{"id":"https://openalex.org/W4213340901","doi":"https://doi.org/10.1109/jiot.2022.3152739","title":"Accurate and Efficient Performance Prediction for Mobile IoV Networks Using GWO-GR Neural Network","display_name":"Accurate and Efficient Performance Prediction for Mobile IoV Networks Using GWO-GR Neural Network","publication_year":2022,"publication_date":"2022-02-18","ids":{"openalex":"https://openalex.org/W4213340901","doi":"https://doi.org/10.1109/jiot.2022.3152739"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2022.3152739","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2022.3152739","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","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/A5067556564","display_name":"Lingwei Xu","orcid":"https://orcid.org/0000-0002-2169-6356"},"institutions":[{"id":"https://openalex.org/I143413998","display_name":"Qingdao University of Science and Technology","ror":"https://ror.org/041j8js14","country_code":"CN","type":"education","lineage":["https://openalex.org/I143413998"]},{"id":"https://openalex.org/I4210158984","display_name":"National Supercomputing Center in Wuxi","ror":"https://ror.org/04ypjrs34","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210158984"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lingwei Xu","raw_affiliation_strings":["Department of Information Science and Technology, Qingdao University of Science and Technology, Qingdao, China","Robot Technology Used for Special Environment Key Laboratory of Sichuan Province, Mianyang, China","Shandong Key Laboratory of Computer Networks, Shandong Computer Science Center (National Supercomputer Center in Jinan), Jinan, China"],"raw_orcid":"https://orcid.org/0000-0002-2169-6356","affiliations":[{"raw_affiliation_string":"Department of Information Science and Technology, Qingdao University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I143413998"]},{"raw_affiliation_string":"Robot Technology Used for Special Environment Key Laboratory of Sichuan Province, Mianyang, China","institution_ids":[]},{"raw_affiliation_string":"Shandong Key Laboratory of Computer Networks, Shandong Computer Science Center (National Supercomputer Center in Jinan), Jinan, China","institution_ids":["https://openalex.org/I4210158984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104107548","display_name":"Xinpeng Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I143413998","display_name":"Qingdao University of Science and Technology","ror":"https://ror.org/041j8js14","country_code":"CN","type":"education","lineage":["https://openalex.org/I143413998"]},{"id":"https://openalex.org/I4210158984","display_name":"National Supercomputing Center in Wuxi","ror":"https://ror.org/04ypjrs34","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210158984"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinpeng Zhou","raw_affiliation_strings":["Department of Information Science and Technology, Qingdao University of Science and Technology, Qingdao, China","Robot Technology Used for Special Environment Key Laboratory of Sichuan Province, Mianyang, China","Shandong Key Laboratory of Computer Networks, Shandong Computer Science Center (National Supercomputer Center in Jinan), Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Science and Technology, Qingdao University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I143413998"]},{"raw_affiliation_string":"Robot Technology Used for Special Environment Key Laboratory of Sichuan Province, Mianyang, China","institution_ids":[]},{"raw_affiliation_string":"Shandong Key Laboratory of Computer Networks, Shandong Computer Science Center (National Supercomputer Center in Jinan), Jinan, China","institution_ids":["https://openalex.org/I4210158984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086922590","display_name":"Yongqing Fu","orcid":"https://orcid.org/0000-0001-9797-4036"},"institutions":[{"id":"https://openalex.org/I4210158984","display_name":"National Supercomputing Center in Wuxi","ror":"https://ror.org/04ypjrs34","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210158984"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Fu","raw_affiliation_strings":["Shandong Key Laboratory of Computer Networks, Shandong Computer Science Center (National Supercomputer Center in Jinan), Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shandong Key Laboratory of Computer Networks, Shandong Computer Science Center (National Supercomputer Center in Jinan), Jinan, China","institution_ids":["https://openalex.org/I4210158984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054886303","display_name":"Guanwu Jiang","orcid":"https://orcid.org/0000-0002-1065-5268"},"institutions":[{"id":"https://openalex.org/I143413998","display_name":"Qingdao University of Science and Technology","ror":"https://ror.org/041j8js14","country_code":"CN","type":"education","lineage":["https://openalex.org/I143413998"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guanwu Jiang","raw_affiliation_strings":["Department of Information Science and Technology, Qingdao University of Science and Technology, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Science and Technology, Qingdao University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I143413998"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009070599","display_name":"Xu Yu","orcid":"https://orcid.org/0000-0003-4913-5734"},"institutions":[{"id":"https://openalex.org/I143413998","display_name":"Qingdao University of Science and