{"id":"https://openalex.org/W4408779448","doi":"https://doi.org/10.1109/tbc.2025.3550016","title":"Parameter Estimation for Adaptive Impulsive Noise Suppression: A Deep Learning-Based Memoryless Nonlinearity Approach","display_name":"Parameter Estimation for Adaptive Impulsive Noise Suppression: A Deep Learning-Based Memoryless Nonlinearity Approach","publication_year":2025,"publication_date":"2025-03-24","ids":{"openalex":"https://openalex.org/W4408779448","doi":"https://doi.org/10.1109/tbc.2025.3550016"},"language":"en","primary_location":{"id":"doi:10.1109/tbc.2025.3550016","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbc.2025.3550016","pdf_url":null,"source":{"id":"https://openalex.org/S100142436","display_name":"IEEE Transactions on Broadcasting","issn_l":"0018-9316","issn":["0018-9316","1557-9611"],"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 Broadcasting","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/A5001435169","display_name":"Zhu Xiao","orcid":"https://orcid.org/0000-0001-5645-160X"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhu Xiao","raw_affiliation_strings":["College of Computer Science and Electronic Engineering, Hunan University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113107242","display_name":"Yiqiu Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiqiu Zhang","raw_affiliation_strings":["College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","Research Group of GNSS Anti-Jamming, Hunan Engineering Technology Research Center of Navigation Augmentation, Changsha, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]},{"raw_affiliation_string":"Research Group of GNSS Anti-Jamming, Hunan Engineering Technology Research Center of Navigation Augmentation, Changsha, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100359025","display_name":"Tong Li","orcid":"https://orcid.org/0000-0002-4343-703X"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tong Li","raw_affiliation_strings":["Department of Electronic Engineering, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100746164","display_name":"Jing Bai","orcid":"https://orcid.org/0000-0001-5412-7793"},"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":"Jing Bai","raw_affiliation_strings":["Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, School of Artificial Intelligence, Xidian University, Xi’an, China","School of Artificial Intelligence, Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, Xidian University, Xi’an, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, School of Artificial Intelligence, Xidian University, Xi’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’an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039694624","display_name":"Siwang Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Siwang Zhou","raw_affiliation_strings":["College of Computer Science and Electronic Engineering, Hunan University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059365817","display_name":"Y. X. Zhang","orcid":"https://orcid.org/0009-0004-0571-7059"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yonghu Zhang","raw_affiliation_strings":["College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","Research Group of GNSS Anti-Jamming, Hunan Engineering Technology Research Center of Navigation Augmentation, Changsha, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]},{"raw_affiliation_string":"Research Group of GNSS Anti-Jamming, Hunan Engineering Technology Research Center of Navigation Augmentation, Changsha, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5001435169"],"corresponding_institution_ids":["https://openalex.org/I16609230"],"apc_list":null,"apc_paid":null,"fwci":2.5491,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.86019137,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"71","issue":"2","first_page":"641","last_page":"652"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11233","display_name":"Advanced Adaptive Filtering Techniques","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/T11233","display_name":"Advanced Adaptive Filtering Techniques","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/T12146","display_name":"Power Line Communications and Noise","score":0.9883000254631042,"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9772999882698059,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.5571686625480652},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.5140272378921509},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.5111718773841858},{"id":"https://openalex.org/keywords/estimation-theory","display_name":"Estimation theory","score":0.49761393666267395},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4849162697792053},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.38626033067703247},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.34496045112609863},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.29079675674438477},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.267598032951355},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2169274091720581},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.19273647665977478}],"concepts":[{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.5571686625480652},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.5140272378921509},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.5111718773841858},{"id":"https://openalex.org/C167928553","wikidata":"https://www.wikidata.org/wiki/Q1376021","display_name":"Estimation