{"id":"https://openalex.org/W4391983109","doi":"https://doi.org/10.1109/access.2024.3367993","title":"Optimal Deep Learning Empowered Malicious User Detection for Spectrum Sensing in Cognitive Radio Networks","display_name":"Optimal Deep Learning Empowered Malicious User Detection for Spectrum Sensing in Cognitive Radio Networks","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4391983109","doi":"https://doi.org/10.1109/access.2024.3367993"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3367993","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10380310/10440279.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_indexed_in_scopus":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},"type":"article","type_crossref":"journal-article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/10380310/10440279.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5071032802","display_name":"Latifah Almuqren","orcid":null},"institutions":[{"id":"https://openalex.org/I106778892","display_name":"Princess Nourah bint Abdulrahman University","ror":"https://ror.org/05b0cyh02","country_code":"SA","type":"funder","lineage":["https://openalex.org/I106778892"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Latifah Almuqren","raw_affiliation_strings":["Department of Information Systems, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Department of Information Systems, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I106778892"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030631880","display_name":"Mohammed Maray","orcid":"https://orcid.org/0000-0002-7066-2945"},"institutions":[{"id":"https://openalex.org/I82952536","display_name":"King Khalid University","ror":"https://ror.org/052kwzs30","country_code":"SA","type":"funder","lineage":["https://openalex.org/I82952536"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mohammed Maray","raw_affiliation_strings":["Department of Information Systems, College of Computer Science, King Khalid University, Abha, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Department of Information Systems, College of Computer Science, King Khalid University, Abha, Saudi Arabia","institution_ids":["https://openalex.org/I82952536"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015428357","display_name":"Faiz Abdullah Alotaibi","orcid":"https://orcid.org/0009-0007-1908-4928"},"institutions":[{"id":"https://openalex.org/I28022161","display_name":"King Saud University","ror":"https://ror.org/02f81g417","country_code":"SA","type":"funder","lineage":["https://openalex.org/I28022161"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Faiz Abdullah Alotaibi","raw_affiliation_strings":["Department of Information Science, College of Humanities and Social Sciences, King Saud University, Riyadh, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Department of Information Science, College of Humanities and Social Sciences, King Saud University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I28022161"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101483541","display_name":"Abdulrahman Alzahrani","orcid":"https://orcid.org/0009-0001-0720-4845"},"institutions":[{"id":"https://openalex.org/I4210112337","display_name":"University of Hafr Al-Batin","ror":"https://ror.org/021jt1927","country_code":"SA","type":"funder","lineage":["https://openalex.org/I4210112337"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Abdulrahman Alzahrani","raw_affiliation_strings":["Department of Computer Science and Engineering, College of Computer Science and Engineering, University of Hafr Al Batin, Hafr Al Batin, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, College of Computer Science and Engineering, University of Hafr Al Batin, Hafr Al Batin, Saudi Arabia","institution_ids":["https://openalex.org/I4210112337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113763366","display_name":"Ahmed Mahmud","orcid":"https://orcid.org/0000-0002-3049-7471"},"institutions":[{"id":"https://openalex.org/I186217134","display_name":"Future University in Egypt","ror":"https://ror.org/03s8c2x09","country_code":"EG","type":"education","lineage":["https://openalex.org/I186217134"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Ahmed Mahmud","raw_affiliation_strings":["Research Center, Future University in Egypt, New Cairo, Egypt"],"affiliations":[{"raw_affiliation_string":"Research Center, Future University in Egypt, New Cairo, Egypt","institution_ids":["https://openalex.org/I186217134"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065453934","display_name":"Mohammed Rizwanullah","orcid":"https://orcid.org/0000-0002-6951-8823"},"institutions":[{"id":"https://openalex.org/I142608572","display_name":"Prince Sattam Bin Abdulaziz University","ror":"https://ror.org/04jt46d36","country_code":"SA","type":"funder","lineage":["https://openalex.org/I142608572"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mohammed Rizwanullah","raw_affiliation_strings":["Department of Computer and Self Development, Deanship of Preparatory Year, Prince Sattam bin Abdulaziz University, Al-Kharj, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Department of Computer and Self Development, Deanship of Preparatory Year, Prince Sattam bin Abdulaziz University, Al-Kharj, Saudi Arabia","institution_ids":["https://openalex.org/I142608572"]}]}],"institution_assertions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":7.01,"has_fulltext":true,"fulltext_origin":"pdf","cited_by_count":4,"citation_normalized_percentile":{"value":0.999951,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"12","issue":null,"first_page":"35300","last_page":"35308"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10579","display_name":"Cognitive Radio Networks and Spectrum Sensing","score":0.9998,"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"}},"topics":[{"id":"https://openalex.org/T10579","display_name":"Cognitive Radio Networks and Spectrum Sensing","score":0.9998,"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/T10964","display_name":"Wireless Communication Security Techniques","score":0.9858,"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/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9815,"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":[],"concepts":[{"id":"https://openalex.org/C149946192","wikidata":"https://www.wikidata.org/wiki/Q3235733","display_name":"Cognitive radio","level":3,"score":0.92783344},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7461538},{"id":"https://openalex.org/C156778621","wikidata":"https://www.wikidata.org/wiki/Q1365748","display_name":"Spectrum (functional analysis)","level":2,"score":0.48741725},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4763998},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.43980163},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.24452063},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.18881679},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3367993","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10380310/10440279.