{"id":"https://openalex.org/W4412030313","doi":"https://doi.org/10.1109/access.2025.3585952","title":"Comparative Analysis of Machine Learning Algorithms for Antenna Alignments","display_name":"Comparative Analysis of Machine Learning Algorithms for Antenna Alignments","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412030313","doi":"https://doi.org/10.1109/access.2025.3585952"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3585952","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3585952","pdf_url":null,"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":null,"license_id":null,"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://doi.org/10.1109/access.2025.3585952","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5074673898","display_name":"Mohammad Al Bataineh","orcid":"https://orcid.org/0000-0003-0148-7618"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Mohammad Al Bataineh","raw_affiliation_strings":["Department of Electrical and Communication Engineering, United Arab Emirates University, Al Ain, United Arab Emirates","Electrical and Communication Engineering Department, United Arab Emirates University, Al Ain, United Arab Emirates"],"raw_orcid":"https://orcid.org/0000-0003-0148-7618","affiliations":[{"raw_affiliation_string":"Department of Electrical and Communication Engineering, United Arab Emirates University, Al Ain, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]},{"raw_affiliation_string":"Electrical and Communication Engineering Department, United Arab Emirates University, Al Ain, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087562557","display_name":"Dana I. Abu-Abdoun","orcid":"https://orcid.org/0000-0003-3699-8020"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Dana I. Abu Abdoun","raw_affiliation_strings":["Department of Electrical and Communication Engineering, United Arab Emirates University, Al Ain, United Arab Emirates","Electrical and Communication Engineering Department, United Arab Emirates University, Al Ain, United Arab Emirates"],"raw_orcid":"https://orcid.org/0000-0003-3699-8020","affiliations":[{"raw_affiliation_string":"Department of Electrical and Communication Engineering, United Arab Emirates University, Al Ain, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]},{"raw_affiliation_string":"Electrical and Communication Engineering Department, United Arab Emirates University, Al Ain, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037763880","display_name":"Mahmoud Al Ahmad","orcid":"https://orcid.org/0000-0003-1243-5207"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mahmoud Al Ahmad","raw_affiliation_strings":["Department of Electrical and Communication Engineering, United Arab Emirates University, Al Ain, United Arab Emirates","Electrical and Communication Engineering Department, United Arab Emirates University, Al Ain, United Arab Emirates"],"raw_orcid":"https://orcid.org/0000-0003-1243-5207","affiliations":[{"raw_affiliation_string":"Department of Electrical and Communication Engineering, United Arab Emirates University, Al Ain, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]},{"raw_affiliation_string":"Electrical and Communication Engineering Department, United Arab Emirates University, Al Ain, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5074673898"],"corresponding_institution_ids":["https://openalex.org/I201726411"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.20106518,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":null,"first_page":"114669","last_page":"114680"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11946","display_name":"Antenna Design and Optimization","score":0.9904999732971191,"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/T11946","display_name":"Antenna Design and Optimization","score":0.9904999732971191,"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/computer-science","display_name":"Computer science","score":0.7692052125930786},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4727816581726074},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.469990611076355},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3737856447696686}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7692052125930786},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4727816581726074},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.469990611076355},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3737856447696686}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3585952","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3585952","pdf_url":null,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:8e87383b87904efba22a6b591f7ac201","is_oa":true,"landing_page_url":"https://doaj.org/article/8e87383b87904efba22a6b591f7ac201","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 13, Pp 114669-114680 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3585952","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3585952","pdf_url":null,"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":null,"license_id":null,"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":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1972749233","https://openalex.org/W1998513235","https://openalex.org/W2031309376","https://openalex.org/W2051577049","https://openalex.org/W2112077624","https://openalex.org/W2157606934","https://openalex.org/W2531245011","https://openalex.org/W2575504265","https://openalex.org/W2590796334","https://openalex.org/W2734408173","https://openalex.org/W2741230443","https://openalex.org/W2765813542","https://openalex.org/W2789470429","https://openalex.org/W2900364947","https://openalex.org/W2910037493","https://openalex.org/W2942478530","https://openalex.org/W2945049384","https://openalex.org/W2980944751","https://openalex.org/W2982650630","https://openalex.org/W3109356043","https://openalex.org/W3114531004","https://openalex.org/W4220807281","https://openalex.org/W4248288458","https://openalex.org/W4386903074","https://openalex.org/W4387146058","https://openalex.org/W6627684938"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"In":[0],"the":[1,56,67,87,103,119,159,173],"rapidly":[2],"evolving":[3],"field":[4],"of":[5,30,58,69,100,113,123,175],"radio":[6],"frequency":[7],"(RF)":[8],"engineering,":[9],"precise":[10],"antenna":[11,48],"alignment":[12,76,150],"remains":[13],"a":[14,26,97,138],"critical":[15],"challenge,":[16],"directly":[17],"influencing":[18],"communication":[19,182],"performance":[20],"and":[21,43,61,89,121,157,177],"reliability.":[22],"This":[23],"study":[24,116],"presents":[25],"comprehensive":[27],"comparative":[28],"analysis":[29],"three":[31],"advanced":[32],"machine":[33,140],"learning":[34,141],"models\u2014Long":[35],"Short-Term":[36],"Memory":[37],"(LSTM),":[38],"Convolutional":[39],"Neural":[40],"Network":[41],"(CNN),":[42],"Multilayer":[44],"Perceptron":[45],"(MLP)\u2014to":[46],"predict":[47],"alignments":[49],"based":[50],"on":[51,80,154],"S-parameter":[52],"measurements.":[53],"By":[54,136],"addressing":[55],"complexities":[57],"both":[59],"distance":[60,94],"angle":[62,108],"predictions,":[63],"our":[64],"approach":[65],"demonstrates":[66],"efficacy":[68],"these":[70],"neural":[71],"network":[72],"architectures":[73],"in":[74,93,107,164,180],"automating":[75],"tasks":[77],"traditionally":[78],"reliant":[79],"manual":[81,155],"intervention.":[82],"The":[83,115],"results":[84],"reveal":[85],"that":[86],"MLP":[88],"LSTM":[90],"models":[91],"excel":[92],"prediction,":[95],"achieving":[96],"remarkable":[98],"accuracy":[99,112],"97%,":[101],"while":[102],"CNN":[104],"model":[105],"outperforms":[106],"prediction":[109],"with":[110],"an":[111],"86%.":[114],"further":[117],"highlights":[118],"strengths":[120],"limitations":[122],"each":[124],"model,":[125],"offering":[126],"valuable":[127],"insights":[128],"into":[129],"their":[130],"applicability":[131],"for":[132,161,172],"RF":[133,165],"engineering":[134],"tasks.":[135],"providing":[137],"robust":[139],"framework,":[142],"this":[143],"research":[144],"contributes":[145],"significantly":[146],"to":[147],"advancing":[148],"automated":[149],"processes,":[151],"reducing":[152],"dependency":[153],"methods,":[156],"paving":[158],"way":[160],"future":[162],"innovations":[163],"systems.":[166,183],"These":[167],"findings":[168],"have":[169],"far-reaching":[170],"implications":[171],"development":[174],"intelligent":[176],"scalable":[178],"solutions":[179],"wireless":[181]},"counts_by_year":[],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
