{"id":"https://openalex.org/W4408092214","doi":"https://doi.org/10.1109/lcomm.2025.3547352","title":"EraseIMF: Enhancing Deep Learning-Based Few-Shot Modulation Recognition With VMD Random Erasure Augmentation","display_name":"EraseIMF: Enhancing Deep Learning-Based Few-Shot Modulation Recognition With VMD Random Erasure Augmentation","publication_year":2025,"publication_date":"2025-03-03","ids":{"openalex":"https://openalex.org/W4408092214","doi":"https://doi.org/10.1109/lcomm.2025.3547352"},"language":"en","primary_location":{"id":"doi:10.1109/lcomm.2025.3547352","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lcomm.2025.3547352","pdf_url":null,"source":{"id":"https://openalex.org/S147316732","display_name":"IEEE Communications Letters","issn_l":"1089-7798","issn":["1089-7798","1558-2558","2373-7891"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316002","host_organization_name":"IEEE Communications Society","host_organization_lineage":["https://openalex.org/P4310316002","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Communications Society","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 Communications Letters","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/A5100357764","display_name":"Tao Chen","orcid":"https://orcid.org/0000-0002-7371-2493"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Tao Chen","raw_affiliation_strings":["Institute of Cyberspace Security and the College of Information Engineering, Zhejiang University of Technology, Hangzhou, China","College of Information Engineering, Institute of Cyberspace Security, Zhejiang University of Technology, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Institute of Cyberspace Security and the College of Information Engineering, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]},{"raw_affiliation_string":"College of Information Engineering, Institute of Cyberspace Security, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067210108","display_name":"Shilian Zheng","orcid":"https://orcid.org/0000-0002-3089-4346"},"institutions":[{"id":"https://openalex.org/I4210124847","display_name":"National Engineering Research Center of Electromagnetic Radiation Control Materials","ror":"https://ror.org/02k4dcs46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210124847"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shilian Zheng","raw_affiliation_strings":["National Key Laboratory of Electromagnetic Space Security, Jiaxing, China"],"affiliations":[{"raw_affiliation_string":"National Key Laboratory of Electromagnetic Space Security, Jiaxing, China","institution_ids":["https://openalex.org/I4210124847"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016704080","display_name":"Qi Xuan","orcid":null},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qi Xuan","raw_affiliation_strings":["Institute of Cyberspace Security and the College of Information Engineering, Zhejiang University of Technology, Hangzhou, China","College of Information Engineering, Institute of Cyberspace Security, Zhejiang University of Technology, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Institute of Cyberspace Security and the College of Information Engineering, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]},{"raw_affiliation_string":"College of Information Engineering, Institute of Cyberspace Security, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047444184","display_name":"Xiaoniu Yang","orcid":"https://orcid.org/0000-0003-3117-2211"},"institutions":[{"id":"https://openalex.org/I4210124847","display_name":"National Engineering Research Center of Electromagnetic Radiation Control Materials","ror":"https://ror.org/02k4dcs46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210124847"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoniu Yang","raw_affiliation_strings":["National Key Laboratory of Electromagnetic Space Security, Jiaxing, China"],"affiliations":[{"raw_affiliation_string":"National Key Laboratory of Electromagnetic Space Security, Jiaxing, China","institution_ids":["https://openalex.org/I4210124847"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100357764"],"corresponding_institution_ids":["https://openalex.org/I55712492"],"apc_list":null,"apc_paid":null,"fwci":0.7312,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.69085793,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"29","issue":"5","first_page":"938","last_page":"942"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14117","display_name":"Integrated Circuits and Semiconductor Failure Analysis","score":0.9988999962806702,"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"}},"topics":[{"id":"https://openalex.org/T14117","display_name":"Integrated Circuits and Semiconductor Failure