{"id":"https://openalex.org/W2963537617","doi":"https://doi.org/10.1109/jsac.2019.2929404","title":"Adaptive Spatial Modulation MIMO Based on Machine Learning","display_name":"Adaptive Spatial Modulation MIMO Based on Machine Learning","publication_year":2019,"publication_date":"2019-07-22","ids":{"openalex":"https://openalex.org/W2963537617","doi":"https://doi.org/10.1109/jsac.2019.2929404","mag":"2963537617"},"language":"en","primary_location":{"id":"doi:10.1109/jsac.2019.2929404","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsac.2019.2929404","pdf_url":null,"source":{"id":"https://openalex.org/S90422530","display_name":"IEEE Journal on Selected Areas in Communications","issn_l":"0733-8716","issn":["0733-8716","1558-0008"],"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 Journal on Selected Areas in Communications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.1109/JSAC.2019.2929404","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5067307195","display_name":"Ping Yang","orcid":"https://orcid.org/0000-0002-6559-3252"},"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":"Ping Yang","raw_affiliation_strings":["National Key Laboratory of Science and Technology on Communications, University of Electronic Science and Technology of China, Sichuan, China"],"affiliations":[{"raw_affiliation_string":"National Key Laboratory of Science and Technology on Communications, University of Electronic Science and Technology of China, Sichuan, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100701341","display_name":"Yue Xiao","orcid":"https://orcid.org/0000-0002-2127-8947"},"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":"Yue Xiao","raw_affiliation_strings":["National Key Laboratory of Science and Technology on Communications, University of Electronic Science and Technology of China, Sichuan, China"],"affiliations":[{"raw_affiliation_string":"National Key Laboratory of Science and Technology on Communications, University of Electronic Science and Technology of China, Sichuan, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037292846","display_name":"Ming Xiao","orcid":"https://orcid.org/0000-0002-5407-0835"},"institutions":[{"id":"https://openalex.org/I86987016","display_name":"KTH Royal Institute of Technology","ror":"https://ror.org/026vcq606","country_code":"SE","type":"education","lineage":["https://openalex.org/I86987016"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Ming Xiao","raw_affiliation_strings":["Information Science and Engineering (ISE) Department, KTH Royal Institute of Technology, Stockholm, Sweden"],"affiliations":[{"raw_affiliation_string":"Information Science and Engineering (ISE) Department, KTH Royal Institute of Technology, Stockholm, Sweden","institution_ids":["https://openalex.org/I86987016"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100763983","display_name":"Yong Liang Guan","orcid":"https://orcid.org/0000-0002-9757-630X"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yong Liang Guan","raw_affiliation_strings":["School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020825307","display_name":"Shaoqian Li","orcid":"https://orcid.org/0000-0001-7030-3195"},"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":"Shaoqian Li","raw_affiliation_strings":["National Key Laboratory of Science and Technology on Communications, University of Electronic Science and Technology of China, Sichuan, China"],"affiliations":[{"raw_affiliation_string":"National Key Laboratory of Science and Technology on Communications, University of Electronic Science and Technology of China, Sichuan, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100389005","display_name":"Wei Xiang","orcid":"https://orcid.org/0000-0002-0608-065X"},"institutions":[{"id":"https://openalex.org/I86467917","display_name":"James Cook University","ror":"https://ror.org/04gsp2c11","country_code":"AU","type":"education","lineage":["https://openalex.org/I86467917"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Wei Xiang","raw_affiliation_strings":["College of Science and Engineering, James Cook University, Cairns, QLD, Australia"],"affiliations":[{"raw_affiliation_string":"College of Science and Engineering, James Cook University, Cairns, QLD, Australia","institution_ids":["https://openalex.org/I86467917"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5067307195"],"corresponding_institution_ids":["https://openalex.org/I150229711"],"apc_list":null,"apc_paid":null,"fwci":7.9623,"has_fulltext":false,"cited_by_count":95,"citation_normalized_percentile":{"value":0.98032793,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"37","issue":"9","first_page":"2117","last_page":"2131"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11458","display_name":"Advanced Wireless Communication