{"id":"https://openalex.org/W4412802465","doi":"https://doi.org/10.1109/mcomstd.2025.3594279","title":"Machine Learning-Driven Analysis of THz MIMO Antenna Performance in RIS-Assisted 6G Urban Environments","display_name":"Machine Learning-Driven Analysis of THz MIMO Antenna Performance in RIS-Assisted 6G Urban Environments","publication_year":2025,"publication_date":"2025-07-31","ids":{"openalex":"https://openalex.org/W4412802465","doi":"https://doi.org/10.1109/mcomstd.2025.3594279"},"language":"en","primary_location":{"id":"doi:10.1109/mcomstd.2025.3594279","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcomstd.2025.3594279","pdf_url":null,"source":{"id":"https://openalex.org/S4210170334","display_name":"IEEE Communications Standards Magazine","issn_l":"2471-2825","issn":["2471-2825","2471-2833"],"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 Standards 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/A5091947534","display_name":"Nitin Panuganti","orcid":null},"institutions":[{"id":"https://openalex.org/I9747756","display_name":"Atal Bihari Vajpayee Indian Institute of Information Technology and Management","ror":"https://ror.org/008b3ap06","country_code":"IN","type":"education","lineage":["https://openalex.org/I9747756"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Nitin Panuganti","raw_affiliation_strings":["Department of Computer Science Engineering, ABV-Indian Institute of Information Technology and Management Gwalior, Gwalior, India","Department of Computer Science Engineering, ABV-Indian Institute of Information Technology and Management Gwalior, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science Engineering, ABV-Indian Institute of Information Technology and Management Gwalior, Gwalior, India","institution_ids":["https://openalex.org/I9747756"]},{"raw_affiliation_string":"Department of Computer Science Engineering, ABV-Indian Institute of Information Technology and Management Gwalior, India","institution_ids":["https://openalex.org/I9747756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024335549","display_name":"Pinku Ranjan","orcid":"https://orcid.org/0000-0002-2160-9769"},"institutions":[{"id":"https://openalex.org/I9747756","display_name":"Atal Bihari Vajpayee Indian Institute of Information Technology and Management","ror":"https://ror.org/008b3ap06","country_code":"IN","type":"education","lineage":["https://openalex.org/I9747756"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Pinku Ranjan","raw_affiliation_strings":["Department of Electrical and Electronics Engineering, ABV-Indian Institute of Information Technology and Management Gwalior, Gwalior, India","Department of Electrical and Electronics Engineering, ABV-Indian Institute of Information Technology and Management Gwalior, India"],"raw_orcid":"https://orcid.org/0000-0002-2160-9769","affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronics Engineering, ABV-Indian Institute of Information Technology and Management Gwalior, Gwalior, India","institution_ids":["https://openalex.org/I9747756"]},{"raw_affiliation_string":"Department of Electrical and Electronics Engineering, ABV-Indian Institute of Information Technology and Management Gwalior, India","institution_ids":["https://openalex.org/I9747756"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082045716","display_name":"Anupam Shukla","orcid":"https://orcid.org/0000-0003-2559-2068"},"institutions":[{"id":"https://openalex.org/I9747756","display_name":"Atal Bihari Vajpayee Indian Institute of Information Technology and Management","ror":"https://ror.org/008b3ap06","country_code":"IN","type":"education","lineage":["https://openalex.org/I9747756"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Anupam Shukla","raw_affiliation_strings":["Department of Computer Science Engineering, ABV-Indian Institute of Information Technology and Management Gwalior, Gwalior, India","Department of Computer Science Engineering, ABV-Indian Institute of Information Technology and Management Gwalior, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science Engineering, ABV-Indian Institute of Information Technology and Management Gwalior, Gwalior, India","institution_ids":["https://openalex.org/I9747756"]},{"raw_affiliation_string":"Department of Computer Science Engineering, ABV-Indian Institute of Information Technology and Management Gwalior, India","institution_ids":["https://openalex.org/I9747756"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.23466427,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"9","issue":"4","first_page":"111","last_page":"116"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10069","display_name":"Antenna Design and Analysis","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T10069","display_name":"Antenna Design and Analysis","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9980999827384949,"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/T11946","display_name":"Antenna Design and Optimization","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/terahertz-radiation","display_name":"Terahertz radiation","score":0.6477464437484741},{"id":"https://openalex.org/keywords/mimo","display_name":"MIMO","score":0.6046508550643921},{"id":"https://openalex.org/keywords/antenna","display_name":"Antenna (radio)","score":0.5657575726509094},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.49310562014579773},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.4298914074897766},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.29277241230010986},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.25768154859542847},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.22555884718894958},{"id":"https://openalex.org/keywords/optoelectronics","display_name":"Optoelectronics","score":0.21934157609939575}],"concepts":[{"id":"https://openalex.org/C107816215","wikidata":"https://www.wikidata.org/wiki/Q647887","display_name":"Terahertz radiation","level":2,"score":0.6477464437484741},{"id":"https://openalex.org/C207987634","wikidata":"https://www.wikidata.org/wiki/Q176862","display_name":"MIMO","level":3,"score":0.6046508550643921},{"id":"https://openalex.org/C21822782","wikidata":"https://www.wikidata.org/wiki/Q131214","display_name":"Antenna (radio)","level":2,"score":0.5657575726509094},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49310562014579773},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.4298914074897766},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.29277241230010986},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.25768154859542847},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.22555884718894958},{"id":"https://openalex.org/C49040817","wikidata":"https://www.wikidata.org/wiki/Q193091","display_name":"Optoelectronics","level":1,"score":0.21934157609939575},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mcomstd.2025.3594279","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcomstd.2025.3594279","pdf_url":null,"source":{"id":"https://openalex.org/S4210170334","display_name":"IEEE Communications Standards Magazine","issn_l":"2471-2825","issn":["2471-2825","2471-2833"],"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 Standards Magazine","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.6000000238418579,"id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W3031701267","https://openalex.org/W4387415143","https://openalex.org/W4394939113","https://openalex.org/W4401509443","https://openalex.org/W4402690685","https://openalex.org/W4405922110","https://openalex.org/W4407140885"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2033952283","https://openalex.org/W2762687161","https://openalex.org/W2353254830","https://openalex.org/W2890072373","https://openalex.org/W2351210568","https://openalex.org/W2028421553","https://openalex.org/W2552043696"],"abstract_inverted_index":{"This":[0,160],"paper":[1],"presents":[2],"a":[3,9,48,126,164],"machine":[4,144],"learning-enhanced":[5],"performance":[6,67,115,154],"analysis":[7],"of":[8,124,131,142],"Terahertz":[10],"(THz)":[11],"MIMO":[12],"antenna":[13,153,172],"system":[14,55],"integrated":[15],"with":[16,116],"Reconfigurable":[17],"Intelligent":[18],"Surfaces":[19],"(RIS)":[20],"for":[21,166],"next-generation":[22],"6G":[23,158],"wireless":[24],"networks.":[25],"A":[26],"dynamic":[27],"simulation":[28],"framework":[29],"is":[30,56],"developed,":[31],"incorporating":[32],"user":[33],"mobility,":[34],"real-time":[35,175],"RIS":[36],"phase":[37],"shift":[38],"modeling,":[39],"spatial":[40],"configurations,":[41],"and":[42,80,98,133,151,174],"realistic":[43],"path":[44],"loss":[45],"parameters":[46],"within":[47],"100m":[49,51],"\u00d7":[50,76],"urban":[52],"environment.":[53],"The":[54,137],"evaluated":[57],"over":[58],"the":[59,113,140],"0.1\u20131.0":[60],"THz":[61],"frequency":[62],"band,":[63],"focusing":[64],"on":[65],"key":[66],"indicators":[68],"including":[69,92],"Envelope":[70],"Correlation":[71],"Coefficient":[72,84],"(ECC)":[73],"<":[74,86],"1":[75],"10<sup":[77],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[78,119,121],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">\u20135</sup>":[79],"Total":[81],"Active":[82],"Reflection":[83],"(TARC)":[85],"\u201321":[87],"dB.":[88],"Supervised":[89],"regression":[90],"models":[91],"CatBoost,":[93],"Random":[94],"Forest,":[95],"XGBoost,":[96],"ANN,":[97],"various":[99],"linear":[100],"techniques":[101],"are":[102],"trained":[103],"to":[104,146],"predict":[105],"these":[106],"metrics":[107],"from":[108],"frequency-domain":[109],"features.":[110],"CatBoost":[111],"achieved":[112],"highest":[114],"an":[117],"<italic":[118],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">R</i><sup":[120],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">2</sup>":[122],"score":[123],"0.998,":[125],"mean":[127],"absolute":[128],"error":[129],"(MAE)":[130],"0.186,":[132],"low":[134],"inference":[135],"latency.":[136],"findings":[138],"demonstrate":[139],"capability":[141],"ensemble-based":[143],"learning":[145],"model":[147],"complex":[148],"propagation":[149],"phenomena":[150],"optimize":[152],"in":[155],"dense,":[156],"RIS-assisted":[157],"scenarios.":[159],"work":[161],"serves":[162],"as":[163],"foundation":[165],"integrating":[167],"predictive":[168],"intelligence":[169],"into":[170],"adaptive":[171],"design":[173],"network":[176],"optimization.":[177]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