Analysis","score":0.9988999962806702,"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"}},{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.9950000047683716,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T12153","display_name":"Advanced Optical Sensing Technologies","score":0.9947999715805054,"subfield":{"id":"https://openalex.org/subfields/3105","display_name":"Instrumentation"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/erasure","display_name":"Erasure","score":0.7232955098152161},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7066130638122559},{"id":"https://openalex.org/keywords/modulation","display_name":"Modulation (music)","score":0.5604368448257446},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4969768822193146},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.44706445932388306},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4189281165599823},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.10661900043487549}],"concepts":[{"id":"https://openalex.org/C2778790127","wikidata":"https://www.wikidata.org/wiki/Q484885","display_name":"Erasure","level":2,"score":0.7232955098152161},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7066130638122559},{"id":"https://openalex.org/C123079801","wikidata":"https://www.wikidata.org/wiki/Q750240","display_name":"Modulation (music)","level":2,"score":0.5604368448257446},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4969768822193146},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.44706445932388306},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4189281165599823},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.10661900043487549},{"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/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/lcomm.2025.3547352","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lcomm.2025.3547352","pdf_url":null,"source":{"id":"https://openalex.org/S147316732","display_name":"IEEE Communications Letters","issn_l":"1089-7798","issn":["1089-7798","1558-2558","2373-7891"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316002","host_organization_name":"IEEE Communications Society","host_organization_lineage":["https://openalex.org/P4310316002","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Communications Society","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 Communications Letters","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7256744943","display_name":null,"funder_award_id":"U21B2001","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":7,"referenced_works":["https://openalex.org/W2003146664","https://openalex.org/W2120019163","https://openalex.org/W2995727660","https://openalex.org/W3010867338","https://openalex.org/W3095073866","https://openalex.org/W4312450940","https://openalex.org/W6810792994"],"related_works":["https://openalex.org/W2072016134","https://openalex.org/W2351168932","https://openalex.org/W2465690287","https://openalex.org/W2108143034","https://openalex.org/W2376389741","https://openalex.org/W1997850251","https://openalex.org/W2084549431","https://openalex.org/W1970679584","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"During":[0],"signal":[1,40],"transmission,":[2],"errors":[3],"inevitably":[4],"occur,":[5],"leading":[6],"to":[7,11,59,86,115],"bits":[8],"being":[9],"set":[10],"zero":[12],"and":[13,33,78,105,121,139],"affecting":[14],"the":[15,26,37,46,61,69,81,93,98,107,117],"signal\u2019s":[16],"integrity.":[17],"To":[18],"simulate":[19],"this":[20,109],"content":[21],"loss":[22],"phenomenon,":[23],"we":[24,54,91],"adapt":[25],"random":[27,82,101,136],"erasure":[28,137],"method":[29,49,65,110,131],"from":[30],"image":[31],"processing":[32],"introduce":[34],"it":[35,44],"into":[36],"field":[38],"of":[39],"processing.":[41],"By":[42,96],"combining":[43],"with":[45],"time-frequency":[47],"transformation":[48],"Variational":[50],"Mode":[51,71],"Decomposition":[52],"(VMD),":[53],"can":[55],"generate":[56,87],"new":[57,88],"samples":[58],"expand":[60],"training":[62],"set.":[63],"This":[64],"involves":[66],"randomly":[67,100],"erasing":[68],"Intrinsic":[70],"Functions":[72],"(IMFs)":[73],"components":[74,85],"decomposed":[75],"by":[76],"VMD":[77],"then":[79],"reconstructing":[80,106],"erasured":[83],"IMF":[84],"samples,":[89],"which":[90],"call":[92],"EraseIMF":[94,129],"method.":[95],"decomposing":[97],"signal,":[99,108],"erasureing":[102],"certain":[103],"components,":[104],"generates":[111],"diverse":[112],"augmented":[113],"data":[114],"improve":[116],"model\u2019s":[118],"generalization":[119],"ability":[120],"performance.":[122],"Experiments":[123],"have":[124],"demonstrated":[125],"that":[126],"our":[127],"proposed":[128],"augmentation":[130],"performs":[132],"well":[133],"across":[134],"different":[135],"rates":[138],"various":[140],"convolutional":[141],"networks":[142],"in":[143],"few-shot":[144],"scenario.":[145]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}