{"id":"https://openalex.org/W3014127772","doi":"https://doi.org/10.1109/tccn.2020.3018736","title":"DeepReceiver: A Deep Learning-Based Intelligent Receiver for Wireless Communications in the Physical Layer","display_name":"DeepReceiver: A Deep Learning-Based Intelligent Receiver for Wireless Communications in the Physical Layer","publication_year":2020,"publication_date":"2020-08-24","ids":{"openalex":"https://openalex.org/W3014127772","doi":"https://doi.org/10.1109/tccn.2020.3018736","mag":"3014127772"},"language":"en","primary_location":{"id":"doi:10.1109/tccn.2020.3018736","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tccn.2020.3018736","pdf_url":null,"source":{"id":"https://openalex.org/S2484188435","display_name":"IEEE Transactions on Cognitive Communications and Networking","issn_l":"2332-7731","issn":["2332-7731","2372-2045"],"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 Cognitive Communications and Networking","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2003.14124","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Shilian Zheng","orcid":"https://orcid.org/0000-0002-3089-4346"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Shilian Zheng","raw_affiliation_strings":["No. 011 Research Center, Science and Technology on Communication Information Security Control Laboratory, Jiaxing, China"],"affiliations":[{"raw_affiliation_string":"No. 011 Research Center, Science and Technology on Communication Information Security Control Laboratory, Jiaxing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Shichuan Chen","orcid":"https://orcid.org/0000-0001-7097-5186"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shichuan Chen","raw_affiliation_strings":["No. 011 Research Center, Science and Technology on Communication Information Security Control Laboratory, Jiaxing, China"],"affiliations":[{"raw_affiliation_string":"No. 011 Research Center, Science and Technology on Communication Information Security Control Laboratory, Jiaxing, China","institution_ids":[]}]},{"author_position":"last","author":{"id":null,"display_name":"Xiaoniu Yang","orcid":"https://orcid.org/0000-0003-3117-2211"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiaoniu Yang","raw_affiliation_strings":["No. 011 Research Center, Science and Technology on Communication Information Security Control Laboratory, Jiaxing, China"],"affiliations":[{"raw_affiliation_string":"No. 011 Research Center, Science and Technology on Communication Information Security Control Laboratory, Jiaxing, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.1172,"has_fulltext":false,"cited_by_count":101,"citation_normalized_percentile":{"value":0.97014947,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"7","issue":"1","first_page":"5","last_page":"20"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9944000244140625,"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":0.9944000244140625,"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/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.0005000000237487257,"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/T11873","display_name":"PAPR reduction in OFDM","score":0.0005000000237487257,"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/physical-layer","display_name":"Physical layer","score":0.5763000249862671},{"id":"https://openalex.org/keywords/transmitter","display_name":"Transmitter","score":0.5509999990463257},{"id":"https://openalex.org/keywords/multipath-propagation","display_name":"Multipath propagation","score":0.5414999723434448},{"id":"https://openalex.org/keywords/bit-error-rate","display_name":"Bit error rate","score":0.4805000126361847},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.4706000089645386},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.42100000381469727},{"id":"https://openalex.org/keywords/artificial-noise","display_name":"Artificial noise","score":0.36399999260902405},{"id":"https://openalex.org/keywords/fading","display_name":"Fading","score":0.3319999873638153},{"id":"https://openalex.org/keywords/rake-receiver","display_name":"Rake receiver","score":0.3208000063896179},{"id":"https://openalex.org/keywords/bitstream","display_name":"Bitstream","score":0.3156000077724457}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8465999960899353},{"id":"https://openalex.org/C19247436","wikidata":"https://www.wikidata.org/wiki/Q192727","display_name":"Physical