{"id":"https://openalex.org/W7118700534","doi":"https://doi.org/10.1109/vtc2025-fall65116.2025.11310099","title":"Transfer Learning Guided Noise Reduction for Automatic Modulation Classification","display_name":"Transfer Learning Guided Noise Reduction for Automatic Modulation Classification","publication_year":2025,"publication_date":"2025-10-19","ids":{"openalex":"https://openalex.org/W7118700534","doi":"https://doi.org/10.1109/vtc2025-fall65116.2025.11310099"},"language":null,"primary_location":{"id":"doi:10.1109/vtc2025-fall65116.2025.11310099","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vtc2025-fall65116.2025.11310099","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 102nd Vehicular Technology Conference (VTC2025-Fall)","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/A5076610593","display_name":"Zelin Ji","orcid":"https://orcid.org/0000-0002-3081-1360"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zelin Ji","raw_affiliation_strings":["University of Electronic Science and Technology of China,Shenzhen Institute for Advanced Study,China"],"affiliations":[{"raw_affiliation_string":"University of Electronic Science and Technology of China,Shenzhen Institute for Advanced Study,China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122183577","display_name":"Shuo Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuo Wang","raw_affiliation_strings":["University of Electronic Science and Technology of China,School of Automation Engineering,China"],"affiliations":[{"raw_affiliation_string":"University of Electronic Science and Technology of China,School of Automation Engineering,China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004709409","display_name":"K.G. Auw Yang","orcid":"https://orcid.org/0009-0002-7979-8192"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kuojun Yang","raw_affiliation_strings":["University of Electronic Science and Technology of China,Shenzhen Institute for Advanced Study,China"],"affiliations":[{"raw_affiliation_string":"University of Electronic Science and Technology of China,Shenzhen Institute for Advanced Study,China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5121556639","display_name":"Peng Ye","orcid":null},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Ye","raw_affiliation_strings":["University of Electronic Science and Technology of China,Shenzhen Institute for Advanced Study,China"],"affiliations":[{"raw_affiliation_string":"University of Electronic Science and Technology of China,Shenzhen Institute for Advanced Study,China","institution_ids":["https://openalex.org/I150229711"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5076610593"],"corresponding_institution_ids":["https://openalex.org/I150229711"],"apc_list":null,"apc_paid":null,"fwci":2.7978,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.94313616,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9957000017166138,"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/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9957000017166138,"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/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.00039999998989515007,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T11873","display_name":"PAPR reduction in OFDM","score":0.0003000000142492354,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.5900999903678894},{"id":"https://openalex.org/keywords/modulation","display_name":"Modulation (music)","score":0.5856000185012817},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.5740000009536743},{"id":"https://openalex.org/keywords/transmission","display_name":"Transmission (telecommunications)","score":0.5667999982833862},{"id":"https://openalex.org/keywords/noise-reduction","display_name":"Noise reduction","score":0.5644000172615051},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5360000133514404},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.49070000648498535},{"id":"https://openalex.org/keywords/data-transmission","display_name":"Data transmission","score":0.4745999872684479}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6721000075340271},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.5900999903678894},{"id":"https://openalex.org/C123079801","wikidata":"https://www.wikidata.org/wiki/Q750240","display_name":"Modulation (music)","level":2,"score":0.5856000185012817},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.5740000009536743},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.5667999982833862},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.5644000172615051},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5360000133514404},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5288000106811523},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.49070000648498535},{"id":"https://openalex.org/C557945733","wikidata":"https://www.wikidata.org/wiki/Q389772","display_name":"Data transmission","level":2,"score":0.4745999872684479},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.4603999853134155},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.42179998755455017},{"id":"https://openalex.org/C29265498","wikidata":"https://www.wikidata.org/wiki/Q7047719","display_name":"Noise measurement","level":3,"score":0.3718999922275543},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.3416000008583069},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32429999113082886},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.3230000138282776},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3208000063896179},{"id":"https://openalex.org/C11930861","wikidata":"https://www.wikidata.org/wiki/Q181417","display_name":"Frequency modulation","level":3,"score":0.31859999895095825},{"id":"https://openalex.org/C13944312","wikidata":"https://www.wikidata.org/wiki/Q7512748","display_name":"Signal-to-noise ratio (imaging)","level":2,"score":0.30880001187324524},{"id":"https://openalex.org/C2776175482","wikidata":"https://www.wikidata.org/wiki/Q1195816","display_name":"Transfer (computing)","level":2,"score":0.30790001153945923},{"id":"https://openalex.org/C100675267","wikidata":"https://www.wikidata.org/wiki/Q1371624","display_name":"Background noise","level":2,"score":0.26820001006126404},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.257999986410141}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/vtc2025-fall65116.2025.11310099","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vtc2025-fall65116.2025.11310099","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 102nd Vehicular Technology Conference (VTC2025-Fall)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.553760826587677}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2548159479","https://openalex.org/W2790688030","https://openalex.org/W2884089434","https://openalex.org/W2886374543","https://openalex.org/W2986739745","https://openalex.org/W2994812667","https://openalex.org/W3041133507","https://openalex.org/W3096435781","https://openalex.org/W3164063707","https://openalex.org/W3193052805","https://openalex.org/W3206585035","https://openalex.org/W4206339405","https://openalex.org/W4286255690","https://openalex.org/W4387010052","https://openalex.org/W4390422225","https://openalex.org/W4390692162","https://openalex.org/W4402187284","https://openalex.org/W4402626991"],"related_works":[],"abstract_inverted_index":{"Automatic":[0],"modulation":[1,32,116,126],"classification":[2,37,121,156],"(AMC)":[3],"has":[4],"emerged":[5],"as":[6],"a":[7,78,102],"key":[8],"technique":[9,68],"in":[10,14,59,145],"smart":[11],"radio":[12],"environments":[13],"sixth-generation":[15],"(6G)":[16],"communications.":[17],"AMC":[18,51,67],"enables":[19],"effective":[20],"data":[21],"transmission":[22],"and":[23,61,74,77,96,118,149],"supports":[24],"deep":[25,79],"connectivity":[26],"without":[27],"requiring":[28],"prior":[29],"knowledge":[30],"of":[31,42,50,142],"schemes.":[33],"However,":[34],"the":[35,40,48,54,66,70,89,93,97,113,120,133,150,155],"low":[36,43,124,146],"accuracy":[38,122,140,157],"under":[39,53,158],"condition":[41],"signal-to-noise":[44],"ratio":[45],"(SNR)":[46],"limits":[47],"implementation":[49],"techniques":[52],"rapidly":[55],"changing":[56],"physical":[57],"channels":[58],"6G":[60],"beyond.":[62],"This":[63],"paper":[64],"investigates":[65],"for":[69,123],"signals":[71,117],"with":[72],"dynamic":[73],"varying":[75],"SNRs,":[76],"learning":[80,104,106],"based":[81],"noise":[82,90,135],"reduction":[83,136],"network":[84,137],"is":[85,109],"proposed":[86,110,134],"to":[87,111],"reduce":[88],"introduced":[91],"by":[92],"wireless":[94],"channel":[95],"receiving":[98],"equipment.":[99],"In":[100],"particular,":[101],"transfer":[103],"guided":[105],"framework":[107,152],"(TNR-AMC)":[108],"utilize":[112],"scarce":[114],"annotated":[115],"improve":[119,154],"SNR":[125,147],"signals.":[127],"The":[128],"numerical":[129],"results":[130],"show":[131],"that":[132],"achieves":[138],"an":[139],"improvement":[141],"over":[143],"20%":[144],"scenarios,":[148],"TNR-AMC":[151],"can":[153],"unstable":[159],"SNRs.":[160]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-09T08:58:05.943551","created_date":"2026-01-08T00:00:00"}