":[14,83,100,220],"data":[15,59],"protection,":[16],"a":[17,116,133],"novel":[18],"type":[19],"learning,":[21],"named":[22],"incremental":[23],"federated":[24],"learning":[25,44,82,99,129,160,199,202,212],"(IFL),":[26],"is":[27,67,130,161],"rising":[28],"to":[29,72,85,91,102,107,140,145,171],"further":[30],"elevate":[31],"intelligence":[33],"quality":[35],"various":[37,201],"IoT":[38],"systems":[39],"services":[41],"by":[42,132,163,176,189,219],"consistently":[43],"updating":[46],"their":[47],"models,":[48],"e.g.,":[49],"deep":[50],"neural":[51],"networks,":[52],"in":[53,69,79,125,209],"dynamic":[54],"contexts,":[55],"where":[56],"clients":[57],"can":[60,194],"increase":[61],"accumulate":[63],"gradually.":[64],"Since":[65],"IFL":[66],"still":[68],"its":[70,74],"infancy,":[71],"overcome":[73],"emerging":[75],"challenges":[76],"as":[77],"represented":[78],"1)":[80],"periodic":[81,128],"how":[84,101],"initialize":[86],"model":[88,105,142,175,185],"update":[89,103,143,172],"rationally":[90],"avoid":[92],"catastrophic":[93],"performance":[94,208],"dropping,":[95],"2)":[97],"iterative":[98,159],"cost-efficiently":[106],"remedy":[108],"overlearning":[109],"on":[110,151],"duplicated":[111],"information,":[112],"this":[113],"paper":[114],"proposes":[115],"stage-based":[117],"layer-wise":[119],"mechanism":[120],"for":[121],"IFL,":[122],"called":[123],"SLMFed,":[124],"which,":[126],"managed":[131],"stage":[134,217],"transition":[135],"client":[137],"selection":[138],"strategy":[139,170],"trigger":[141],"according":[144],"quantitative":[147],"qualitative":[149],"changes":[150],"clients,":[152],"data,":[153],"user":[155],"experience,":[156],"enhanced":[162],"an":[164],"adaptive":[165],"layer":[166],"uploading":[167],"aggregation":[169],"global":[174],"measuring":[177],"representational":[178],"consistencies":[179],"information":[181],"richness":[182],"local":[184],"layers.":[186],"As":[187],"shown":[188],"evaluation":[191],"results,":[192],"SLMFed":[193],"not":[195],"only":[196],"stabilize":[197],"across":[200],"stages":[203],"but":[204],"also":[205],"boost":[206],"terms":[210],"accuracy,":[213],"communication":[214],"cost,":[215],"contribution":[218],"32.09%,":[221],"105.94%,":[222],"22.02%,":[224],"respectively.":[225]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":6}],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2025-10-10T00:00:00"}