layer","level":3,"score":0.5763000249862671},{"id":"https://openalex.org/C47798520","wikidata":"https://www.wikidata.org/wiki/Q190157","display_name":"Transmitter","level":3,"score":0.5509999990463257},{"id":"https://openalex.org/C161218011","wikidata":"https://www.wikidata.org/wiki/Q11827794","display_name":"Multipath propagation","level":3,"score":0.5414999723434448},{"id":"https://openalex.org/C56296756","wikidata":"https://www.wikidata.org/wiki/Q840922","display_name":"Bit error rate","level":3,"score":0.4805000126361847},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.4706000089645386},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.4388999938964844},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.42100000381469727},{"id":"https://openalex.org/C2780909371","wikidata":"https://www.wikidata.org/wiki/Q4801092","display_name":"Artificial noise","level":4,"score":0.36399999260902405},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.353300005197525},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.34060001373291016},{"id":"https://openalex.org/C81978471","wikidata":"https://www.wikidata.org/wiki/Q1196572","display_name":"Fading","level":3,"score":0.3319999873638153},{"id":"https://openalex.org/C23486597","wikidata":"https://www.wikidata.org/wiki/Q1125543","display_name":"Rake receiver","level":4,"score":0.3208000063896179},{"id":"https://openalex.org/C136695289","wikidata":"https://www.wikidata.org/wiki/Q415568","display_name":"Bitstream","level":3,"score":0.3156000077724457},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.31520000100135803},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.31029999256134033},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3098999857902527},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.3018999993801117},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.2994999885559082},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.2994000017642975},{"id":"https://openalex.org/C169334058","wikidata":"https://www.wikidata.org/wiki/Q353292","display_name":"Additive white Gaussian noise","level":3,"score":0.2937000095844269},{"id":"https://openalex.org/C121308736","wikidata":"https://www.wikidata.org/wiki/Q149918","display_name":"Communications satellite","level":3,"score":0.2896000146865845},{"id":"https://openalex.org/C186378180","wikidata":"https://www.wikidata.org/wiki/Q4874866","display_name":"Phase-shift keying","level":4,"score":0.27459999918937683},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.27059999108314514},{"id":"https://openalex.org/C101765175","wikidata":"https://www.wikidata.org/wiki/Q577764","display_name":"Communications system","level":2,"score":0.2671999931335449},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.2653000056743622},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.2632000148296356},{"id":"https://openalex.org/C70437156","wikidata":"https://www.wikidata.org/wiki/Q7228652","display_name":"Pooling","level":2,"score":0.26159998774528503},{"id":"https://openalex.org/C137270730","wikidata":"https://www.wikidata.org/wiki/Q120811","display_name":"Detection theory","level":3,"score":0.2581000030040741},{"id":"https://openalex.org/C97812054","wikidata":"https://www.wikidata.org/wiki/Q2166055","display_name":"Intersymbol interference","level":3,"score":0.25519999861717224},{"id":"https://openalex.org/C74064498","wikidata":"https://www.wikidata.org/wiki/Q3396184","display_name":"Radio frequency","level":2,"score":0.25459998846054077},{"id":"https://openalex.org/C46035914","wikidata":"https://www.wikidata.org/wiki/Q1767289","display_name":"Pulse-position modulation","level":5,"score":0.2542000114917755}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tccn.2020.3018736","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tccn.2020.3018736","pdf_url":null,"source":{"id":"https://openalex.org/S2484188435","display_name":"IEEE Transactions on Cognitive Communications and Networking","issn_l":"2332-7731","issn":["2332-7731","2372-2045"],"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 Cognitive Communications and