{"id":"https://openalex.org/W4412102117","doi":"https://doi.org/10.1142/s0218126625504055","title":"A Deep Learning-Based Task Offloading Method for Mechanical Vehicles in Edge Networks","display_name":"A Deep Learning-Based Task Offloading Method for Mechanical Vehicles in Edge Networks","publication_year":2025,"publication_date":"2025-07-08","ids":{"openalex":"https://openalex.org/W4412102117","doi":"https://doi.org/10.1142/s0218126625504055"},"language":"en","primary_location":{"id":"doi:10.1142/s0218126625504055","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218126625504055","pdf_url":null,"source":{"id":"https://openalex.org/S167602672","display_name":"Journal of Circuits Systems and Computers","issn_l":"0218-1266","issn":["0218-1266","1793-6454"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Circuits, Systems and Computers","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/A5118854442","display_name":"Guangbo Xiang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210091712","display_name":"Zhengzhou University of Science and Technology","ror":"https://ror.org/00b3j7936","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210091712"]},{"id":"https://openalex.org/I4210163873","display_name":"Zhengzhou University of Industrial Technology","ror":"https://ror.org/05es8as59","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163873"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Guangbo Xiang","raw_affiliation_strings":["College of Mechanical Engineering, Zhengzhou University of Science and Technology, Zhengzhou 450064, P. R. China","Zhengzhou Industrial Design Center of Intelligent Equipment, Zhengzhou 450064, P. R. China"],"raw_orcid":"https://orcid.org/0009-0001-9635-4908","affiliations":[{"raw_affiliation_string":"College of Mechanical Engineering, Zhengzhou University of Science and Technology, Zhengzhou 450064, P. R. China","institution_ids":["https://openalex.org/I4210091712"]},{"raw_affiliation_string":"Zhengzhou Industrial Design Center of Intelligent Equipment, Zhengzhou 450064, P. R. China","institution_ids":["https://openalex.org/I4210163873"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Huapo Jia","orcid":null},"institutions":[{"id":"https://openalex.org/I4210091712","display_name":"Zhengzhou University of Science and Technology","ror":"https://ror.org/00b3j7936","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210091712"]},{"id":"https://openalex.org/I4210163873","display_name":"Zhengzhou University of Industrial Technology","ror":"https://ror.org/05es8as59","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163873"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huapo Jia","raw_affiliation_strings":["College of Mechanical Engineering, Zhengzhou University of Science and Technology, Zhengzhou 450064, P. R. China","Zhengzhou Industrial Design Center of Intelligent Equipment, Zhengzhou 450064, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical Engineering, Zhengzhou University of Science and Technology, Zhengzhou 450064, P. R. China","institution_ids":["https://openalex.org/I4210091712"]},{"raw_affiliation_string":"Zhengzhou Industrial Design Center of Intelligent Equipment, Zhengzhou 450064, P. R. China","institution_ids":["https://openalex.org/I4210163873"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5118854443","display_name":"Peifang Xin","orcid":null},"institutions":[{"id":"https://openalex.org/I4210091712","display_name":"Zhengzhou University of Science and Technology","ror":"https://ror.org/00b3j7936","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210091712"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peifang Xin","raw_affiliation_strings":["College of Mechanical Engineering, Zhengzhou University of Science and Technology, Zhengzhou 450064, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical Engineering, Zhengzhou University of Science and Technology, Zhengzhou 450064, P. R. China","institution_ids":["https://openalex.org/I4210091712"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007441604","display_name":"Lifang Fan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210091712","display_name":"Zhengzhou University of Science and Technology","ror":"https://ror.org/00b3j7936","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210091712"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lifang Fan","raw_affiliation_strings":["College of Mechanical Engineering, Zhengzhou University of Science and Technology, Zhengzhou 450064, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical Engineering, Zhengzhou University of Science and Technology, Zhengzhou 450064, P. R. China","institution_ids":["https://openalex.org/I4210091712"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100451954","display_name":"Xuefeng Wang","orcid":"https://orcid.org/0000-0002-3974-3421"},"institutions":[{"id":"https://openalex.org/I4210091712","display_name":"Zhengzhou University of Science and Technology","ror":"https://ror.org/00b3j7936","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210091712"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuefeng Wang","raw_affiliation_strings":["College of Mechanical Engineering, Zhengzhou University of Science and Technology, Zhengzhou 450064, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical Engineering, Zhengzhou University of Science and Technology, Zhengzhou 450064, P. R. China","institution_ids":["https://openalex.org/I4210091712"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5118854442"],"corresponding_institution_ids":["https://openalex.org/I4210091712","https://openalex.org/I4210163873"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.16326811,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"35","issue":"01","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9991999864578247,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9991999864578247,"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/T10761","display_name":"Vehicular Ad Hoc Networks (VANETs)","score":0.9890000224113464,"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/T13553","display_name":"Age of Information