{"id":"https://openalex.org/W4414538889","doi":"https://doi.org/10.1109/icc52391.2025.11161155","title":"A Fast Converging and Low Complexity Learning-Based MMSE-IRC Detection Algorithm for Massive MIMO","display_name":"A Fast Converging and Low Complexity Learning-Based MMSE-IRC Detection Algorithm for Massive MIMO","publication_year":2025,"publication_date":"2025-06-08","ids":{"openalex":"https://openalex.org/W4414538889","doi":"https://doi.org/10.1109/icc52391.2025.11161155"},"language":"en","primary_location":{"id":"doi:10.1109/icc52391.2025.11161155","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc52391.2025.11161155","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2025 - IEEE International Conference on Communications","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/A5072201445","display_name":"Ruobing Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ruobing Yang","raw_affiliation_strings":["University of Electronic Science and Technology of China,National Key Laboratory of Wireless Communications,Chengdu,China"],"affiliations":[{"raw_affiliation_string":"University of Electronic Science and Technology of China,National Key Laboratory of Wireless Communications,Chengdu,China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081191986","display_name":"Yubin Zhu","orcid":"https://orcid.org/0000-0001-7327-0595"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yubin Zhu","raw_affiliation_strings":["University of Electronic Science and Technology of China,National Key Laboratory of Wireless Communications,Chengdu,China"],"affiliations":[{"raw_affiliation_string":"University of Electronic Science and Technology of China,National Key Laboratory of Wireless Communications,Chengdu,China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050244251","display_name":"Ya Gao","orcid":null},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ya Gao","raw_affiliation_strings":["University of Electronic Science and Technology of China,National Key Laboratory of Wireless Communications,Chengdu,China"],"affiliations":[{"raw_affiliation_string":"University of Electronic Science and Technology of China,National Key Laboratory of Wireless Communications,Chengdu,China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070866793","display_name":"Kaining Han","orcid":"https://orcid.org/0000-0003-0032-5641"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kaining Han","raw_affiliation_strings":["University of Electronic Science and Technology of China,National Key Laboratory of Wireless Communications,Chengdu,China"],"affiliations":[{"raw_affiliation_string":"University of Electronic Science and Technology of China,National Key Laboratory of Wireless Communications,Chengdu,China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032433883","display_name":"Jianhao Hu","orcid":"https://orcid.org/0000-0003-1380-5513"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianhao Hu","raw_affiliation_strings":["University of Electronic Science and Technology of China,National Key Laboratory of Wireless Communications,Chengdu,China"],"affiliations":[{"raw_affiliation_string":"University of Electronic Science and Technology of China,National Key Laboratory of Wireless Communications,Chengdu,China","institution_ids":["https://openalex.org/I150229711"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5072201445"],"corresponding_institution_ids":["https://openalex.org/I150229711"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.29909985,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"3224","last_page":"3229"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10575","display_name":"Wireless Communication Networks Research","score":0.9337999820709229,"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"}},"topics":[{"id":"https://openalex.org/T10575","display_name":"Wireless Communication Networks Research","score":0.9337999820709229,"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":0.9287999868392944,"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":0.9269999861717224,"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":0.7993000149726868},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6807000041007996},{"id":"https://openalex.org/keywords/telecommunications-link","display_name":"Telecommunications link","score":0.5307999849319458},{"id":"https://openalex.org/keywords/computational-complexity-theory","display_name":"Computational complexity theory","score":0.4982999861240387},{"id":"https://openalex.org/keywords/gradient-descent","display_name":"Gradient descent","score":0.4814999997615814},{"id":"https://openalex.org/keywords/base-station","display_name":"Base station","score":0.4700999855995178},{"id":"https://openalex.org/keywords/interference","display_name":"Interference (communication)","score":0.45179998874664307},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.430400013923645},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.4302999973297119}],"concepts":[{"id":"https://openalex.org/C207987634","wikidata":"https://www.wikidata.org/wiki/Q176862","display_name":"MIMO","level":3,"score":0.7993000149726868},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6807000041007996},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.598800003528595},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5536999702453613},{"id":"https://openalex.org/C138660444","wikidata":"https://www.wikidata.org/wiki/Q5607897","display_name":"Telecommunications