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_indexed_in_scopus":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}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3367993","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10380310/10440279.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_indexed_in_scopus":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},"sustainable_development_goals":[],"grants":[{"funder":"https://openalex.org/F4320311227","funder_display_name":"Prince Sattam bin Abdulaziz University","award_id":"PSAU/2024/R/1445"},{"funder":"https://openalex.org/F4320321145","funder_display_name":"King Saud University","award_id":null},{"funder":"https://openalex.org/F4320322484","funder_display_name":"Princess Nourah Bint Abdulrahman University","award_id":null},{"funder":"https://openalex.org/F4320324433","funder_display_name":"King Khalid University","award_id":"RGP2/ 248 /44"}],"datasets":[],"versions":[],"referenced_works_count":21,"referenced_works":["https://openalex.org/W2984986659","https://openalex.org/W3104169420","https://openalex.org/W3166011548","https://openalex.org/W3169419299","https://openalex.org/W3169922439","https://openalex.org/W3177163090","https://openalex.org/W3178998853","https://openalex.org/W3214437348","https://openalex.org/W4220800447","https://openalex.org/W4226216730","https://openalex.org/W4255194366","https://openalex.org/W4283747140","https://openalex.org/W4293661245","https://openalex.org/W4296157630","https://openalex.org/W4312620160","https://openalex.org/W4318685999","https://openalex.org/W4321768957","https://openalex.org/W4328052285","https://openalex.org/W4381198877","https://openalex.org/W4385805608","https://openalex.org/W4387459300"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W4280609833","https://openalex.org/W4233632157","https://openalex.org/W2994439156","https://openalex.org/W2899084033","https://openalex.org/W2775301649","https://openalex.org/W2748952813","https://openalex.org/W2559261346","https://openalex.org/W2330895226","https://openalex.org/W2048427509"],"abstract_inverted_index":{"Malicious":[0,150],"user":[1,99],"recognition":[2,52,198],"for":[3,153,189],"spectrum":[4,34],"sensing":[5,26],"in":[6,121,134,157,174],"Cognitive":[7],"Radio":[8],"Networks":[9],"(CRNs)":[10],"is":[11,40,56,227],"a":[12,77,115],"serious":[13],"safety":[14],"feature":[15],"to":[16,29,42,70,117],"safeguard":[17],"effective":[18],"and":[19,31,45,72,119,137,170,191,215,256],"trustworthy":[20],"process":[21],"of":[22,53,83,130,163,172,194,200,208,224,238,248,251,254,258],"these":[23],"systems.":[24],"Spectrum":[25,154],"permits":[27,114],"CRNs":[28],"identify":[30],"employ":[32],"accessible":[33],"bands.":[35],"As":[36],"well":[37,91],"as":[38,90,92],"it":[39],"available":[41],"prospective":[43],"interference":[44],"mischievous":[46],"actions.":[47],"To":[48,176],"preserve":[49],"network":[50,68,116,132,186],"integrity,":[51],"malicious":[54,62,98],"consumers":[55],"vital.":[57],"Deep":[58,147],"learning":[59],"(DL)":[60],"based":[61],"consumer":[63],"classification":[64,171],"powers":[65],"advanced":[66],"neural":[67],"frameworks":[69],"recognize":[71],"flag":[73],"possible":[74],"threats":[75],"inside":[76],"network.":[78],"By":[79],"examining":[80],"numerous":[81],"amounts":[82],"information,":[84],"DL":[85],"techniques":[86],"can":[87,203],"distinguish":[88],"patterns":[89],"anomalies":[93],"that":[94,113],"are":[95],"connected":[96],"with":[97,245],"performance":[100,199,222,237],"plus":[101],"system":[102],"intrusions,":[103],"scams":[104],"or":[105],"irregular":[106],"action.":[107],"This":[108],"technique":[109,202,226],"provides":[110],"flexibility":[111],"benefit":[112],"learn":[118],"develop":[120],"evolving":[122],"threats.":[123],"It":[124],"also":[125],"offers":[126],"an":[127,145],"effectual":[128],"revenue":[129],"improving":[131],"security":[133],"the":[135,158,179,218],"difficult":[136],"active":[138],"digital":[139],"landscape.":[140],"Therefore,":[141],"this":[142],"article":[143],"develops":[144],"Optimal":[146],"Learning":[148],"Empowered":[149],"User":[151],"Detection":[152],"Sensing":[155],"(ODL-MUDSS)":[156],"CRN.":[159,175],"The":[160,221,232],"main":[161],"intention":[162],"ODL-MUDSS":[164,180,225,239],"model":[165,181,240],"focused":[166],"on":[167],"automated":[168,190],"identification":[169],"MUs":[173],"accomplish":[177],"this,":[178],"primarily":[182],"applies":[183],"deep":[184],"belief":[185],"(DBN)":[187],"methodology":[188],"accurate":[192],"detection":[193,219],"MUs.":[195],"In":[196],"addition,":[197],"DBN":[201],"be":[204],"enhanced":[205,236],"by":[206],"use":[207],"sand":[209],"cat":[210],"swarm":[211],"optimization":[212],"(SCSO)":[213],"algorithm":[214],"thereby":[216],"improves":[217],"results.":[220],"validation":[223],"observed":[228],"under":[229],"different":[230],"processes.":[231],"comprehensive":[233],"outcomes":[234],"stated":[235],"over":[241],"other":[242],"existing":[243],"models":[244],"maximum":[246],"accuracy":[247],"97.75%,":[249,252,255],"precision":[250],"recall":[253],"F-score":[257],"97.75%.":[259]},"abstract_inverted_index_v3":null,"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4391983109","counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3}],"updated_date":"2025-03-03T06:52:50.328378","created_date":"2024-02-21"}