Technologies","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/T11458","display_name":"Advanced Wireless Communication Technologies","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":0.9879000186920166,"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/T11873","display_name":"PAPR reduction in OFDM","score":0.9779000282287598,"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/computer-science","display_name":"Computer science","score":0.7851870059967041},{"id":"https://openalex.org/keywords/mimo","display_name":"MIMO","score":0.7396982908248901},{"id":"https://openalex.org/keywords/link-adaptation","display_name":"Link adaptation","score":0.6163627505302429},{"id":"https://openalex.org/keywords/spatial-multiplexing","display_name":"Spatial multiplexing","score":0.5707865357398987},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5099793672561646},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.506878674030304},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.467765748500824},{"id":"https://openalex.org/keywords/orthogonal-frequency-division-multiplexing","display_name":"Orthogonal frequency-division multiplexing","score":0.4551212787628174},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4049885869026184},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.34263426065444946},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.26808053255081177},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.15119552612304688},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.11430147290229797},{"id":"https://openalex.org/keywords/fading","display_name":"Fading","score":0.10726693272590637},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.09645679593086243}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7851870059967041},{"id":"https://openalex.org/C207987634","wikidata":"https://www.wikidata.org/wiki/Q176862","display_name":"MIMO","level":3,"score":0.7396982908248901},{"id":"https://openalex.org/C138916503","wikidata":"https://www.wikidata.org/wiki/Q2714551","display_name":"Link adaptation","level":4,"score":0.6163627505302429},{"id":"https://openalex.org/C85884896","wikidata":"https://www.wikidata.org/wiki/Q7574075","display_name":"Spatial multiplexing","level":4,"score":0.5707865357398987},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5099793672561646},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.506878674030304},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.467765748500824},{"id":"https://openalex.org/C40409654","wikidata":"https://www.wikidata.org/wiki/Q375889","display_name":"Orthogonal frequency-division multiplexing","level":3,"score":0.4551212787628174},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4049885869026184},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.34263426065444946},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.26808053255081177},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.15119552612304688},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.11430147290229797},{"id":"https://openalex.org/C81978471","wikidata":"https://www.wikidata.org/wiki/Q1196572","display_name":"Fading","level":3,"score":0.10726693272590637},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.09645679593086243}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/jsac.2019.2929404","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsac.2019.2929404","pdf_url":null,"source":{"id":"https://openalex.org/S90422530","display_name":"IEEE Journal on Selected Areas in Communications","issn_l":"0733-8716","issn":["0733-8716","1558-0008"],"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 Journal on Selected Areas in Communications","raw_type":"journal-article"},{"id":"pmh:oai:dr.ntu.edu.sg:10356/151564","is_oa":false,"landing_page_url":"https://hdl.handle.net/10356/151564","pdf_url":null,"source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"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":"Journal Article"},{"id":"pmh:oai:zenodo.org:4247312","is_oa":true,"landing_page_url":"https://doi.org/10.1109/JSAC.2019.2929404","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:zenodo.org:4247312","is_oa":true,"landing_page_url":"https://doi.org/10.1109/JSAC.2019.2929404","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1608956295","display_name":null,"funder_award_id":"9140C020108140C02005","funder_id":"https://openalex.org/F4320326932","funder_display_name":"National Key Laboratory of Science and Technology on Communications"},{"id":"https://openalex.org/G4010533025","display_name":null,"funder_award_id":"61671131","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7317612202","display_name":null,"funder_award_id":"61876033","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7680758737","display_name":null,"funder_award_id":"ZYGX2015KYQD003","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320320277","display_name":"University