Technology","ror":"https://ror.org/041j8js14","country_code":"CN","type":"education","lineage":["https://openalex.org/I143413998"]},{"id":"https://openalex.org/I4210158984","display_name":"National Supercomputing Center in Wuxi","ror":"https://ror.org/04ypjrs34","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210158984"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Yu","raw_affiliation_strings":["Department of Information Science and Technology, Qingdao University of Science and Technology, Qingdao, China","Robot Technology Used for Special Environment Key Laboratory of Sichuan Province, Mianyang, China","Shandong Key Laboratory of Computer Networks, Shandong Computer Science Center (National Supercomputer Center in Jinan), Jinan, China"],"raw_orcid":"https://orcid.org/0000-0003-4913-5734","affiliations":[{"raw_affiliation_string":"Department of Information Science and Technology, Qingdao University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I143413998"]},{"raw_affiliation_string":"Robot Technology Used for Special Environment Key Laboratory of Sichuan Province, Mianyang, China","institution_ids":[]},{"raw_affiliation_string":"Shandong Key Laboratory of Computer Networks, Shandong Computer Science Center (National Supercomputer Center in Jinan), Jinan, China","institution_ids":["https://openalex.org/I4210158984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100745192","display_name":"Yu Miao","orcid":"https://orcid.org/0000-0002-7530-0724"},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Miao Yu","raw_affiliation_strings":["College of Textiles and Clothing, Qingdao University, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Textiles and Clothing, Qingdao University, Qingdao, China","institution_ids":["https://openalex.org/I108688024"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100409306","display_name":"Neeraj Kumar","orcid":"https://orcid.org/0000-0002-3020-3947"},"institutions":[{"id":"https://openalex.org/I143578492","display_name":"Asia University","ror":"https://ror.org/038a1tp19","country_code":"TW","type":"education","lineage":["https://openalex.org/I143578492"]},{"id":"https://openalex.org/I162030827","display_name":"Thapar Institute of Engineering & Technology","ror":"https://ror.org/00wdq3744","country_code":"IN","type":"education","lineage":["https://openalex.org/I162030827"]},{"id":"https://openalex.org/I5847235","display_name":"University of Petroleum and Energy Studies","ror":"https://ror.org/04q2jes40","country_code":"IN","type":"education","lineage":["https://openalex.org/I5847235"]}],"countries":["IN","TW"],"is_corresponding":false,"raw_author_name":"Neeraj Kumar","raw_affiliation_strings":["Department of Computer Science &#x0026; Engineering, Thapar Institute of Engineering and Technology, Patiala, India","Department of Computer Science and Information Engineering, Asia University, Taichung, Taiwan","Department of Computer Science, University of Petroleum and Energy Studies, Dehradun, India","Department of Electrical and Computer Engineering, King Abdul Aziz University, Jeddah, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-3020-3947","affiliations":[{"raw_affiliation_string":"Department of Computer Science &#x0026; Engineering, Thapar Institute of Engineering and Technology, Patiala, India","institution_ids":["https://openalex.org/I162030827"]},{"raw_affiliation_string":"Department of Computer Science and Information Engineering, Asia University, Taichung, Taiwan","institution_ids":["https://openalex.org/I143578492"]},{"raw_affiliation_string":"Department of Computer Science, University of Petroleum and Energy Studies, Dehradun, India","institution_ids":["https://openalex.org/I5847235"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, King Abdul Aziz University, Jeddah, Saudi Arabia","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057916222","display_name":"Mohsen Guizani","orcid":"https://orcid.org/0000-0002-8972-8094"},"institutions":[{"id":"https://openalex.org/I4210113480","display_name":"Mohamed bin Zayed University of Artificial Intelligence","ror":"https://ror.org/0258gkt32","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210113480"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mohsen Guizani","raw_affiliation_strings":["Machine Learning Department, Mohamed Bin Zayed University of Artificial Intelligence (MBZUAI), Abu Dhabi, UAE"],"raw_orcid":"https://orcid.org/0000-0002-8972-8094","affiliations":[{"raw_affiliation_string":"Machine Learning Department, Mohamed Bin Zayed University of Artificial Intelligence (MBZUAI), Abu Dhabi, UAE","institution_ids":["https://openalex.org/I4210113480"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.8937,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.69474671,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"9","issue":"17","first_page":"16463","last_page":"16471"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10964","display_name":"Wireless Communication Security Techniques","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T10964","display_name":"Wireless Communication Security Techniques","score":0.9998000264167786,"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/T11448","display_name":"Face recognition and analysis","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.9950000047683716,"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":0.8608101606369019},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5981989502906799},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.545569658279419},{"id":"https://openalex.org/keywords/secrecy","display_name":"Secrecy","score":0.48676300048828125},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4503360092639923},{"id":"https://openalex.org/keywords/network-performance","display_name":"Network