Networking","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2003.14124","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2003.14124","pdf_url":"https://arxiv.org/pdf/2003.14124","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2003.14124","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2003.14124","pdf_url":"https://arxiv.org/pdf/2003.14124","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8965635672","display_name":null,"funder_award_id":"U19B2015","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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W1955857676","https://openalex.org/W2074772891","https://openalex.org/W2081260275","https://openalex.org/W2097117768","https://openalex.org/W2102031919","https://openalex.org/W2128145324","https://openalex.org/W2134295053","https://openalex.org/W2194775991","https://openalex.org/W2602923095","https://openalex.org/W2666368276","https://openalex.org/W2734408173","https://openalex.org/W2736068844","https://openalex.org/W2736402963","https://openalex.org/W2754693074","https://openalex.org/W2773170971","https://openalex.org/W2785851301","https://openalex.org/W2786361328","https://openalex.org/W2884089434","https://openalex.org/W2885033069","https://openalex.org/W2889153869","https://openalex.org/W2889372359","https://openalex.org/W2893903145","https://openalex.org/W2897295818","https://openalex.org/W2899824937","https://openalex.org/W2901561898","https://openalex.org/W2902605805","https://openalex.org/W2911696931","https://openalex.org/W2919115771","https://openalex.org/W2922048308","https://openalex.org/W2938113616","https://openalex.org/W2938963124","https://openalex.org/W2944117105","https://openalex.org/W2962249778","https://openalex.org/W2962791959","https://openalex.org/W2963190722","https://openalex.org/W2963290405","https://openalex.org/W2963408536","https://openalex.org/W2963446712","https://openalex.org/W2963836746","https://openalex.org/W2963852693","https://openalex.org/W2964175260","https://openalex.org/W2965315774","https://openalex.org/W2967528569","https://openalex.org/W2968026845","https://openalex.org/W2976103643","https://openalex.org/W2981887875","https://openalex.org/W2990394467","https://openalex.org/W2995080793","https://openalex.org/W2996642917","https://openalex.org/W3011412632","https://openalex.org/W6637242042","https://openalex.org/W6713680328"],"related_works":[],"abstract_inverted_index":{"A":[0],"canonical":[1],"wireless":[2],"communication":[3],"system":[4],"consists":[5],"of":[6,28,103,136,147,172,179,196],"a":[7,10,64,72,87],"transmitter":[8],"and":[9,21,36,139,193],"receiver.":[11],"The":[12,47],"information":[13,54,82,124],"bit":[14,173],"stream":[15,125],"is":[16,97],"transmitted":[17],"after":[18],"coding,":[19],"modulation,":[20],"pulse":[22],"shaping.":[23],"Due":[24],"to":[25,50,76,99,106,121],"the":[26,38,42,52,56,78,101,104,117,130,151,158,177],"effects":[27],"radio":[29],"frequency":[30],"(RF)":[31],"impairments,":[32,186],"channel":[33],"fading,":[34,188],"noise":[35],"interference,":[37,190],"signal":[39,109,145],"arriving":[40],"at":[41,116],"receiver":[43,48,66,169],"will":[44],"be":[45],"distorted.":[46],"needs":[49],"recover":[51],"original":[53],"from":[55],"distorted":[57],"signal.":[58],"In":[59],"this":[60],"article,":[61],"we":[62],"propose":[63],"new":[65],"model,":[67],"namely":[68],"DeepReceiver,":[69],"that":[70,157],"uses":[71],"deep":[73],"neural":[74],"network":[75,105],"replace":[77],"traditional":[79,164],"receiver's":[80],"entire":[81],"recovery":[83],"process.":[84],"We":[85,127],"design":[86],"one-dimensional":[88],"convolution":[89],"DenseNet":[90],"(1D-Conv-DenseNet)":[91],"structure,":[92],"in":[93,150,170],"which":[94],"global":[95],"pooling":[96],"used":[98,115],"improve":[100],"adaptability":[102],"different":[107],"input":[108],"lengths.":[110],"Multiple":[111],"binary":[112],"classifiers":[113],"are":[114],"final":[118],"classification":[119],"layer":[120],"achieve":[122],"multi-bit":[123],"recovery.":[126],"also":[128],"exploit":[129],"DeepReceiver":[131,160],"for":[132],"unified":[133,194],"blind":[134],"reception":[135,195],"multiple":[137,197],"modulation":[138],"coding":[140],"schemes":[141],"(MCSs)":[142],"by":[143],"including":[144],"samples":[146],"corresponding":[148],"MCSs":[149],"training":[152],"set.":[153],"Simulation":[154],"results":[155],"show":[156],"proposed":[159],"performs":[161],"better":[162],"than":[163],"step-by-step":[165],"serial":[166],"hard":[167],"decision":[168],"terms":[171],"error":[174],"rate":[175],"under":[176],"influence":[178],"various":[180],"factors":[181],"such":[182],"as":[183],"noise,":[184],"RF":[185],"multipath":[187],"cochannel":[189],"dynamic":[191],"environment,":[192],"MCSs.":[198]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":22},{"year":2024,"cited_by_count":31},{"year":2023,"cited_by_count":25},{"year":2022,"cited_by_count":15},{"year":2021,"cited_by_count":5}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2020-04-10T00:00:00"}
