{"id":"https://openalex.org/W2164624596","doi":"https://doi.org/10.1109/iscc.2012.6249262","title":"Neural network equalization for frequency selective nonlinear MIMO channels","display_name":"Neural network equalization for frequency selective nonlinear MIMO channels","publication_year":2012,"publication_date":"2012-07-01","ids":{"openalex":"https://openalex.org/W2164624596","doi":"https://doi.org/10.1109/iscc.2012.6249262","mag":"2164624596"},"language":"en","primary_location":{"id":"doi:10.1109/iscc.2012.6249262","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc.2012.6249262","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE Symposium on Computers and Communications (ISCC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5050402811","display_name":"Oussama Belkacem","orcid":"https://orcid.org/0000-0003-0936-6044"},"institutions":[{"id":"https://openalex.org/I176902721","display_name":"Carthage College","ror":"https://ror.org/00wkay776","country_code":"US","type":"education","lineage":["https://openalex.org/I176902721"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Oussama B. Belkacem","raw_affiliation_strings":["SUPCOM, Innov'Com Laboratory, Carthage University, Tunis, Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SUPCOM, Innov'Com Laboratory, Carthage University, Tunis, Tunisia","institution_ids":["https://openalex.org/I176902721"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007782030","display_name":"Rafik Zayani","orcid":"https://orcid.org/0000-0002-6157-5284"},"institutions":[{"id":"https://openalex.org/I176902721","display_name":"Carthage College","ror":"https://ror.org/00wkay776","country_code":"US","type":"education","lineage":["https://openalex.org/I176902721"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rafik Zayani","raw_affiliation_strings":["SUPCOM, Innov'Com Laboratory, Carthage University, Tunis, Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SUPCOM, Innov'Com Laboratory, Carthage University, Tunis, Tunisia","institution_ids":["https://openalex.org/I176902721"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011368381","display_name":"Mohamed Lassaad Ammari","orcid":"https://orcid.org/0000-0002-2871-8538"},"institutions":[{"id":"https://openalex.org/I176902721","display_name":"Carthage College","ror":"https://ror.org/00wkay776","country_code":"US","type":"education","lineage":["https://openalex.org/I176902721"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohamed L. Ammari","raw_affiliation_strings":["SUPCOM, Innov'Com Laboratory, Carthage University, Tunis, Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SUPCOM, Innov'Com Laboratory, Carthage University, Tunis, Tunisia","institution_ids":["https://openalex.org/I176902721"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081681417","display_name":"Ridha Bouall\u00e8gue","orcid":"https://orcid.org/0000-0001-7916-761X"},"institutions":[{"id":"https://openalex.org/I176902721","display_name":"Carthage College","ror":"https://ror.org/00wkay776","country_code":"US","type":"education","lineage":["https://openalex.org/I176902721"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ridha Bouallegue","raw_affiliation_strings":["SUPCOM, Innov'Com Laboratory, Carthage University, Tunis, Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SUPCOM, Innov'Com Laboratory, Carthage University, Tunis, Tunisia","institution_ids":["https://openalex.org/I176902721"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018383190","display_name":"Daniel Roviras","orcid":"https://orcid.org/0000-0002-8139-1845"},"institutions":[{"id":"https://openalex.org/I124158823","display_name":"Conservatoire National des Arts et M\u00e9tiers","ror":"https://ror.org/0175hh227","country_code":"FR","type":"education","lineage":["https://openalex.org/I124158823","https://openalex.org/I4210134562"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Daniel Roviras","raw_affiliation_strings":["LAETITIA, CNAM Paris, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LAETITIA, CNAM Paris, France","institution_ids":["https://openalex.org/I124158823"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"80","issue":null,"first_page":"000018","last_page":"000022"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10125","display_name":"Advanced Wireless Communication Techniques","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/T10125","display_name":"Advanced Wireless Communication Techniques","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/T10575","display_name":"Wireless Communication Networks Research","score":0.9987999796867371,"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/T11248","display_name":"Advanced Power Amplifier Design","score":0.9987999796867371,"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":0.82826828956604},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6855385899543762},{"id":"https://openalex.org/keywords/equalization","display_name":"Equalization (audio)","score":0.5610005855560303},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.5035087466239929},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4800897240638733},{"id":"https://openalex.org/keywords/3g-mimo","display_name":"3G MIMO","score":0.47474485635757446},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.4682416021823883},{"id":"https://openalex.org/keywords/feed-forward","display_name":"Feed