performance","score":0.4365631639957428},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39131781458854675},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37103939056396484},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.35275182127952576},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.15612852573394775}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8608101606369019},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5981989502906799},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.545569658279419},{"id":"https://openalex.org/C2776452267","wikidata":"https://www.wikidata.org/wiki/Q1503443","display_name":"Secrecy","level":2,"score":0.48676300048828125},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4503360092639923},{"id":"https://openalex.org/C203274722","wikidata":"https://www.wikidata.org/wiki/Q7001161","display_name":"Network performance","level":2,"score":0.4365631639957428},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39131781458854675},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37103939056396484},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.35275182127952576},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.15612852573394775},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2022.3152739","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2022.3152739","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4231712542","display_name":null,"funder_award_id":"ZR2020QF003","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"}],"funders":[{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W2114885516","https://openalex.org/W2156214717","https://openalex.org/W2559793483","https://openalex.org/W2588775896","https://openalex.org/W2774102979","https://openalex.org/W2895206136","https://openalex.org/W2901218039","https://openalex.org/W2912309529","https://openalex.org/W2921833330","https://openalex.org/W2942582850","https://openalex.org/W2964273441","https://openalex.org/W2973807855","https://openalex.org/W2982162079","https://openalex.org/W2982650630","https://openalex.org/W2996973156","https://openalex.org/W3008849576","https://openalex.org/W3013639278","https://openalex.org/W3017151162","https://openalex.org/W3039969332","https://openalex.org/W3044837284","https://openalex.org/W3084753309","https://openalex.org/W3096416728","https://openalex.org/W3100620297","https://openalex.org/W3120353641","https://openalex.org/W3125569183","https://openalex.org/W3127329908","https://openalex.org/W3128974939","https://openalex.org/W3129176454","https://openalex.org/W3134059587","https://openalex.org/W3135089279","https://openalex.org/W3135163434","https://openalex.org/W3144263932","https://openalex.org/W3193452454"],"related_works":["https://openalex.org/W2493929861","https://openalex.org/W2016567611","https://openalex.org/W2475541339","https://openalex.org/W565335793","https://openalex.org/W2363071176","https://openalex.org/W2107199751","https://openalex.org/W4243812570","https://openalex.org/W4300441478","https://openalex.org/W2062965938","https://openalex.org/W99756173"],"abstract_inverted_index":{"The":[0],"explosive":[1],"growth":[2],"of":[3,5,47,94,118],"Internet":[4],"Vehicle":[6],"(IoV)":[7],"applications":[8],"has":[9,104,189],"made":[10],"information":[11],"security":[12],"a":[13,40,105,109,115],"significant":[14],"issue.":[15],"Mobile":[16],"IoV":[17],"users":[18],"are":[19],"dynamic":[20],"and":[21,42,45,78,97,108,184],"the":[22,75,81,95,100,124,127,136,149,157,177,186],"communication":[23,37],"environment":[24],"is":[25,50,71,91,132,162,180],"very":[26,31],"complex,":[27],"which":[28,112,142],"makes":[29],"it":[30],"difficult":[32],"to":[33,73,134,164],"guarantee":[34],"real-time":[35],"secrecy":[36,48,61,76,82],"performance.":[38,62],"Thus,":[39],"reliable":[41],"effective":[43],"evaluation":[44],"prediction":[46,160,168,178],"performance":[49,77,83,167],"critical.":[51],"In":[52],"this":[53],"article,":[54],"we":[55,153],"have":[56],"derived":[57],"novel":[58],"expressions":[59],"for":[60,140],"A":[63,85],"grey":[64,128],"wolf":[65,129],"optimization":[66,130],"generalized":[67,86],"regression":[68,87],"(GWO-GR)":[69],"algorithm":[70,131,161],"proposed":[72,101,158],"predict":[74],"carry":[79],"out":[80],"assessment.":[84],"(GR)":[88],"neural":[89],"network":[90,103,119],"designed.":[92],"Out":[93],"input":[96],"output":[98],"layers,":[99],"GR":[102,125],"pattern":[106],"layer":[107],"summation":[110],"layer,":[111],"can":[113,143,154],"obtain":[114,135],"global":[116],"convergence":[117],"results.":[120],"To":[121],"further":[122],"optimize":[123],"network,":[126],"used":[133],"best":[137],"spread":[138],"factor":[139],"it,":[141],"accelerate":[144],"its":[145],"rapid":[146],"convergence.":[147],"Through":[148],"simulated":[150],"numerical":[151],"results,":[152],"obtain:":[155],"1)":[156],"GWO-GR":[159],"shown":[163],"provide":[165],"better":[166],"results":[169],"than":[170],"other":[171],"machine-learning-based":[172],"methods;":[173],"2)":[174],"in":[175],"particular,":[176],"accuracy":[179],"improved":[181],"by":[182],"17.7%;":[183],"3)":[185],"execution":[187],"time":[188],"an":[190],"88.9%":[191],"reduction.":[192]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2025-10-10T00:00:00"}
