{"id":"https://openalex.org/W4321770451","doi":"https://doi.org/10.1109/access.2023.3248961","title":"Machine Learning Assisted Hybrid Electromagnetic Modeling Framework and Its Applications to UWB MIMO Antennas","display_name":"Machine Learning Assisted Hybrid Electromagnetic Modeling Framework and Its Applications to UWB MIMO Antennas","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4321770451","doi":"https://doi.org/10.1109/access.2023.3248961"},"language":"en","primary_location":{"id":"doi:10.1109/access.2023.3248961","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3248961","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10052644.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10052644.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029049593","display_name":"Debanjali Sarkar","orcid":"https://orcid.org/0000-0002-8509-3052"},"institutions":[{"id":"https://openalex.org/I4210131147","display_name":"SRM University","ror":"https://ror.org/037skf023","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018","https://openalex.org/I4210131147"]},{"id":"https://openalex.org/I4401726783","display_name":"VIT-AP University","ror":"https://ror.org/007v4hf75","country_code":null,"type":"education","lineage":["https://openalex.org/I4401726783"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Debanjali Sarkar","raw_affiliation_strings":["School of Electronics Engineering, VIT-AP University, Amaravati, India"],"raw_orcid":"https://orcid.org/0000-0002-8509-3052","affiliations":[{"raw_affiliation_string":"School of Electronics Engineering, VIT-AP University, Amaravati, India","institution_ids":["https://openalex.org/I4210131147","https://openalex.org/I4401726783"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036112939","display_name":"Taimoor Khan","orcid":"https://orcid.org/0000-0002-3960-1423"},"institutions":[{"id":"https://openalex.org/I151903974","display_name":"National Institute Of Technology Silchar","ror":"https://ror.org/001ws2a36","country_code":"IN","type":"education","lineage":["https://openalex.org/I151903974"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Taimoor Khan","raw_affiliation_strings":["Department of Electronics and Communication Engineering, National Institute of Technology Silchar, Silchar, India"],"raw_orcid":"https://orcid.org/0000-0002-3960-1423","affiliations":[{"raw_affiliation_string":"Department of Electronics and Communication Engineering, National Institute of Technology Silchar, Silchar, India","institution_ids":["https://openalex.org/I151903974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002842122","display_name":"Jayadeva","orcid":null},"institutions":[{"id":"https://openalex.org/I68891433","display_name":"Indian Institute of Technology Delhi","ror":"https://ror.org/049tgcd06","country_code":"IN","type":"education","lineage":["https://openalex.org/I68891433"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Jayadeva","raw_affiliation_strings":["Department of Electrical Engineering, Indian Institute of Technology Delhi, Delhi, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Indian Institute of Technology Delhi, Delhi, India","institution_ids":["https://openalex.org/I68891433"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044176862","display_name":"Ahmed A. Kishk","orcid":"https://orcid.org/0000-0001-9265-7269"},"institutions":[{"id":"https://openalex.org/I60158472","display_name":"Concordia University","ror":"https://ror.org/0420zvk78","country_code":"CA","type":"education","lineage":["https://openalex.org/I60158472"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ahmed A. Kishk","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Concordia University, Montreal, Canada"],"raw_orcid":"https://orcid.org/0000-0001-9265-7269","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Concordia University, Montreal, Canada","institution_ids":["https://openalex.org/I60158472"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1950,"currency":"USD","value_usd":1950},"apc_paid":{"value":1950,"currency":"USD","value_usd":1950},"fwci":15.1259,"has_fulltext":true,"cited_by_count":26,"citation_normalized_percentile":{"value":0.98530262,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"11","issue":null,"first_page":"19645","last_page":"19656"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10069","display_name":"Antenna Design and Analysis","score":0.9988999962806702,"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":0.9988999962806702,"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/T10262","display_name":"Microwave Engineering and Waveguides","score":0.9954000115394592,"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/T12024","display_name":"Ultra-Wideband Communications Technology","score":0.9948999881744385,"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":0.7256342172622681},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5693897008895874},{"id":"https://openalex.org/keywords/inverse","display_name":"Inverse","score":0.5636831521987915},{"id":"https://openalex.org/keywords/mimo","display_name":"MIMO","score":0.5608636736869812},{"id":"https://openalex.org/keywords/gaussian-process","display_name":"Gaussian process","score":0.5530239343643188},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5312604308128357},{"id":"https://openalex.org/keywords/kriging","display_name":"Kriging","score":0.5225562453269958},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4375801086425781},{"id":"https://openalex.org/keywords/inverse-gaussian-distribution","display_name":"Inverse Gaussian