{"id":"https://openalex.org/W4403674662","doi":"https://doi.org/10.1109/tccn.2024.3485083","title":"SMTC-CL: Continuous Learning via Selective Multi-Task Coordination for Adaptive Signal Classification","display_name":"SMTC-CL: Continuous Learning via Selective Multi-Task Coordination for Adaptive Signal Classification","publication_year":2024,"publication_date":"2024-10-23","ids":{"openalex":"https://openalex.org/W4403674662","doi":"https://doi.org/10.1109/tccn.2024.3485083"},"language":"en","primary_location":{"id":"doi:10.1109/tccn.2024.3485083","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tccn.2024.3485083","pdf_url":null,"source":{"id":"https://openalex.org/S2484188435","display_name":"IEEE Transactions on Cognitive Communications and Networking","issn_l":"2332-7731","issn":["2332-7731","2372-2045"],"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 Cognitive Communications and Networking","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/A5035603089","display_name":"Xiaoyang Hao","orcid":"https://orcid.org/0000-0002-6062-841X"},"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":"Xiaoyang Hao","raw_affiliation_strings":["Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, School of Artificial Intelligence, Xidian University, Xi&#x2019;an, China","School of Artificial Intelligence, Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, Xidian University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0002-6062-841X","affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, School of Artificial Intelligence, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"School of Artificial Intelligence, Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100764373","display_name":"Shuyuan Yang","orcid":"https://orcid.org/0000-0002-4796-5737"},"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":"Shuyuan Yang","raw_affiliation_strings":["Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, School of Artificial Intelligence, Xidian University, Xi&#x2019;an, China","School of Artificial Intelligence, Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, Xidian University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0002-4796-5737","affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, School of Artificial Intelligence, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"School of Artificial Intelligence, Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100716154","display_name":"Ruoyu Liu","orcid":"https://orcid.org/0000-0002-4679-3179"},"institutions":[{"id":"https://openalex.org/I4210116919","display_name":"Institute of Flight","ror":"https://ror.org/02cx1m445","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210116919"]},{"id":"https://openalex.org/I4210141776","display_name":"China XD Group (China)","ror":"https://ror.org/04ceqst84","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210141776"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Ruoyu Liu","raw_affiliation_strings":["Software Engineering Department, AVIC Xi&#x2019;an Flight Automatic Control Research Institute, Xi&#x2019;an, China","Avic Xi&#x2019;an Flight Automatic Control Research Institute, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Software Engineering Department, AVIC Xi&#x2019;an Flight Automatic Control Research Institute, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I4210116919","https://openalex.org/I4210141776"]},{"raw_affiliation_string":"Avic Xi&#x2019;an Flight Automatic Control Research Institute, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053487344","display_name":"Zhixi Feng","orcid":"https://orcid.org/0000-0002-7372-9180"},"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":"Zhixi Feng","raw_affiliation_strings":["Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, School of Artificial Intelligence, Xidian University, Xi&#x2019;an, China","School of Artificial Intelligence, Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, Xidian University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0002-7372-9180","affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, School of Artificial Intelligence, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"School of Artificial Intelligence, Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049173148","display_name":"Tongqing Peng","orcid":"https://orcid.org/0000-0003-1349-3724"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tongqing Peng","raw_affiliation_strings":["Grocery Retail Department, MeiTuan, Beijing, China","MeiTuan, China"],"raw_orcid":"https://orcid.org/0000-0003-1349-3724","affiliations":[{"raw_affiliation_string":"Grocery Retail Department, MeiTuan, Beijing, China","institution_ids":[]},{"raw_affiliation_string":"MeiTuan, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102256320","display_name":"Bincheng Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I2800372957","display_name":"China Electronics Technology Group Corporation","ror":"https://ror.org/0098hst83","country_code":"CN","type":"company","lineage":["https://openalex.org/I2800372957"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bincheng Huang","raw_affiliation_strings":["China Electronics Technology Group Corporation, Institute of Information Science and Technology, Beijing, China","China Electronics Technology Group Corporation Institute of Information Science and Technology, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China Electronics Technology Group Corporation, Institute of Information Science and Technology, Beijing, China","institution_ids":["https://openalex.org/I2800372957"]},{"raw_affiliation_string":"China Electronics Technology Group Corporation Institute of Information Science and Technology, China","institution_ids":["https://openalex.org/I2800372957"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":9.7749,"has_fulltext":false,"cited_by_count":32,"citation_normalized_percentile":{"value":0.98451963,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"11","issue":"3","first_page":"1664","last_page":"1681"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9941999912261963,"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/T10320","display_name":"Neural Networks and