{"id":"https://openalex.org/W2939974099","doi":"https://doi.org/10.1109/vtcfall.2018.8690662","title":"Noise-Robust Feature Combination Method for Modulation Classification Under Fading Channels","display_name":"Noise-Robust Feature Combination Method for Modulation Classification Under Fading Channels","publication_year":2018,"publication_date":"2018-08-01","ids":{"openalex":"https://openalex.org/W2939974099","doi":"https://doi.org/10.1109/vtcfall.2018.8690662","mag":"2939974099"},"language":"en","primary_location":{"id":"doi:10.1109/vtcfall.2018.8690662","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vtcfall.2018.8690662","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE 88th Vehicular Technology Conference (VTC-Fall)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5101819377","display_name":"Siyang Zhou","orcid":"https://orcid.org/0000-0003-4949-7081"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Siyang Zhou","raw_affiliation_strings":["School of Electronics and Information Engineering, Harbin Institue of Technology, Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Harbin Institue of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058198609","display_name":"Zhilu Wu","orcid":"https://orcid.org/0000-0002-3402-9093"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhilu Wu","raw_affiliation_strings":["School of Electronics and Information Engineering, Harbin Institue of Technology, Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Harbin Institue of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060891177","display_name":"Zhendong Yin","orcid":"https://orcid.org/0000-0002-7567-9084"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhendong Yin","raw_affiliation_strings":["School of Electronics and Information Engineering, Harbin Institue of Technology, Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Harbin Institue of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052479960","display_name":"Zhutian Yang","orcid":"https://orcid.org/0000-0002-6952-4465"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhutian Yang","raw_affiliation_strings":["School of Electronics and Information Engineering, Harbin Institue of Technology, Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Harbin Institue of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I204983213"],"apc_list":null,"apc_paid":null,"fwci":0.4527,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.69164576,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9998999834060669,"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":0.9998999834060669,"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/T10891","display_name":"Radar Systems and Signal Processing","score":0.923799991607666,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T12254","display_name":"Machine Learning in Bioinformatics","score":0.9161999821662903,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.750669002532959},{"id":"https://openalex.org/keywords/fading","display_name":"Fading","score":0.7394979000091553},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.721038818359375},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6214146018028259},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5828592777252197},{"id":"https://openalex.org/keywords/cognitive-radio","display_name":"Cognitive radio","score":0.5752711296081543},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.5689680576324463},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5552133917808533},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.5223634839057922},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.5079227089881897},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.434776246547699},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.42920413613319397},{"id":"https://openalex.org/keywords/modulation","display_name":"Modulation (music)","score":0.42916885018348694},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4266073405742645},{"id":"https://openalex.org/keywords/feature-vector","display_name":"Feature vector","score":0.4188441038131714},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3409104347229004},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.15627267956733704},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13594523072242737},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.09995564818382263}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.750669002532959},{"id":"https://openalex.org/C81978471","wikidata":"https://www.wikidata.org/wiki/Q1196572","display_name":"Fading","level":3,"score":0.7394979000091553},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.721038818359375},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6214146018028259},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5828592777252197},{"id":"https://openalex.org/C149946192","wikidata":"https://www.wikidata.org/wiki/Q3235733","display_name":"Cognitive radio","level":3,"score":0.5752711296081543},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.5689680576324463},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5552133917808533},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.5223634839057922},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.5079227089881897},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.434776246547699},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.42920413613319397},{"id":"https://openalex.org/C123079801","wikidata":"https://www.wikidata.org/wiki/Q750240","display_name":"Modulation (music)","level":2,"score":0.42916885018348694},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4266073405742645},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.4188441038131714},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3409104347229004},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.15627267956733704},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13594523072242737},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.09995564818382263},{"id":"https://openalex.org/C107038049","wikidata":"https://www.wikidata.org/wiki/Q35986","display_name":"Aesthetics","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/vtcfall.2018.8690662","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vtcfall.2018.8690662","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE 88th Vehicular Technology Conference (VTC-Fall)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1484094384","https://openalex.org/W1522301498","https://openalex.org/W1836465849","https://openalex.org/W1980526963","https://openalex.org/W2022907508","https://openalex.org/W2033406851","https://openalex.org/W2048654658","https://openalex.org/W2057237358","https://openalex.org/W2072128103","https://openalex.org/W2072550346","https://openalex.org/W2095705004","https://openalex.org/W2120019163","https://openalex.org/W2176412452","https://openalex.org/W2187089797","https://openalex.org/W2272847350","https://openalex.org/W2545522311","https://openalex.org/W2591005920","https://openalex.org/W2602393170","https://openalex.org/W2622554679","https://openalex.org/W2753161394","https://openalex.org/W2790896200","https://openalex.org/W2949117887","https://openalex.org/W2963285578","https://openalex.org/W2964121744","https://openalex.org/W4231109964","https://openalex.org/W6631190155","https://openalex.org/W6645505384","https://openalex.org/W6674330103"],"related_works":["https://openalex.org/W2327053383","https://openalex.org/W2356834760","https://openalex.org/W1964600846","https://openalex.org/W2790025453","https://openalex.org/W2127563499","https://openalex.org/W2030191005","https://openalex.org/W2027568561","https://openalex.org/W1521521035","https://openalex.org/W1865172210","https://openalex.org/W2120897947"],"abstract_inverted_index":{"Automatic":[0],"modulation":[1],"classification":[2],"(AMC)":[3],"plays":[4],"an":[5,84],"important":[6],"role":[7],"in":[8,71],"cognitive":[9],"radio":[10],"and":[11,88],"is":[12,69,77,92,122],"widely":[13],"studied":[14],"recent":[15],"years.":[16],"However,":[17],"most":[18],"existing":[19],"AMC":[20],"schemes":[21],"must":[22],"be":[23,45,116],"deployed":[24,78],"under":[25,66],"their":[26],"training":[27],"SNRs,":[28],"which":[29],"makes":[30],"them":[31],"highly":[32],"dependent":[33],"on":[34],"the":[35,49,106,120],"accuracy":[36],"of":[37,109],"channel":[38,51],"estimation.":[39],"The":[40],"classifiers":[41],"may":[42],"need":[43],"to":[44,47,62,79,95,124],"re-trained":[46],"fit":[48],"varying":[50],"condition.":[52],"To":[53],"address":[54],"this":[55,72],"problem,":[56],"a":[57,97],"feature":[58,86],"combination":[59],"method":[60,121],"aiming":[61],"find":[63],"noise-robust":[64],"features":[65,82,91,114],"fading":[67],"channels":[68],"proposed":[70],"paper.":[73],"Stacked":[74],"auto":[75],"encoder":[76],"explore":[80],"robust":[81,123],"from":[83],"extracted":[85],"set,":[87],"these":[89],"new":[90,113],"then":[93],"used":[94],"train":[96],"support":[98],"vector":[99],"machine":[100],"(SVM).":[101],"Numerical":[102],"results":[103],"shows":[104],"that":[105],"generalization":[107],"ability":[108],"SVMs":[110],"trained":[111],"with":[112],"can":[115],"significantly":[117],"improved;":[118],"therefore":[119],"SNR":[125],"variation.":[126]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2019,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
