{"id":"https://openalex.org/W2921104505","doi":"https://doi.org/10.1109/mcom.2019.1800635","title":"Generative-Adversarial-Network-Based Wireless Channel Modeling: Challenges and Opportunities","display_name":"Generative-Adversarial-Network-Based Wireless Channel Modeling: Challenges and Opportunities","publication_year":2019,"publication_date":"2019-03-01","ids":{"openalex":"https://openalex.org/W2921104505","doi":"https://doi.org/10.1109/mcom.2019.1800635","mag":"2921104505"},"language":"en","primary_location":{"id":"doi:10.1109/mcom.2019.1800635","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcom.2019.1800635","pdf_url":null,"source":{"id":"https://openalex.org/S158797327","display_name":"IEEE Communications Magazine","issn_l":"0163-6804","issn":["0163-6804","1558-1896"],"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 Communications Magazine","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/A5100397616","display_name":"Yang Yang","orcid":"https://orcid.org/0000-0002-5070-4511"},"institutions":[{"id":"https://openalex.org/I30809798","display_name":"ShanghaiTech University","ror":"https://ror.org/030bhh786","country_code":"CN","type":"education","lineage":["https://openalex.org/I30809798"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Yang","raw_affiliation_strings":["ShanghaiTech University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ShanghaiTech University","institution_ids":["https://openalex.org/I30809798"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114377934","display_name":"Yang Li","orcid":"https://orcid.org/0000-0002-2053-6393"},"institutions":[{"id":"https://openalex.org/I4210153300","display_name":"Shanghai Research Center for Wireless Communications","ror":"https://ror.org/04xfd0826","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210153300"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Li","raw_affiliation_strings":["Shanghai Research Center for Wireless Communications"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Research Center for Wireless Communications","institution_ids":["https://openalex.org/I4210153300"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051763346","display_name":"Wuxiong Zhang","orcid":"https://orcid.org/0000-0002-5084-3351"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wuxiong Zhang","raw_affiliation_strings":["Chinese Academy of Sciences"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chinese Academy of Sciences","institution_ids":["https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074507539","display_name":"Fei Qin","orcid":"https://orcid.org/0000-0003-1671-8968"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fei Qin","raw_affiliation_strings":["University of Chinese Academy of Sciences"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Chinese Academy of Sciences","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050166453","display_name":"Pengcheng Zhu","orcid":"https://orcid.org/0000-0001-9867-7041"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pengcheng Zhu","raw_affiliation_strings":["Southeast University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southeast University","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100779393","display_name":"Cheng\u2010Xiang Wang","orcid":"https://orcid.org/0000-0002-9729-9592"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cheng-Xiang Wang","raw_affiliation_strings":["Southeast University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southeast University","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":10.9935,"has_fulltext":false,"cited_by_count":173,"citation_normalized_percentile":{"value":0.98910745,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"57","issue":"3","first_page":"22","last_page":"27"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10860","display_name":"Speech and Audio Processing","score":0.9914000034332275,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10860","display_name":"Speech and Audio Processing","score":0.9914000034332275,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9897000193595886,"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/T10201","display_name":"Speech Recognition and Synthesis","score":0.9763000011444092,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.837993860244751},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.7067070007324219},{"id":"https://openalex.org/keywords/discriminator","display_name":"Discriminator","score":0.5678544640541077},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.5598106384277344},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.5024819374084473},{"id":"https://openalex.org/keywords/generator","display_name":"Generator (circuit