{"id":"https://openalex.org/W4392904941","doi":"https://doi.org/10.1109/ccnc51664.2024.10454656","title":"Classification-Based Transfer Learning for Blind Adaptive Receiver Beamforming","display_name":"Classification-Based Transfer Learning for Blind Adaptive Receiver Beamforming","publication_year":2024,"publication_date":"2024-01-06","ids":{"openalex":"https://openalex.org/W4392904941","doi":"https://doi.org/10.1109/ccnc51664.2024.10454656"},"language":"en","primary_location":{"id":"doi:10.1109/ccnc51664.2024.10454656","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccnc51664.2024.10454656","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 21st Consumer Communications &amp; Networking Conference (CCNC)","raw_type":"proceedings-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/A5066192183","display_name":"Michael Wentz","orcid":"https://orcid.org/0000-0001-5803-5423"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]},{"id":"https://openalex.org/I4210122954","display_name":"MIT Lincoln Laboratory","ror":"https://ror.org/022z6jk58","country_code":"US","type":"facility","lineage":["https://openalex.org/I4210122954","https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael Wentz","raw_affiliation_strings":["Institute for the Wireless Internet of Things, Northeastern University,Boston,MA,USA","Institute for the Wireless Internet of Things, Northeastern University, Boston, MA, USA","MIT Lincoln Laboratory, Lexington, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for the Wireless Internet of Things, Northeastern University,Boston,MA,USA","institution_ids":["https://openalex.org/I12912129"]},{"raw_affiliation_string":"Institute for the Wireless Internet of Things, Northeastern University, Boston, MA, USA","institution_ids":["https://openalex.org/I12912129"]},{"raw_affiliation_string":"MIT Lincoln Laboratory, Lexington, MA, USA","institution_ids":["https://openalex.org/I4210122954"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094179062","display_name":"Jack Capper","orcid":null},"institutions":[{"id":"https://openalex.org/I4210122954","display_name":"MIT Lincoln Laboratory","ror":"https://ror.org/022z6jk58","country_code":"US","type":"facility","lineage":["https://openalex.org/I4210122954","https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jack Capper","raw_affiliation_strings":["MIT Lincoln Laboratory,Lexington,MA,USA","MIT Lincoln Laboratory, Lexington, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MIT Lincoln Laboratory,Lexington,MA,USA","institution_ids":["https://openalex.org/I4210122954"]},{"raw_affiliation_string":"MIT Lincoln Laboratory, Lexington, MA, USA","institution_ids":["https://openalex.org/I4210122954"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029691710","display_name":"Binoy G. Kurien","orcid":"https://orcid.org/0000-0003-4496-1543"},"institutions":[{"id":"https://openalex.org/I4210122954","display_name":"MIT Lincoln Laboratory","ror":"https://ror.org/022z6jk58","country_code":"US","type":"facility","lineage":["https://openalex.org/I4210122954","https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Binoy Kurien","raw_affiliation_strings":["MIT Lincoln Laboratory,Lexington,MA,USA","MIT Lincoln Laboratory, Lexington, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MIT Lincoln Laboratory,Lexington,MA,USA","institution_ids":["https://openalex.org/I4210122954"]},{"raw_affiliation_string":"MIT Lincoln Laboratory, Lexington, MA, USA","institution_ids":["https://openalex.org/I4210122954"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056318072","display_name":"Keith W. Forsythe","orcid":null},"institutions":[{"id":"https://openalex.org/I4210122954","display_name":"MIT Lincoln Laboratory","ror":"https://ror.org/022z6jk58","country_code":"US","type":"facility","lineage":["https://openalex.org/I4210122954","https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Keith Forsythe","raw_affiliation_strings":["MIT Lincoln Laboratory,Lexington,MA,USA","MIT Lincoln Laboratory, Lexington, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MIT Lincoln Laboratory,Lexington,MA,USA","institution_ids":["https://openalex.org/I4210122954"]},{"raw_affiliation_string":"MIT Lincoln Laboratory, Lexington, MA, USA","institution_ids":["https://openalex.org/I4210122954"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080483470","display_name":"Kaushik Chowdhury","orcid":"https://orcid.org/0000-0002-3570-2622"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kaushik Chowdhury","raw_affiliation_strings":["Institute for the Wireless Internet of Things, Northeastern University,Boston,MA,USA","Institute for the Wireless Internet of Things, Northeastern University, Boston, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for the Wireless Internet of Things, Northeastern University,Boston,MA,USA","institution_ids":["https://openalex.org/I12912129"]},{"raw_affiliation_string":"Institute for the Wireless Internet of Things, Northeastern