forward","score":0.4164714515209198},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.4046822786331177},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.26244810223579407},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18010187149047852},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.10584887862205505}],"concepts":[{"id":"https://openalex.org/C207987634","wikidata":"https://www.wikidata.org/wiki/Q176862","display_name":"MIMO","level":3,"score":0.82826828956604},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6855385899543762},{"id":"https://openalex.org/C75755367","wikidata":"https://www.wikidata.org/wiki/Q104531076","display_name":"Equalization (audio)","level":3,"score":0.5610005855560303},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.5035087466239929},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4800897240638733},{"id":"https://openalex.org/C165650700","wikidata":"https://www.wikidata.org/wiki/Q4636347","display_name":"3G MIMO","level":4,"score":0.47474485635757446},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.4682416021823883},{"id":"https://openalex.org/C38858127","wikidata":"https://www.wikidata.org/wiki/Q5441228","display_name":"Feed forward","level":2,"score":0.4164714515209198},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.4046822786331177},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.26244810223579407},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18010187149047852},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.10584887862205505},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.0},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/iscc.2012.6249262","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc.2012.6249262","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE Symposium on Computers and Communications (ISCC)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-01126469v1","is_oa":false,"landing_page_url":"https://hal.science/hal-01126469","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Symposium on Computers and Communications (ISCC), Jul 2012, X, France. pp.18 - 22","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.6499999761581421,"display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W599808240","https://openalex.org/W1600456215","https://openalex.org/W2017795724","https://openalex.org/W2018543602","https://openalex.org/W2020163281","https://openalex.org/W2096112510","https://openalex.org/W2101397645","https://openalex.org/W2107582620","https://openalex.org/W2124320155","https://openalex.org/W2138393201","https://openalex.org/W2165943096","https://openalex.org/W2184973527","https://openalex.org/W2200255816","https://openalex.org/W2537347832","https://openalex.org/W6687578259","https://openalex.org/W6931168922"],"related_works":["https://openalex.org/W2038397443","https://openalex.org/W4200145345","https://openalex.org/W2112785353","https://openalex.org/W2941374357","https://openalex.org/W1868213250","https://openalex.org/W1561113522","https://openalex.org/W1495906304","https://openalex.org/W1993205288","https://openalex.org/W4390496060","https://openalex.org/W1520753245"],"abstract_inverted_index":{"In":[0,60],"order":[1],"to":[2,32,87,134],"provide":[3],"high":[4,34],"data":[5],"rate":[6,36],"over":[7],"wireless":[8,18],"channels":[9],"and":[10,28,37,55,71,92,110,116,144],"improve":[11],"the":[12,39,57,65,76,111],"system":[13],"capacity,":[14],"Multiple-Input":[15],"Multiple-Output":[16],"(MIMO)":[17],"communication":[19],"systems":[20,42],"exploit":[21],"spatial":[22],"diversity":[23],"by":[24],"using":[25],"multiple":[26],"transmit":[27],"receive":[29],"antennas.":[30],"Moreover,":[31],"achieve":[33],"date":[35],"fulfill":[38],"power,":[40],"MIMO":[41,79],"are":[43,156],"equipped":[44],"with":[45,140],"High":[46],"Power":[47],"Amplifiers":[48],"(HPAs).":[49],"However,":[50],"HPAs":[51],"cause":[52],"nonlinear":[53,90,167],"distortions":[54,91],"affect":[56],"receiver's":[58],"performance.":[59],"this":[61],"paper,":[62],"we":[63,82],"investigate":[64],"joint":[66],"effects":[67],"of":[68,78,160],"HPA":[69],"nonlinearity":[70],"frequency":[72,93,168],"selective":[73,94,169],"channel":[74,95],"on":[75,102],"performance":[77,139],"receiver.":[80],"Then,":[81],"propose":[83],"two":[84],"equalization":[85],"schemes":[86],"compensate":[88],"simultaneously":[89],"effects.":[96],"The":[97,120],"first":[98],"one":[99],"is":[100,124],"based":[101],"a":[103,136],"feedforward":[104],"Neural":[105],"Network":[106],"(NN)":[107],"named":[108],"(NN-MIMO-Receiver)":[109],"second":[112],"uses":[113],"NN":[114],"technique":[115],"LMS":[117],"equalizer":[118],"(LMS-NN-MIMO).":[119],"Levenberg-Marquardt":[121],"algorithm":[122],"(LM)":[123],"used":[125,150],"for":[126],"neural":[127],"network":[128],"training,":[129],"which":[130],"has":[131],"proven":[132],"[1]":[133],"exhibit":[135],"very":[137],"good":[138],"lower":[141],"computation":[142],"complexity":[143],"faster":[145],"convergence":[146],"than":[147],"other":[148],"algorithms":[149],"in":[151,158],"literature.":[152],"These":[153],"proposed":[154],"methods":[155],"compared":[157],"term":[159],"Symbol":[161],"Error":[162],"Rate":[163],"(SER)":[164],"running":[165],"under":[166],"channel.":[170]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2015,"cited_by_count":3},{"year":2014,"cited_by_count":3},{"year":2013,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}