theory","level":2,"score":0.49761393666267395},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4849162697792053},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.38626033067703247},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.34496045112609863},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.29079675674438477},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.267598032951355},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2169274091720581},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.19273647665977478},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tbc.2025.3550016","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbc.2025.3550016","pdf_url":null,"source":{"id":"https://openalex.org/S100142436","display_name":"IEEE Transactions on Broadcasting","issn_l":"0018-9316","issn":["0018-9316","1557-9611"],"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 Broadcasting","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.5099999904632568}],"awards":[{"id":"https://openalex.org/G3764893168","display_name":null,"funder_award_id":"2024AQ2032","funder_id":"https://openalex.org/F4320336596","funder_display_name":"Key Research and Development Program of Sichuan Province"},{"id":"https://openalex.org/G3997456572","display_name":null,"funder_award_id":"U24A20247","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5586935709","display_name":null,"funder_award_id":"2023A1515011915","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G7767482105","display_name":null,"funder_award_id":"62272152","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"},{"id":"https://openalex.org/F4320336596","display_name":"Key Research and Development Program of Sichuan Province","ror":null},{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W1979952581","https://openalex.org/W2160817147","https://openalex.org/W2335170426","https://openalex.org/W2569382522","https://openalex.org/W2786098118","https://openalex.org/W2908297746","https://openalex.org/W2916099740","https://openalex.org/W3015326790","https://openalex.org/W3034942609","https://openalex.org/W3046055897","https://openalex.org/W3157411423","https://openalex.org/W3189938493","https://openalex.org/W3198785296","https://openalex.org/W4200208882","https://openalex.org/W4200231869","https://openalex.org/W4207043770","https://openalex.org/W4289656780","https://openalex.org/W4312121224","https://openalex.org/W4312656158","https://openalex.org/W4365128547","https://openalex.org/W4387489400","https://openalex.org/W4392543917","https://openalex.org/W4395479692","https://openalex.org/W4396817308","https://openalex.org/W4399146272","https://openalex.org/W4402215978","https://openalex.org/W4403331685","https://openalex.org/W4403447563","https://openalex.org/W4403863935","https://openalex.org/W4404031122","https://openalex.org/W4404037194"],"related_works":["https://openalex.org/W1982160337","https://openalex.org/W1971380437","https://openalex.org/W1983548084","https://openalex.org/W2141691317","https://openalex.org/W2110846987","https://openalex.org/W2160609742","https://openalex.org/W1997414638","https://openalex.org/W2031091109","https://openalex.org/W2049254832","https://openalex.org/W2383436541"],"abstract_inverted_index":{"In":[0,52],"the":[1,30,34,46,73,76,100,105,111,123,145,165,175,179,184,189,199],"OFDM-based":[2],"digital":[3],"terrestrial":[4],"broadcasting":[5],"systems,":[6],"impulsive":[7,21,49,64,81,118,168,195],"noise":[8,22,50,65,82,169,196],"is":[9,23],"a":[10,26,57,93,135],"significant":[11],"factor":[12],"affecting":[13],"communication":[14],"quality.":[15],"A":[16],"prominent":[17],"method":[18,69,97,138,181,191],"to":[19,24,98,121,129,143],"suppress":[20,194],"incorporate":[25],"memoryless":[27,42,60,77],"nonlinearity":[28,43,61,78],"at":[29],"receiver":[31],"front-end":[32],"of":[33,41,48,75,113,117,125,164,204],"OFDM":[35],"demodulator,":[36],"in":[37,79,202],"which":[38,108],"parameter":[39,87],"estimation":[40],"directly":[44],"impact":[45],"effectiveness":[47],"suppression.":[51,66,170],"this":[53],"paper,":[54],"we":[55,91,133,152],"proposes":[56],"deep":[58],"learning-based":[59],"approach":[62],"for":[63],"The":[67,171],"proposed":[68,180,190],"can":[70,182,192],"adaptively":[71],"estimate":[72],"parameters":[74,176],"dynamic":[80],"environments":[83],"and":[84,159,188,197,206],"achieve":[85],"totically-optimal":[86],"estimation.":[88],"To":[89],"specific,":[90],"design":[92],"High-Amplitude":[94],"Priority":[95],"Downsampling":[96],"extract":[99],"key":[101],"amplitude":[102,115],"characteristics":[103],"from":[104],"input":[106],"signal,":[107],"effectively":[109,193],"resolves":[110],"issue":[112,124],"extracting":[114],"features":[116],"noise.":[119],"Besides,":[120],"address":[122],"performance":[126],"degradation":[127],"due":[128],"insufficient":[130],"training":[131,137,146],"samples,":[132],"propose":[134],"novel":[136],"that":[139,174],"integrates":[140],"progressive":[141],"fine-tuning":[142],"complete":[144],"only":[147],"using":[148],"few":[149],"samples.":[150],"Furthermore,":[151],"conduct":[153],"experiments":[154],"on":[155],"signal-to-noise":[156],"ratio":[157],"(SNR)":[158],"bit":[160],"error":[161],"rate":[162],"(BER)":[163],"signal":[166],"after":[167],"results":[172],"validate":[173],"estimated":[177],"by":[178],"approximate":[183],"theoretical":[185],"optimal":[186],"values":[187],"outperform":[198],"traditional":[200],"methods":[201],"terms":[203],"SNR":[205],"BER.":[207]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}