link","level":2,"score":0.5307999849319458},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.4982999861240387},{"id":"https://openalex.org/C153258448","wikidata":"https://www.wikidata.org/wiki/Q1199743","display_name":"Gradient descent","level":3,"score":0.4814999997615814},{"id":"https://openalex.org/C68649174","wikidata":"https://www.wikidata.org/wiki/Q1379116","display_name":"Base station","level":2,"score":0.4700999855995178},{"id":"https://openalex.org/C32022120","wikidata":"https://www.wikidata.org/wiki/Q797225","display_name":"Interference (communication)","level":3,"score":0.45179998874664307},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.430400013923645},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.4302999973297119},{"id":"https://openalex.org/C137246740","wikidata":"https://www.wikidata.org/wiki/Q583970","display_name":"Spectral efficiency","level":3,"score":0.4189000129699707},{"id":"https://openalex.org/C165650700","wikidata":"https://www.wikidata.org/wiki/Q4636347","display_name":"3G MIMO","level":4,"score":0.366100013256073},{"id":"https://openalex.org/C91330434","wikidata":"https://www.wikidata.org/wiki/Q738298","display_name":"Multi-user MIMO","level":4,"score":0.36390000581741333},{"id":"https://openalex.org/C130946814","wikidata":"https://www.wikidata.org/wiki/Q5988271","display_name":"MIMO-OFDM","level":4,"score":0.3628000020980835},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.3601999878883362},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.3248000144958496},{"id":"https://openalex.org/C85884896","wikidata":"https://www.wikidata.org/wiki/Q7574075","display_name":"Spatial multiplexing","level":4,"score":0.30570000410079956},{"id":"https://openalex.org/C62191587","wikidata":"https://www.wikidata.org/wiki/Q4771249","display_name":"Antenna array","level":3,"score":0.29980000853538513},{"id":"https://openalex.org/C21822782","wikidata":"https://www.wikidata.org/wiki/Q131214","display_name":"Antenna (radio)","level":2,"score":0.2867000102996826},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2777000069618225},{"id":"https://openalex.org/C57869625","wikidata":"https://www.wikidata.org/wiki/Q1783502","display_name":"Rate of convergence","level":3,"score":0.27630001306533813},{"id":"https://openalex.org/C159694833","wikidata":"https://www.wikidata.org/wiki/Q2321565","display_name":"Iterative method","level":2,"score":0.27239999175071716},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.26669999957084656},{"id":"https://openalex.org/C2778915421","wikidata":"https://www.wikidata.org/wiki/Q3643177","display_name":"Performance improvement","level":2,"score":0.2556999921798706}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icc52391.2025.11161155","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc52391.2025.11161155","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2025 - IEEE International Conference on Communications","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7113336092","display_name":null,"funder_award_id":"62371099","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":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Massive":[0],"MIMO":[1,41,69],"is":[2,138],"a":[3,74,159],"pivotal":[4],"technology":[5],"for":[6,35],"5G":[7],"and":[8,14,101,106,120],"beyond,":[9],"significantly":[10],"enhancing":[11],"spectrum":[12],"efficiency":[13],"system":[15],"capacity":[16],"by":[17,90,154],"deploying":[18],"numerous":[19],"receiving":[20,61],"antennas":[21,31],"at":[22],"the":[23,27,58,84,109,131,135],"base":[24],"station.":[25],"However,":[26],"increasing":[28],"number":[29,59],"of":[30,60,87,108,134,142,151],"imposes":[32],"strong":[33],"requirements":[34],"effective":[36],"interference":[37,118,129],"suppression":[38],"in":[39,49,67,161],"uplink":[40],"detection.":[42],"While":[43],"traditional":[44,143],"MMSE-IRC":[45,153],"provides":[46],"excellent":[47],"performance":[48,148],"mitigating":[50],"interference,":[51],"its":[52,64,146],"computational":[53],"complexity":[54,162],"scales":[55],"cubically":[56],"with":[57],"antennas,":[62],"limiting":[63],"practical":[65],"applicability":[66],"massive":[68],"systems.":[70],"This":[71],"paper":[72],"presents":[73],"learning-based":[75],"algorithm":[76,111],"employing":[77],"Mini-batch":[78],"Gradient":[79],"Descent":[80],"(MBGD)":[81],"to":[82,168],"solve":[83],"weight":[85],"matrix":[86],"MMSE-IRC,":[88],"complemented":[89],"convergence":[91],"acceleration":[92],"strategies":[93],"that":[94,141,150],"incorporate":[95],"adaptive":[96],"initial":[97],"learning":[98],"rate":[99],"determination":[100],"noise-plus-interference":[102],"power":[103],"regularization.":[104],"Convergence":[105],"robustness":[107],"proposed":[110,136],"are":[112],"validated":[113],"across":[114],"diverse":[115],"modulation":[116],"schemes,":[117],"levels,":[119],"antenna":[121],"configurations.":[122],"Performance":[123],"results":[124],"indicate":[125],"that,":[126],"under":[127],"high":[128],"conditions,":[130],"iteration":[132],"count":[133],"method":[137],"merely":[139],"12.5%":[140],"MBGD,":[144],"while":[145],"BER":[147],"exceeds":[149],"conventional":[152],"approximately":[155],"0.5":[156],"dB,":[157],"achieving":[158],"reduction":[160],"from":[163],"<tex":[164,169],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[165,170],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$O\\left(N_{r":[166],"x}^{3}\\right)$</tex>":[167],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$O\\left(N_{t":[171],"x}":[172],"N_{r":[173],"x}\\right)$</tex>.":[174]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
