{"id":"https://openalex.org/W4414763495","doi":"https://doi.org/10.1587/transinf.2025edp7156","title":"A Novel Meta-Federated Learning Framework with Distillation of Activation Boundaries for Human Activity Recognition in Manufacturing Industry","display_name":"A Novel Meta-Federated Learning Framework with Distillation of Activation Boundaries for Human Activity Recognition in Manufacturing Industry","publication_year":2025,"publication_date":"2025-10-02","ids":{"openalex":"https://openalex.org/W4414763495","doi":"https://doi.org/10.1587/transinf.2025edp7156"},"language":"en","primary_location":{"id":"doi:10.1587/transinf.2025edp7156","is_oa":true,"landing_page_url":"https://doi.org/10.1587/transinf.2025edp7156","pdf_url":"https://www.jstage.jst.go.jp/article/transinf/advpub/0/advpub_2025EDP7156/_pdf","source":{"id":"https://openalex.org/S2486202937","display_name":"IEICE Transactions on Information and Systems","issn_l":"0916-8532","issn":["0916-8532","1745-1361"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEICE Transactions on Information and Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://www.jstage.jst.go.jp/article/transinf/advpub/0/advpub_2025EDP7156/_pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5002544328","display_name":"Yueyi Yang","orcid":"https://orcid.org/0000-0001-5966-8169"},"institutions":[{"id":"https://openalex.org/I132586189","display_name":"Zhongyuan University of Technology","ror":"https://ror.org/0360zcg91","country_code":"CN","type":"education","lineage":["https://openalex.org/I132586189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yueyi YANG","raw_affiliation_strings":["Zhongyuan Petersburg Aviation College, Zhongyuan University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhongyuan Petersburg Aviation College, Zhongyuan University of Technology","institution_ids":["https://openalex.org/I132586189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5141598981","display_name":"Jinxia WEN","orcid":null},"institutions":[{"id":"https://openalex.org/I132586189","display_name":"Zhongyuan University of Technology","ror":"https://ror.org/0360zcg91","country_code":"CN","type":"education","lineage":["https://openalex.org/I132586189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinxia WEN","raw_affiliation_strings":["Zhongyuan Petersburg Aviation College, Zhongyuan University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhongyuan Petersburg Aviation College, Zhongyuan University of Technology","institution_ids":["https://openalex.org/I132586189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024902708","display_name":"Haiquan Wang","orcid":"https://orcid.org/0000-0002-8346-9802"},"institutions":[{"id":"https://openalex.org/I132586189","display_name":"Zhongyuan University of Technology","ror":"https://ror.org/0360zcg91","country_code":"CN","type":"education","lineage":["https://openalex.org/I132586189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haiquan WANG","raw_affiliation_strings":["Zhongyuan Petersburg Aviation College, Zhongyuan University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhongyuan Petersburg Aviation College, Zhongyuan University of Technology","institution_ids":["https://openalex.org/I132586189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5141614547","display_name":"Xiangzhou BU","orcid":null},"institutions":[{"id":"https://openalex.org/I4210149181","display_name":"Analysis and Measurement Services (United States)","ror":"https://ror.org/056s1k160","country_code":"US","type":"company","lineage":["https://openalex.org/I4210149181"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiangzhou BU","raw_affiliation_strings":["Hongbo measurement & control company","Hongbo measurement&control company"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hongbo measurement & control company","institution_ids":["https://openalex.org/I4210149181"]},{"raw_affiliation_string":"Hongbo measurement&control company","institution_ids":["https://openalex.org/I4210149181"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101145264","display_name":"Yabo Hu","orcid":"https://orcid.org/0000-0003-2737-2317"},"institutions":[{"id":"https://openalex.org/I132586189","display_name":"Zhongyuan University of Technology","ror":"https://ror.org/0360zcg91","country_code":"CN","type":"education","lineage":["https://openalex.org/I132586189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yabo HU","raw_affiliation_strings":["Zhongyuan Petersburg Aviation College, Zhongyuan University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhongyuan Petersburg Aviation College, Zhongyuan University of Technology","institution_ids":["https://openalex.org/I132586189"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.21252664,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"E109.D","issue":"4","first_page":"522","last_page":"530"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.8783000111579895,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.8783000111579895,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10763","display_name":"Digital Transformation in Industry","score":0.7728999853134155,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"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/T13812","display_name":"AI and HR Technologies","score":0.7348999977111816,"subfield":{"id":"https://openalex.org/subfields/1407","display_name":"Organizational Behavior and Human Resource Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/activity-recognition","display_name":"Activity