distribution","score":0.43624651432037354},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4037383496761322},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3670012950897217},{"id":"https://openalex.org/keywords/gaussian","display_name":"Gaussian","score":0.3540833592414856},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.33390018343925476},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1225396990776062},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.08578306436538696}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7256342172622681},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5693897008895874},{"id":"https://openalex.org/C207467116","wikidata":"https://www.wikidata.org/wiki/Q4385666","display_name":"Inverse","level":2,"score":0.5636831521987915},{"id":"https://openalex.org/C207987634","wikidata":"https://www.wikidata.org/wiki/Q176862","display_name":"MIMO","level":3,"score":0.5608636736869812},{"id":"https://openalex.org/C61326573","wikidata":"https://www.wikidata.org/wiki/Q1496376","display_name":"Gaussian process","level":3,"score":0.5530239343643188},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5312604308128357},{"id":"https://openalex.org/C81692654","wikidata":"https://www.wikidata.org/wiki/Q225926","display_name":"Kriging","level":2,"score":0.5225562453269958},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4375801086425781},{"id":"https://openalex.org/C132878287","wikidata":"https://www.wikidata.org/wiki/Q1671727","display_name":"Inverse Gaussian distribution","level":3,"score":0.43624651432037354},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4037383496761322},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3670012950897217},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.3540833592414856},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.33390018343925476},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1225396990776062},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.08578306436538696},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C110121322","wikidata":"https://www.wikidata.org/wiki/Q865811","display_name":"Distribution (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"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/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2023.3248961","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3248961","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10052644.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:4dd9aac47ee94ece9a57aa2137f3824c","is_oa":true,"landing_page_url":"https://doaj.org/article/4dd9aac47ee94ece9a57aa2137f3824c","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 11, Pp 19645-19656 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2023.3248961","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3248961","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10052644.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4321770451.pdf","grobid_xml":"https://content.openalex.org/works/W4321770451.grobid-xml"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W1579480730","https://openalex.org/W1972002750","https://openalex.org/W2019453556","https://openalex.org/W2048426090","https://openalex.org/W2101159389","https://openalex.org/W2115606304","https://openalex.org/W2120441305","https://openalex.org/W2149430717","https://openalex.org/W2343711486","https://openalex.org/W2529485119","https://openalex.org/W2556336085","https://openalex.org/W2560474429","https://openalex.org/W2605415765","https://openalex.org/W2747718807","https://openalex.org/W2769250359","https://openalex.org/W2807851282","https://openalex.org/W2811120218","https://openalex.org/W2811282474","https://openalex.org/W2952197483","https://openalex.org/W2966530630","https://openalex.org/W2968784654","https://openalex.org/W2983532346","https://openalex.org/W2998069371","https://openalex.org/W3000422124","https://openalex.org/W3019144972","https://openalex.org/W3033614366","https://openalex.org/W3034560014","https://openalex.org/W3037529447","https://openalex.org/W3038201147","https://openalex.org/W3094080104","https://openalex.org/W3099395161","https://openalex.org/W3110378833","https://openalex.org/W3120682589","https://openalex.org/W3141617231","https://openalex.org/W3160088749","https://openalex.org/W3189545251","https://openalex.org/W4200576685","https://openalex.org/W4205156413","https://openalex.org/W4224243673","https://openalex.org/W4254797483","https://openalex.org/W6773252646"],"related_works":["https://openalex.org/W566010457","https://openalex.org/W2600092203","https://openalex.org/W4300066510","https://openalex.org/W2056958800","https://openalex.org/W2803685231","https://openalex.org/W4293503520","https://openalex.org/W3134152097","https://openalex.org/W4311388919","https://openalex.org/W2966696655","https://openalex.org/W2947916784"],"abstract_inverted_index":{"Machine":[0],"learning":[1],"(ML)":[2],"has":[3],"gained":[4],"recognition":[5],"as":[6,32],"an":[7],"efficient":[8],"and":[9,19,35,60,82,90,129],"robust":[10],"technique":[11],"to":[12,106,117,141],"realize":[13],"the":[14,52,100,119,122,143,146],"solution":[15],"of":[16,121,134,145],"electromagnetic":[17],"forward":[18,34,59,128],"inverse":[20,36,61,130],"problems.":[21,131],"This":[22],"article":[23],"introduces":[24],"a":[25,33,40,91],"hybrid":[26,53,69,112],"ML":[27,54,70,97],"framework":[28,113],"that":[29],"simultaneously":[30],"acts":[31],"model":[37,103],"based":[38,72],"on":[39,73],"mode":[41],"input.":[42],"Multivariate":[43],"relevance":[44],"vector":[45,75],"regression":[46,76,80],"(MVRVR)":[47],"is":[48,104],"adopted":[49],"for":[50,58,126],"implementing":[51],"model.":[55],"MVRVR":[56,102],"models":[57,71,98,125],"modeling":[62,148],"are":[63,87,139],"also":[64,88],"presented.":[65],"In":[66],"addition,":[67],"three":[68],"support":[74],"(SVR),":[77],"Gaussian":[78],"process":[79],"(GPR),":[81],"artificial":[83],"neural":[84],"network":[85],"(ANN)":[86],"implemented":[89],"thorough":[92],"comparative":[93],"analysis":[94],"between":[95],"these":[96],"with":[99],"proposed":[101,111,147],"investigated":[105],"verify":[107],"its":[108],"accuracy.":[109],"The":[110],"can":[114],"be":[115],"used":[116],"replace":[118],"requirements":[120],"two":[123],"separate":[124],"solving":[127],"Two":[132],"examples":[133],"ultra-wideband":[135],"(UWB)":[136],"MIMO":[137],"antennas":[138],"employed":[140],"validate":[142],"effectiveness":[144],"framework.":[149]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":3}],"updated_date":"2026-09-09T07:26:56.047234","created_date":"2025-10-10T00:00:00"}
