{"id":"https://openalex.org/W3018292345","doi":"https://doi.org/10.1109/tbc.2020.2985592","title":"A Note on Implementation Methodologies of Deep Learning-Based Signal Detection for Conventional MIMO Transmitters","display_name":"A Note on Implementation Methodologies of Deep Learning-Based Signal Detection for Conventional MIMO Transmitters","publication_year":2020,"publication_date":"2020-04-27","ids":{"openalex":"https://openalex.org/W3018292345","doi":"https://doi.org/10.1109/tbc.2020.2985592","mag":"3018292345"},"language":"en","primary_location":{"id":"doi:10.1109/tbc.2020.2985592","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbc.2020.2985592","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/A5051086639","display_name":"Junjuan Xia","orcid":"https://orcid.org/0000-0003-2787-6582"},"institutions":[{"id":"https://openalex.org/I37987034","display_name":"Guangzhou University","ror":"https://ror.org/05ar8rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I37987034"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junjuan Xia","raw_affiliation_strings":["School of Computer Science, Guangzhou University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-2787-6582","affiliations":[{"raw_affiliation_string":"School of Computer Science, Guangzhou University, Guangzhou, China","institution_ids":["https://openalex.org/I37987034"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003106501","display_name":"Dan Deng","orcid":"https://orcid.org/0000-0001-7760-5663"},"institutions":[{"id":"https://openalex.org/I4210104080","display_name":"Guangzhou Panyu Polytechnic","ror":"https://ror.org/01j9jcf33","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210104080"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dan Deng","raw_affiliation_strings":["Guangzhou Panyu Polytechnic, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-7760-5663","affiliations":[{"raw_affiliation_string":"Guangzhou Panyu Polytechnic, Guangzhou, China","institution_ids":["https://openalex.org/I4210104080"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101809214","display_name":"David Fan","orcid":"https://orcid.org/0000-0001-8503-7264"},"institutions":[{"id":"https://openalex.org/I37987034","display_name":"Guangzhou University","ror":"https://ror.org/05ar8rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I37987034"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"David Fan","raw_affiliation_strings":["School of Computer Science, Guangzhou University, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, Guangzhou University, Guangzhou, China","institution_ids":["https://openalex.org/I37987034"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.6491,"has_fulltext":false,"cited_by_count":56,"citation_normalized_percentile":{"value":0.97393206,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"66","issue":"3","first_page":"744","last_page":"745"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9994999766349792,"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":0.9994999766349792,"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/T11321","display_name":"Error Correcting Code Techniques","score":0.9919000267982483,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.991599977016449,"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/fading","display_name":"Fading","score":0.9303451776504517},{"id":"https://openalex.org/keywords/channel-state-information","display_name":"Channel state information","score":0.7516700029373169},{"id":"https://openalex.org/keywords/detector","display_name":"Detector","score":0.7282670736312866},{"id":"https://openalex.org/keywords/mimo","display_name":"MIMO","score":0.7206301689147949},{"id":"https://openalex.org/keywords/block","display_name":"Block (permutation group theory)","score":0.6195155382156372},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5929504632949829},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.5809919834136963},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.5770159363746643},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.43584245443344116},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.43494173884391785},{"id":"https://openalex.org/keywords/detection-theory","display_name":"Detection theory","score":0.4318668246269226},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.43179571628570557},{"id":"https://openalex.org/keywords/fading-distribution","display_name":"Fading distribution","score":0.42027193307876587},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.24045103788375854},{"id":"https://openalex.org/keywords/rayleigh-fading","display_name":"Rayleigh