of Southampton","ror":"https://ror.org/01ryk1543"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320323292","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92"},{"id":"https://openalex.org/F4320326932","display_name":"National Key Laboratory of Science and Technology on Communications","ror":null},{"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":42,"referenced_works":["https://openalex.org/W1966841787","https://openalex.org/W1972255293","https://openalex.org/W1994701813","https://openalex.org/W2017795724","https://openalex.org/W2043099530","https://openalex.org/W2048462358","https://openalex.org/W2067605736","https://openalex.org/W2082585693","https://openalex.org/W2102798007","https://openalex.org/W2103171687","https://openalex.org/W2110494871","https://openalex.org/W2149755240","https://openalex.org/W2246989874","https://openalex.org/W2290024879","https://openalex.org/W2293220824","https://openalex.org/W2294103580","https://openalex.org/W2311297018","https://openalex.org/W2323676855","https://openalex.org/W2344065342","https://openalex.org/W2405736374","https://openalex.org/W2477563955","https://openalex.org/W2540093921","https://openalex.org/W2561270977","https://openalex.org/W2562947506","https://openalex.org/W2584943905","https://openalex.org/W2605292858","https://openalex.org/W2606436201","https://openalex.org/W2734408173","https://openalex.org/W2740534707","https://openalex.org/W2744485539","https://openalex.org/W2765739499","https://openalex.org/W2789503661","https://openalex.org/W2790354097","https://openalex.org/W2794365014","https://openalex.org/W2800319120","https://openalex.org/W2810871807","https://openalex.org/W2884967836","https://openalex.org/W2890391580","https://openalex.org/W2962956060","https://openalex.org/W2963145597","https://openalex.org/W2963182751","https://openalex.org/W2964273410"],"related_works":["https://openalex.org/W1972125288","https://openalex.org/W4237321995","https://openalex.org/W2159343473","https://openalex.org/W2486733753","https://openalex.org/W2606846467","https://openalex.org/W4312452255","https://openalex.org/W2036873880","https://openalex.org/W2357330935","https://openalex.org/W1574498476","https://openalex.org/W2966408582"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3,25,79,104],"propose":[4,91,118],"a":[5,92,119,133,182,186],"novel":[6,93,120],"framework":[7],"of":[8,30,108,130,180],"low-cost":[9],"link":[10],"adaptation":[11],"for":[12,76,97,111],"spatial":[13],"modulation":[14,145,150],"multiple-input":[15],"multiple-output":[16],"(SM-MIMO)":[17],"systems-based":[18],"upon":[19,43],"the":[20,28,57,106,112,126,165],"machine":[21,65],"learning":[22],"paradigm.":[23],"Specifically,":[24],"first":[26],"convert":[27],"problems":[29],"transmit":[31],"antenna":[32],"selection":[33],"(TAS)":[34],"and":[35,62,90,99,114,117,167,177],"power":[36],"allocation":[37],"(PA)":[38],"in":[39],"SM-MIMO":[40,88,170],"to":[41,70,124,141],"ones-based":[42],"data-driven":[44],"prediction":[45],"rather":[46],"than":[47],"conventional":[48,174],"optimization-driven":[49,175],"decisions.":[50],"Then,":[51],"supervised-learning":[52],"classifiers":[53],"(SLC),":[54],"such":[55],"as":[56],"K":[58],"-nearest":[59],"neighbors":[60],"(KNN)":[61],"support":[63],"vector":[64,122],"(SVM)":[66],"algorithms,":[67],"are":[68,139,178],"developed":[69],"obtain":[71],"their":[72],"statistically-consistent":[73],"solutions.":[74],"Moreover,":[75],"further":[77,134],"comparison":[78],"integrate":[80],"deep":[81],"neural":[82],"networks":[83],"(DNN)":[84],"with":[85,157,185],"these":[86],"adaptive":[87,143,149,169],"schemes,":[89,147],"DNN-based":[94,168],"multi-label":[95],"classifier":[96],"TAS":[98],"PA":[100],"parameter":[101],"evaluation.":[102],"Furthermore,":[103],"investigate":[105],"design":[107],"feature":[109,121],"vectors":[110],"SLC":[113,166],"DNN":[115],"approaches":[116,138],"generator":[123],"match":[125],"specific":[127],"transmission":[128],"mode":[129],"SM.":[131],"As":[132],"advance,":[135],"our":[136],"proposed":[137],"extended":[140],"other":[142],"index":[144],"(IM)":[146],"e.g.,":[148],"(AM)":[151],"aided":[152],"orthogonal":[153],"frequency":[154],"division":[155],"multiplexing":[156],"IM":[158],"(OFDM-IM).":[159],"Our":[160],"simulation":[161],"results":[162],"show":[163],"that":[164],"systems":[171],"outperform":[172],"many":[173],"designs":[176],"capable":[179],"achieving":[181],"near-optimal":[183],"performance":[184],"significantly":[187],"lower":[188],"complexity.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":13},{"year":2022,"cited_by_count":27},{"year":2021,"cited_by_count":19},{"year":2020,"cited_by_count":17},{"year":2019,"cited_by_count":3}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2019-07-30T00:00:00"}