Applications","score":0.9941999912261963,"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/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9244999885559082,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7588901519775391},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5556775331497192},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.46662840247154236},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.35750290751457214},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34999796748161316}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7588901519775391},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5556775331497192},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.46662840247154236},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.35750290751457214},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34999796748161316},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tccn.2024.3485083","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tccn.2024.3485083","pdf_url":null,"source":{"id":"https://openalex.org/S2484188435","display_name":"IEEE Transactions on Cognitive Communications and Networking","issn_l":"2332-7731","issn":["2332-7731","2372-2045"],"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 Cognitive Communications and Networking","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7804021936","display_name":null,"funder_award_id":"U22B2018,61771376, 61771380, 61836009","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":58,"referenced_works":["https://openalex.org/W1917532482","https://openalex.org/W2036043322","https://openalex.org/W2162888803","https://openalex.org/W2560647685","https://openalex.org/W2603396821","https://openalex.org/W2741230443","https://openalex.org/W2772387500","https://openalex.org/W2773170971","https://openalex.org/W2794008838","https://openalex.org/W2891054065","https://openalex.org/W2895407085","https://openalex.org/W2943484928","https://openalex.org/W2999862233","https://openalex.org/W3004724178","https://openalex.org/W3016147814","https://openalex.org/W3018638193","https://openalex.org/W3022121429","https://openalex.org/W3022311971","https://openalex.org/W3027418681","https://openalex.org/W3123268700","https://openalex.org/W3169313989","https://openalex.org/W3176469059","https://openalex.org/W3182820356","https://openalex.org/W3185879232","https://openalex.org/W3196757423","https://openalex.org/W3205005288","https://openalex.org/W3205971195","https://openalex.org/W4205182328","https://openalex.org/W4225308684","https://openalex.org/W4293195393","https://openalex.org/W4297944103","https://openalex.org/W4312300932","https://openalex.org/W4321483861","https://openalex.org/W4361018949","https://openalex.org/W4379983761","https://openalex.org/W4385938100","https://openalex.org/W4386075595","https://openalex.org/W4386078135","https://openalex.org/W4390481140","https://openalex.org/W4390874301","https://openalex.org/W4392543825","https://openalex.org/W4392940096","https://openalex.org/W4393159974","https://openalex.org/W4393184947","https://openalex.org/W4399411648","https://openalex.org/W4399618503","https://openalex.org/W4399767281","https://openalex.org/W4400275717","https://openalex.org/W4400921784","https://openalex.org/W4402157514","https://openalex.org/W4402557564","https://openalex.org/W4402715273","https://openalex.org/W4404520461","https://openalex.org/W6638444622","https://openalex.org/W6755421277","https://openalex.org/W6780397927","https://openalex.org/W6791220681","https://openalex.org/W6840800926"],"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":{"Continuously":[0],"adaptive":[1],"signal":[2,22,94,180,210],"classification":[3,183],"in":[4,28,83,157],"complex":[5],"electromagnetic":[6,85,175],"environments":[7,86],"is":[8],"a":[9,64,93,203],"desired":[10],"property":[11],"of":[12,19,31,198,205],"realistic":[13],"intelligent":[14],"systems.":[15],"However,":[16],"the":[17,57,116,124,133,144,173,179,196],"limitation":[18],"most":[20],"existing":[21],"processing":[23],"tasks":[24,112,131,156],"and":[25,34,54,81,104,137,154,166,185,214],"methods":[26],"lies":[27],"their":[29,48,215],"assumption":[30],"fixed":[32],"categories":[33,80],"invariant":[35],"distributions.":[36],"In":[37],"contrast,":[38],"humans":[39],"naturally":[40],"acquire":[41],"knowledge":[42,52],"continuously":[43],"from":[44,56,132],"data":[45],"streams,":[46],"enhancing":[47],"capabilities":[49],"through":[50],"cross-task":[51],"integration":[53],"learning":[55,66],"past.":[58],"Inspired":[59],"by":[60],"this,":[61],"we":[62,91,122],"propose":[63,92,123],"continuous":[65,146,168],"(CL)":[67],"method":[68,99,201],"based":[69,142],"on":[70,143,178,202],"selective":[71],"multi-task":[72],"coordination":[73],"(SMTC)":[74],"to":[75,113,170,172],"deal":[76],"with":[77,115],"ever-changing":[78],"task":[79,95,211],"distributions":[82],"practical":[84],"(denoted":[87],"as":[88],"SMTC-CL).":[89],"Firstly,":[90],"distribution":[96],"comparison":[97],"(TDC)":[98],"that":[100],"leverages":[101],"intra-domain":[102],"density":[103],"inter-domain":[105],"divergence.":[106],"TDC":[107,136],"selectively":[108],"activates":[109],"multiple":[110],"old":[111],"collaboration":[114],"current":[117,155],"incremental":[118],"new":[119],"task.":[120],"Secondly,":[121],"SMTC":[125,158,160],"method.":[126],"By":[127],"revisiting":[128],"potential":[129],"collaborative":[130],"past":[134,153],"using":[135],"formulating":[138],"different":[139],"selection":[140],"strategies":[141],"context,":[145],"learners":[147,169],"can":[148,161],"achieve":[149],"mutual":[150],"benefits":[151],"between":[152],"learning.":[159],"partially":[162],"alleviate":[163],"catastrophic":[164],"forgetting":[165],"enable":[167],"adapt":[171],"changing":[174],"environment.":[176],"Based":[177],"automatic":[181],"modulation":[182],"(AMC)":[184],"real-world":[186],"specific":[187],"emitter":[188],"identification":[189],"(SEI)":[190],"datasets,":[191],"extensive":[192],"experimental":[193],"results":[194],"validate":[195],"effectiveness":[197],"our":[199],"proposed":[200],"variety":[204],"CL":[206],"scenarios,":[207],"including":[208],"varying":[209],"categories,":[212],"distributions,":[213],"combinations.":[216]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":23}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