Optimization","score":0.9846000075340271,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6424026489257812},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6317903995513916},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6078454852104187},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.563239336013794},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.46894049644470215},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46331122517585754},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.4315507411956787},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.41836944222450256},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3704885244369507},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.24324002861976624},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.14284569025039673}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6424026489257812},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6317903995513916},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6078454852104187},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.563239336013794},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.46894049644470215},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46331122517585754},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.4315507411956787},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.41836944222450256},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3704885244369507},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.24324002861976624},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.14284569025039673}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218126625504055","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218126625504055","pdf_url":null,"source":{"id":"https://openalex.org/S167602672","display_name":"Journal of Circuits Systems and Computers","issn_l":"0218-1266","issn":["0218-1266","1793-6454"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Circuits, Systems and Computers","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7067859959","display_name":null,"funder_award_id":"24B460030","funder_id":"https://openalex.org/F4320335955","funder_display_name":"Key Scientific Research Project of Colleges and Universities in Henan Province"},{"id":"https://openalex.org/G7668241445","display_name":null,"funder_award_id":"23A460024","funder_id":"https://openalex.org/F4320335955","funder_display_name":"Key Scientific Research Project of Colleges and Universities in Henan Province"}],"funders":[{"id":"https://openalex.org/F4320335955","display_name":"Key Scientific Research Project of Colleges and Universities in Henan Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W2902083927","https://openalex.org/W2968424451","https://openalex.org/W2995983906","https://openalex.org/W3093432831","https://openalex.org/W3138227189","https://openalex.org/W3158805953","https://openalex.org/W4205190944","https://openalex.org/W4206669594","https://openalex.org/W4211167499","https://openalex.org/W4283324965","https://openalex.org/W4285027684","https://openalex.org/W4285139650","https://openalex.org/W4318624502","https://openalex.org/W4323361503","https://openalex.org/W4361987383","https://openalex.org/W4365420992","https://openalex.org/W4381620551","https://openalex.org/W4386275616","https://openalex.org/W4386376492","https://openalex.org/W4388543751","https://openalex.org/W4394845768","https://openalex.org/W4396817382","https://openalex.org/W4398146846","https://openalex.org/W4399753791","https://openalex.org/W4400679637","https://openalex.org/W4401608680","https://openalex.org/W4401971185","https://openalex.org/W4402262993"],"related_works":["https://openalex.org/W4375867731","https://openalex.org/W2611989081","https://openalex.org/W2731899572","https://openalex.org/W4230611425","https://openalex.org/W4294635752","https://openalex.org/W4324372666","https://openalex.org/W4225706866","https://openalex.org/W2914646191","https://openalex.org/W3023564924","https://openalex.org/W2942586735"],"abstract_inverted_index":{"With":[0],"the":[1,7,46,50,53,59,93,99,112,123,126,135,148,167,176,184,190,196],"rapid":[2],"development":[3],"of":[4,9,49,55,61,96,104,115,125,158,171,183,195],"vehicular":[5,30,197],"networks,":[6],"amount":[8],"data":[10],"generated":[11],"by":[12,133],"vehicles":[13,28],"has":[14],"increased":[15],"sharply.":[16],"However,":[17],"how":[18],"to":[19,78,153],"efficiently":[20],"and":[21,36,58,80,118,161,163,174,179,192],"intelligently":[22],"realize":[23],"task":[24,62,83,119,172,180],"offloading":[25,84],"for":[26],"mechanical":[27],"in":[29,39,86,156],"networks":[31],"is":[32,151],"still":[33],"a":[34,67,107],"hot":[35],"difficult":[37],"topic":[38],"current":[40],"research.":[41],"This":[42],"study":[43],"first":[44],"analyzes":[45],"dynamic":[47],"nature":[48],"network":[51,116,198],"environment,":[52],"limitation":[54],"computing":[56,186],"resources":[57],"diversity":[60],"types.":[63],"Then,":[64],"it":[65],"proposes":[66],"deep":[68,140],"learning":[69,141],"model":[70,91,137,150],"based":[71],"on":[72,82],"variational":[73],"autoencoders-long":[74],"short-term":[75],"memory":[76],"(VAE-LSTM),":[77],"predict":[79],"decide":[81],"strategies":[85],"networked":[87],"vehicles.":[88],"The":[89,143],"VAE-LSTM":[90,136,149],"combines":[92],"generation":[94],"capability":[95,103],"VAE":[97],"with":[98,138],"time":[100],"series":[101],"processing":[102],"LSTM.":[105],"Such":[106],"design":[108],"can":[109,164],"accurately":[110],"capture":[111],"changing":[113],"trend":[114],"state":[117],"requirements.":[120],"To":[121],"verify":[122],"performance":[124],"model,":[127],"this":[128],"work":[129],"makes":[130],"comparison":[131],"experiments":[132],"comparing":[134],"other":[139,154],"models.":[142],"experimental":[144],"results":[145],"show":[146],"that":[147],"superior":[152],"models":[155],"terms":[157],"prediction":[159],"accuracy":[160],"stability,":[162],"significantly":[165],"reduce":[166],"mean":[168],"absolute":[169],"error":[170],"offloading,":[173],"improve":[175],"resource":[177],"utilization":[178],"execution":[181],"efficiency":[182],"edge":[185],"system.":[187,199],"It":[188],"meets":[189],"real-time":[191],"reliability":[193],"requirements":[194]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}