University, Boston, MA, USA","institution_ids":["https://openalex.org/I12912129"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9172,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.70644973,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"59","last_page":"64"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10860","display_name":"Speech and Audio Processing","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10860","display_name":"Speech and Audio Processing","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9987999796867371,"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/beamforming","display_name":"Beamforming","score":0.6981887817382812},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6978502869606018},{"id":"https://openalex.org/keywords/adaptive-beamformer","display_name":"Adaptive beamformer","score":0.6161843538284302},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5181021094322205},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.386345773935318},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.35976165533065796},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.2375366985797882}],"concepts":[{"id":"https://openalex.org/C54197355","wikidata":"https://www.wikidata.org/wiki/Q5782992","display_name":"Beamforming","level":2,"score":0.6981887817382812},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6978502869606018},{"id":"https://openalex.org/C33378366","wikidata":"https://www.wikidata.org/wiki/Q4680719","display_name":"Adaptive beamformer","level":3,"score":0.6161843538284302},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5181021094322205},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.386345773935318},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.35976165533065796},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.2375366985797882}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ccnc51664.2024.10454656","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccnc51664.2024.10454656","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 21st Consumer Communications &amp; Networking Conference (CCNC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320338294","display_name":"Air Force Research Laboratory","ror":"https://ror.org/02e2egq70"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W653761051","https://openalex.org/W1974388905","https://openalex.org/W2124757684","https://openalex.org/W2346498921","https://openalex.org/W2734408173","https://openalex.org/W2773170971","https://openalex.org/W3100120649","https://openalex.org/W4244954892","https://openalex.org/W4285240547","https://openalex.org/W4312619553","https://openalex.org/W4312680196","https://openalex.org/W4365461416","https://openalex.org/W6634785311","https://openalex.org/W6739651123"],"related_works":["https://openalex.org/W818226659","https://openalex.org/W2996333928","https://openalex.org/W2009075871","https://openalex.org/W2132841313","https://openalex.org/W2518591292","https://openalex.org/W1976800395","https://openalex.org/W2105408150","https://openalex.org/W2606661315","https://openalex.org/W2548445082","https://openalex.org/W3123837699"],"abstract_inverted_index":{"Adaptive":[0],"receiver":[1],"beamforming":[2,58,61],"processors":[3],"typically":[4],"require":[5],"expert":[6],"design":[7],"and":[8,74,106,126,161],"can":[9],"be":[10],"limited":[11,158],"by":[12,56,65,98],"their":[13],"convergence":[14],"rate":[15],"in":[16,48,70],"data-starved":[17],"applications.":[18],"In":[19],"this":[20],"paper,":[21],"we":[22,127],"present":[23],"a":[24,44,51,57,76,146],"new":[25],"type":[26],"of":[27,43,78,87,133],"machine":[28],"learning":[29,34],"beamformer":[30,105,167],"using":[31,110],"classification-based":[32],"transfer":[33],"(CBTL)":[35],"to":[36,91,118,135],"alleviate":[37],"these":[38],"limitations.":[39],"The":[40,149],"architecture":[41],"consists":[42],"pre-trained":[45],"signal":[46,77],"classifier,":[47],"our":[49],"case":[50],"convolutional":[52],"neural":[53],"network,":[54],"prepended":[55],"layer.":[59],"Narrowband":[60],"weights":[62],"are":[63,82,164],"optimized":[64],"minimizing":[66],"the":[67,88,92,99,103],"classification":[68],"loss,":[69],"turn":[71],"nulling":[72],"interference":[73],"amplifying":[75],"interest":[79],"(SOI).":[80],"There":[81],"no":[83],"requirements":[84],"for":[85,122,153,166],"calibration":[86],"array,":[89],"synchronization":[90],"SOI,":[93],"or":[94],"training":[95],"data":[96],"modulated":[97,112],"SOI.":[100],"We":[101],"describe":[102],"CBTL":[104],"demonstrate":[107],"its":[108],"effectiveness":[109],"several":[111],"signals.":[113],"Simulated":[114],"performance":[115],"was":[116],"compared":[117],"two":[119],"well-established":[120],"methods":[121],"blind":[123],"source":[124],"separation,":[125],"achieved":[128],"average":[129],"signal-to-interference-plus-noise":[130],"ratio":[131],"gains":[132],"3":[134],"9":[136],"dB":[137],"when":[138],"fewer":[139],"than":[140],"100":[141],"samples":[142,163],"were":[143],"available":[144,165],"from":[145],"4-element":[147],"array.":[148],"technique":[150],"shows":[151],"promise":[152],"applications":[154],"where":[155],"there":[156],"is":[157],"prior":[159],"knowledge":[160],"few":[162],"estimation.":[168]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