fading","score":0.13388285040855408},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12992727756500244}],"concepts":[{"id":"https://openalex.org/C81978471","wikidata":"https://www.wikidata.org/wiki/Q1196572","display_name":"Fading","level":3,"score":0.9303451776504517},{"id":"https://openalex.org/C148063708","wikidata":"https://www.wikidata.org/wiki/Q5072511","display_name":"Channel state information","level":3,"score":0.7516700029373169},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.7282670736312866},{"id":"https://openalex.org/C207987634","wikidata":"https://www.wikidata.org/wiki/Q176862","display_name":"MIMO","level":3,"score":0.7206301689147949},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.6195155382156372},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5929504632949829},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.5809919834136963},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.5770159363746643},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.43584245443344116},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.43494173884391785},{"id":"https://openalex.org/C137270730","wikidata":"https://www.wikidata.org/wiki/Q120811","display_name":"Detection theory","level":3,"score":0.4318668246269226},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.43179571628570557},{"id":"https://openalex.org/C161126049","wikidata":"https://www.wikidata.org/wiki/Q5429266","display_name":"Fading distribution","level":5,"score":0.42027193307876587},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.24045103788375854},{"id":"https://openalex.org/C56985126","wikidata":"https://www.wikidata.org/wiki/Q854039","display_name":"Rayleigh fading","level":4,"score":0.13388285040855408},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12992727756500244},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"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/tbc.2020.2985592","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbc.2020.2985592","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":[],"awards":[{"id":"https://openalex.org/G3803304893","display_name":null,"funder_award_id":"2018A030313736","funder_id":"https://openalex.org/F4320321921","funder_display_name":"Natural Science Foundation of Guangdong Province"},{"id":"https://openalex.org/G7678123294","display_name":"\u7f13\u5b58\u8f85\u52a9\u7684\u65e0\u7ebf\u7269\u7406\u5c42\u5b89\u5168\u4f20\u8f93\u7406\u8bba\u4e0e\u65b9\u6cd5\u7814\u7a76","funder_award_id":"61871139","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/F4320321921","display_name":"Natural Science Foundation of Guangdong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W2913320283","https://openalex.org/W2922367577","https://openalex.org/W2968273072","https://openalex.org/W2978562821","https://openalex.org/W3006329735","https://openalex.org/W3110675837","https://openalex.org/W6767099770"],"related_works":["https://openalex.org/W1973347792","https://openalex.org/W1503152075","https://openalex.org/W1931943713","https://openalex.org/W301676527","https://openalex.org/W2172055400","https://openalex.org/W1757854673","https://openalex.org/W2103028776","https://openalex.org/W2507345605","https://openalex.org/W2511854776","https://openalex.org/W2160868010"],"abstract_inverted_index":{"Baek":[0],"et":[1],"al.":[2],"proposed":[3,82],"a":[4,15],"deep":[5],"learning-based":[6],"signal":[7],"detector":[8,83,122],"for":[9,130],"conventional":[10],"MIMO":[11],"systems,":[12],"which":[13,77],"is":[14,35,54],"pioneering":[16],"work":[17,27,42],"of":[18,62],"applying":[19],"artificial":[20],"intelligence":[21],"into":[22],"wireless":[23],"communications.":[24],"Although":[25],"this":[26,66,110],"works":[28],"well":[29],"under":[30,43,51,104,133],"static":[31],"fading":[32],"channels,":[33],"it":[34,39,97],"worth":[36],"notable":[37],"that":[38,80],"fails":[40,98],"to":[41,99],"block-fading":[44,52,105,134],"channels.":[45,106,135],"In":[46,119],"particular,":[47,120],"the":[48,59,81,86,89,101,117,121,126,131],"detection":[49],"BER":[50],"channels":[53],"around":[55],"0.5":[56],"even":[57],"in":[58,109],"high":[60],"regime":[61],"SNR.":[63],"To":[64],"explain":[65],"unexpected":[67],"result,":[68],"we":[69],"provide":[70],"some":[71],"simple":[72],"yet":[73],"efficient":[74],"theoretical":[75],"analysis,":[76],"clearly":[78],"verifies":[79],"cannot":[84],"decouple":[85],"phases":[87],"between":[88],"channel":[90,127],"parameters":[91],"and":[92,95,115],"transmitted":[93,102],"signals":[94,103],"hence":[96],"detect":[100],"The":[107],"results":[108],"paper":[111],"can":[112],"help":[113],"understand":[114],"improve":[116],"detector.":[118],"structure":[123],"should":[124],"incorporate":[125],"state":[128],"information":[129],"application":[132]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":30},{"year":2020,"cited_by_count":12}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}