{"id":"https://openalex.org/W4376480644","doi":"https://doi.org/10.1109/wcnc55385.2023.10118915","title":"A Douglas-Rachford Splitting Approach Based Deep Network for MIMO Signal Detection","display_name":"A Douglas-Rachford Splitting Approach Based Deep Network for MIMO Signal Detection","publication_year":2023,"publication_date":"2023-03-01","ids":{"openalex":"https://openalex.org/W4376480644","doi":"https://doi.org/10.1109/wcnc55385.2023.10118915"},"language":"en","primary_location":{"id":"doi:10.1109/wcnc55385.2023.10118915","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wcnc55385.2023.10118915","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Wireless Communications and Networking Conference (WCNC)","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/A5012730323","display_name":"Rongchao Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Rongchao Sun","raw_affiliation_strings":["Xi&#x2019;an Jiaotong University,School of Mathematics and Statistics,Xi&#x2019;an,China"],"affiliations":[{"raw_affiliation_string":"Xi&#x2019;an Jiaotong University,School of Mathematics and Statistics,Xi&#x2019;an,China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101883203","display_name":"Yiqing Zhang","orcid":"https://orcid.org/0000-0002-4338-3369"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiqing Zhang","raw_affiliation_strings":["Xi&#x2019;an Jiaotong University,School of Mathematics and Statistics,Xi&#x2019;an,China"],"affiliations":[{"raw_affiliation_string":"Xi&#x2019;an Jiaotong University,School of Mathematics and Statistics,Xi&#x2019;an,China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007559901","display_name":"Hanying Zheng","orcid":null},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hanying Zheng","raw_affiliation_strings":["Xi&#x2019;an Jiaotong University,School of Mathematics and Statistics,Xi&#x2019;an,China"],"affiliations":[{"raw_affiliation_string":"Xi&#x2019;an Jiaotong University,School of Mathematics and Statistics,Xi&#x2019;an,China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041149763","display_name":"Jianhua Guo","orcid":"https://orcid.org/0000-0002-7239-653X"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianhua Guo","raw_affiliation_strings":["Xi&#x2019;an Jiaotong University,School of Mathematics and Statistics,Xi&#x2019;an,China"],"affiliations":[{"raw_affiliation_string":"Xi&#x2019;an Jiaotong University,School of Mathematics and Statistics,Xi&#x2019;an,China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005474942","display_name":"Jianyong Sun","orcid":"https://orcid.org/0000-0002-9188-1856"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianyong Sun","raw_affiliation_strings":["Xi&#x2019;an Jiaotong University,School of Mathematics and Statistics,Xi&#x2019;an,China"],"affiliations":[{"raw_affiliation_string":"Xi&#x2019;an Jiaotong University,School of Mathematics and Statistics,Xi&#x2019;an,China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040282710","display_name":"Jiang Xue","orcid":"https://orcid.org/0000-0002-1832-5263"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiang Xue","raw_affiliation_strings":["Xi&#x2019;an Jiaotong University,School of Mathematics and Statistics,Xi&#x2019;an,China"],"affiliations":[{"raw_affiliation_string":"Xi&#x2019;an Jiaotong University,School of Mathematics and Statistics,Xi&#x2019;an,China","institution_ids":["https://openalex.org/I87445476"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5012730323"],"corresponding_institution_ids":["https://openalex.org/I87445476"],"apc_list":null,"apc_paid":null,"fwci":0.4011,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.5859031,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9998000264167786,"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9998000264167786,"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/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9991999864578247,"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/T10187","display_name":"Radio Frequency Integrated Circuit Design","score":0.9983000159263611,"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/mimo","display_name":"MIMO","score":0.808462381362915},{"id":"https://openalex.org/keywords/qam","display_name":"QAM","score":0.620459258556366},{"id":"https://openalex.org/keywords/quadrature-amplitude-modulation","display_name":"Quadrature amplitude modulation","score":0.6185608506202698},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5984171628952026},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.539853036403656},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.4864320755004883},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.47759318351745605},{"id":"https://openalex.org/keywords/detection-theory","display_name":"Detection theory","score":0.4728391766548157},{"id":"https://openalex.org/keywords/constellation-diagram","display_name":"Constellation diagram","score":0.461107075214386},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.44323021173477173},{"id":"https://openalex.org/keywords/detector","display_name":"Detector","score":0.4226991832256317},{"id":"https://openalex.org/keywords/bit-error-rate","display_name":"Bit