recognition","score":0.7914000153541565},{"id":"https://openalex.org/keywords/distillation","display_name":"Distillation","score":0.482699990272522},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.47540000081062317},{"id":"https://openalex.org/keywords/labeled-data","display_name":"Labeled data","score":0.37459999322891235},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.32710000872612},{"id":"https://openalex.org/keywords/russian-federation","display_name":"Russian federation","score":0.3197999894618988}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8195000290870667},{"id":"https://openalex.org/C121687571","wikidata":"https://www.wikidata.org/wiki/Q4677630","display_name":"Activity recognition","level":2,"score":0.7914000153541565},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5715000033378601},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5630999803543091},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.482699990272522},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.47540000081062317},{"id":"https://openalex.org/C2776145971","wikidata":"https://www.wikidata.org/wiki/Q30673951","display_name":"Labeled data","level":2,"score":0.37459999322891235},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3418999910354614},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.32710000872612},{"id":"https://openalex.org/C3019953208","wikidata":"https://www.wikidata.org/wiki/Q159","display_name":"Russian federation","level":2,"score":0.3197999894618988},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.30070000886917114},{"id":"https://openalex.org/C4554734","wikidata":"https://www.wikidata.org/wiki/Q593744","display_name":"Knowledge base","level":2,"score":0.2831000089645386},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.2775000035762787},{"id":"https://openalex.org/C175700187","wikidata":"https://www.wikidata.org/wiki/Q187939","display_name":"Manufacturing","level":2,"score":0.2768999934196472}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1587/transinf.2025edp7156","is_oa":true,"landing_page_url":"https://doi.org/10.1587/transinf.2025edp7156","pdf_url":"https://www.jstage.jst.go.jp/article/transinf/advpub/0/advpub_2025EDP7156/_pdf","source":{"id":"https://openalex.org/S2486202937","display_name":"IEICE Transactions on Information and Systems","issn_l":"0916-8532","issn":["0916-8532","1745-1361"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEICE Transactions on Information and Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1587/transinf.2025edp7156","is_oa":true,"landing_page_url":"https://doi.org/10.1587/transinf.2025edp7156","pdf_url":"https://www.jstage.jst.go.jp/article/transinf/advpub/0/advpub_2025EDP7156/_pdf","source":{"id":"https://openalex.org/S2486202937","display_name":"IEICE Transactions on Information and Systems","issn_l":"0916-8532","issn":["0916-8532","1745-1361"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEICE Transactions on Information and Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320323845","display_name":"Natural Science Foundation of Henan Province","ror":null},{"id":"https://openalex.org/F4320329543","display_name":"Zhongyuan University of Technology","ror":"https://ror.org/0360zcg91"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4414763495.pdf","grobid_xml":"https://content.openalex.org/works/W4414763495.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Human":[0],"activity":[1,10],"recognition":[2,173],"(HAR)":[3],"is":[4,54,60,94,103,112],"necessary":[5],"for":[6,39,87,114],"detection":[7],"of":[8,35,50,132,175],"unsafe":[9],"in":[11,29,56],"industrial":[12],"production,":[13],"but":[14],"there":[15],"are":[16],"still":[17],"some":[18],"issues":[19],"that":[20,159],"need":[21],"to":[22],"be":[23],"solved,":[24],"such":[25],"as":[26,62,83],"limited":[27],"data":[28],"different":[30,40],"scenarios":[31],"and":[32,65,108,123,130,145,177,183],"the":[33,75,79,84,88,100,115,128,133,164,172,180],"lack":[34],"a":[36,43,58,63,71,109,146],"unified":[37],"model":[38,77,86,111],"situations.":[41],"Therefore,":[42],"novel":[44],"meta-federated":[45],"learning":[46],"framework":[47,162],"with":[48,167],"distillation":[49],"activation":[51],"boundaries":[52],"(AB)":[53],"proposed,":[55],"which":[57],"federation":[59,81,117],"viewed":[61],"meta-distribution":[64],"all":[66],"federations":[67],"work":[68],"together":[69],"without":[70],"central":[72],"server.":[73],"Specifically,":[74],"personalized":[76,101,124],"from":[78],"previous":[80],"serves":[82],"teacher":[85],"next":[89],"federation,":[90],"where":[91],"general":[92,121],"knowledge":[93,98,102,122],"extracted":[95],"by":[96,118,152],"AB":[97],"distillation,":[99],"acquired":[104],"through":[105],"local":[106],"training,":[107],"high-quality":[110],"obtained":[113],"current":[116],"dynamically":[119],"fusing":[120],"knowledge.":[125],"To":[126],"evaluate":[127],"effectiveness":[129],"superiority":[131],"proposed":[134,161],"framework,":[135],"experiments":[136],"were":[137],"conducted":[138],"on":[139,179],"one":[140],"popular":[141],"HAR":[142],"datasets":[143],"(PAMAP2)":[144],"chemical":[147],"scenario":[148],"dataset":[149,182],"(WACID)":[150],"constructed":[151],"our":[153,160],"laboratory.":[154],"The":[155],"experimental":[156],"results":[157],"show":[158],"outperforms":[163],"state-of-the-art":[165],"methods":[166],"fewer":[168],"communication":[169],"costs,":[170],"achieving":[171],"accuracies":[174],"91.23%":[176],"95.66%":[178],"PAMAP2":[181],"WACID":[184],"dataset,":[185],"respectively.":[186]},"counts_by_year":[],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}