theory)","score":0.4464765787124634},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.35538744926452637},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.28991562128067017},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.2251872420310974}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.837993860244751},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.7067070007324219},{"id":"https://openalex.org/C2779803651","wikidata":"https://www.wikidata.org/wiki/Q5282088","display_name":"Discriminator","level":3,"score":0.5678544640541077},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.5598106384277344},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.5024819374084473},{"id":"https://openalex.org/C2780992000","wikidata":"https://www.wikidata.org/wiki/Q17016113","display_name":"Generator (circuit theory)","level":3,"score":0.4464765787124634},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.35538744926452637},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.28991562128067017},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.2251872420310974},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mcom.2019.1800635","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcom.2019.1800635","pdf_url":null,"source":{"id":"https://openalex.org/S158797327","display_name":"IEEE Communications Magazine","issn_l":"0163-6804","issn":["0163-6804","1558-1896"],"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 Communications Magazine","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6700000166893005,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W2022276843","https://openalex.org/W2099471712","https://openalex.org/W2147584524","https://openalex.org/W2165698076","https://openalex.org/W2739991664","https://openalex.org/W2754714943","https://openalex.org/W2792088772","https://openalex.org/W2792381759","https://openalex.org/W2796007514","https://openalex.org/W2800319120","https://openalex.org/W2888108833","https://openalex.org/W2900270078","https://openalex.org/W2963373786","https://openalex.org/W4320013936","https://openalex.org/W6631190155","https://openalex.org/W6718379498"],"related_works":["https://openalex.org/W4280544492","https://openalex.org/W2953246223","https://openalex.org/W4293320219","https://openalex.org/W4283584549","https://openalex.org/W3110074278","https://openalex.org/W2618858825","https://openalex.org/W2554314924","https://openalex.org/W2998859928","https://openalex.org/W3151498616","https://openalex.org/W1589054649"],"abstract_inverted_index":{"In":[0],"modern":[1],"wireless":[2,5,72],"communication":[3],"systems,":[4],"channel":[6,21,31,73,102,107,116,124,142,151],"modeling":[7,22,74,152],"has":[8],"always":[9],"been":[10],"a":[11,53,97,101,106,127,136],"fundamental":[12],"task":[13],"in":[14,40],"system":[15],"design":[16],"and":[17,27,37,51,105,159],"performance":[18,158],"optimization.":[19],"Traditional":[20],"methods,":[23],"such":[24],"as":[25,121],"ray-tracing":[26],"geometry-":[28],"based":[29],"stochastic":[30],"models,":[32],"require":[33],"in-depth":[34],"domain-specific":[35],"knowledge":[36],"technical":[38],"expertise":[39],"radio":[41],"signal":[42],"propagations":[43],"across":[44],"electromagnetic":[45],"fields.":[46],"To":[47,131],"avoid":[48],"these":[49],"difficulties":[50],"complexities,":[52],"novel":[54],"generative":[55],"adversarial":[56],"network":[57],"(GAN)":[58],"framework":[59],"is":[60,85,119,143],"proposed":[61,149],"for":[62,126],"the":[63,68,83,93,114,122,133,148],"first":[64],"time":[65],"to":[66,91],"address":[67],"problem":[69],"of":[70,96,135],"autonomous":[71],"without":[75],"complex":[76],"theoretical":[77],"analysis":[78],"or":[79],"data":[80,90,103,108,117],"processing.":[81],"Specifically,":[82],"GAN":[84],"trained":[86],"by":[87,146],"raw":[88],"measurement":[89],"reach":[92],"Nash":[94],"equilibrium":[95],"MinMax":[98],"game":[99],"between":[100],"generator":[104,118],"discriminator.":[109],"Once":[110],"this":[111],"process":[112],"converges,":[113],"resulting":[115],"extracted":[120],"target":[123],"model":[125],"specific":[128],"application":[129],"scenario.":[130],"demonstrate,":[132],"distribution":[134],"typical":[137],"additive":[138],"white":[139],"Gaussian":[140],"noise":[141],"successfully":[144],"approximated":[145],"using":[147],"GAN-based":[150],"framework,":[153],"thus":[154],"verifying":[155],"its":[156],"good":[157],"effectiveness.":[160]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":27},{"year":2024,"cited_by_count":39},{"year":2023,"cited_by_count":27},{"year":2022,"cited_by_count":29},{"year":2021,"cited_by_count":27},{"year":2020,"cited_by_count":13},{"year":2019,"cited_by_count":2}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}