error rate","score":0.4218962788581848},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.23391887545585632},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.21119987964630127},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.1263236403465271},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.07046082615852356}],"concepts":[{"id":"https://openalex.org/C207987634","wikidata":"https://www.wikidata.org/wiki/Q176862","display_name":"MIMO","level":3,"score":0.808462381362915},{"id":"https://openalex.org/C59030546","wikidata":"https://www.wikidata.org/wiki/Q7265371","display_name":"QAM","level":5,"score":0.620459258556366},{"id":"https://openalex.org/C32409245","wikidata":"https://www.wikidata.org/wiki/Q749753","display_name":"Quadrature amplitude modulation","level":4,"score":0.6185608506202698},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5984171628952026},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.539853036403656},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.4864320755004883},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.47759318351745605},{"id":"https://openalex.org/C137270730","wikidata":"https://www.wikidata.org/wiki/Q120811","display_name":"Detection theory","level":3,"score":0.4728391766548157},{"id":"https://openalex.org/C185837786","wikidata":"https://www.wikidata.org/wiki/Q1782940","display_name":"Constellation diagram","level":4,"score":0.461107075214386},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.44323021173477173},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.4226991832256317},{"id":"https://openalex.org/C56296756","wikidata":"https://www.wikidata.org/wiki/Q840922","display_name":"Bit error rate","level":3,"score":0.4218962788581848},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.23391887545585632},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.21119987964630127},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.1263236403465271},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.07046082615852356},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wcnc55385.2023.10118915","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wcnc55385.2023.10118915","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Wireless Communications and Networking Conference (WCNC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1946620893","https://openalex.org/W1992036418","https://openalex.org/W2022939180","https://openalex.org/W2050308627","https://openalex.org/W2063947013","https://openalex.org/W2075505133","https://openalex.org/W2165943096","https://openalex.org/W2748593636","https://openalex.org/W2804075771","https://openalex.org/W3008026851","https://openalex.org/W3031023929","https://openalex.org/W3047911146","https://openalex.org/W4248709896"],"related_works":["https://openalex.org/W2776889143","https://openalex.org/W1526007253","https://openalex.org/W3139451426","https://openalex.org/W2103491754","https://openalex.org/W2253476804","https://openalex.org/W2901566525","https://openalex.org/W2561907769","https://openalex.org/W2393808638","https://openalex.org/W4364305175","https://openalex.org/W2127132290"],"abstract_inverted_index":{"Signal":[0],"detection":[1],"plays":[2],"a":[3,21,43,64,104],"significant":[4],"role":[5],"at":[6],"the":[7,55,98,111,116,121,124,136,140],"receiver":[8],"of":[9,115],"current":[10],"multiple-input":[11],"multiple-output":[12],"(MIMO)":[13],"communication":[14],"systems.":[15,85],"In":[16,86],"this":[17],"paper,":[18],"we":[19,92,119],"propose":[20],"deep":[22,105,158],"learning":[23],"aided":[24],"Douglas-Rachford":[25,38,125,142],"network":[26,107],"(DRNet)":[27],"for":[28,46,97],"MIMO":[29,59,84,159],"signal":[30,49,57,101],"detection.":[31],"Specifically,":[32],"DRNet":[33,138,161],"is":[34,42,52,61,146],"developed":[35],"based":[36],"on":[37],"splitting":[39,126,143],"approach,":[40],"which":[41],"classic":[44],"method":[45],"non-smooth":[47],"convex":[48],"recovery.":[50],"It":[51],"known":[53],"that":[54,135],"transmitted":[56,100],"in":[58,81,123],"systems":[60],"drawn":[62],"from":[63],"discrete":[65],"quadrature":[66],"amplitude":[67],"modulation":[68],"(QAM)":[69],"constellation":[70],"and":[71,102,128,145],"ordinary":[72],"least":[73],"square":[74],"(OLS),":[75],"namely":[76],"zero-forcing":[77],"(ZF),":[78],"performs":[79],"poorly":[80],"small":[82],"size":[83],"order":[87],"to":[88,109,148],"obtain":[89],"better":[90],"performance,":[91],"design":[93],"an":[94],"implicit":[95],"penalty":[96],"unknown":[99],"use":[103],"neural":[106],"(DNN)":[108],"learn":[110],"corresponding":[112],"proximal":[113],"gradient":[114],"penalty.":[117],"Meanwhile,":[118],"vectorize":[120],"hyper-parameters":[122],"approach":[127,144],"make":[129],"them":[130],"learnable.":[131],"Simulation":[132],"results":[133],"show":[134],"proposed":[137],"outperforms":[139],"original":[141],"robust":[147],"varying":[149],"signal-to-noise":[150],"ratio":[151],"(SNR).":[152],"Moreover,":[153],"compared":[154],"with":[155],"existing":[156],"model-driven":[157],"detectors,":[160],"also":[162],"has":[163],"lower":[164],"bit-error-rate":[165],"(BER).":[166]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
