{"id":"https://openalex.org/W4417121541","doi":"https://doi.org/10.1007/s10462-025-11455-9","title":"A collaborative metaverse-digital twin system for traffic perception, reasoning, and resource scheduling","display_name":"A collaborative metaverse-digital twin system for traffic perception, reasoning, and resource scheduling","publication_year":2025,"publication_date":"2025-12-08","ids":{"openalex":"https://openalex.org/W4417121541","doi":"https://doi.org/10.1007/s10462-025-11455-9"},"language":"en","primary_location":{"id":"doi:10.1007/s10462-025-11455-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-025-11455-9","pdf_url":null,"source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1007/s10462-025-11455-9","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045043687","display_name":"Zhongnan Zhao","orcid":"https://orcid.org/0000-0001-6192-9452"},"institutions":[{"id":"https://openalex.org/I100188998","display_name":"Harbin University of Science and Technology","ror":"https://ror.org/04e6y1282","country_code":"CN","type":"education","lineage":["https://openalex.org/I100188998"]},{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhongnan Zhao","raw_affiliation_strings":["School of Computer Science and Technology, Harbin Engineering University, Harbin, 150001, China","School of Computer Science and Technology, Harbin University of Science and Technology, Harbin, 150080, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Harbin Engineering University, Harbin, 150001, China","institution_ids":["https://openalex.org/I151727225"]},{"raw_affiliation_string":"School of Computer Science and Technology, Harbin University of Science and Technology, Harbin, 150080, China","institution_ids":["https://openalex.org/I100188998"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101898281","display_name":"Bi Zhang","orcid":"https://orcid.org/0000-0001-8001-002X"},"institutions":[{"id":"https://openalex.org/I100188998","display_name":"Harbin University of Science and Technology","ror":"https://ror.org/04e6y1282","country_code":"CN","type":"education","lineage":["https://openalex.org/I100188998"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiqiang Bi","raw_affiliation_strings":["School of Computer Science and Technology, Harbin University of Science and Technology, Harbin, 150080, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Harbin University of Science and Technology, Harbin, 150080, China","institution_ids":["https://openalex.org/I100188998"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114861068","display_name":"Yue Wang","orcid":"https://orcid.org/0000-0003-2232-2783"},"institutions":[{"id":"https://openalex.org/I100188998","display_name":"Harbin University of Science and Technology","ror":"https://ror.org/04e6y1282","country_code":"CN","type":"education","lineage":["https://openalex.org/I100188998"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue Wang","raw_affiliation_strings":["School of Computer Science and Technology, Harbin University of Science and Technology, Harbin, 150080, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Harbin University of Science and Technology, Harbin, 150080, China","institution_ids":["https://openalex.org/I100188998"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100514722","display_name":"Xu Xie","orcid":null},"institutions":[{"id":"https://openalex.org/I100188998","display_name":"Harbin University of Science and Technology","ror":"https://ror.org/04e6y1282","country_code":"CN","type":"education","lineage":["https://openalex.org/I100188998"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Xie","raw_affiliation_strings":["School of Computer Science and Technology, Harbin University of Science and Technology, Harbin, 150080, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Harbin University of Science and Technology, Harbin, 150080, China","institution_ids":["https://openalex.org/I100188998"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5045043687"],"corresponding_institution_ids":["https://openalex.org/I100188998","https://openalex.org/I151727225"],"apc_list":{"value":2490,"currency":"EUR","value_usd":3090},"apc_paid":{"value":2490,"currency":"EUR","value_usd":3090},"fwci":1.8777,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.89196736,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"59","issue":"2","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.24060000479221344,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.24060000479221344,"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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.1843000054359436,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T10524","display_name":"Traffic control and management","score":0.10350000113248825,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/scheduling","display_name":"Scheduling (production processes)","score":0.5746999979019165},{"id":"https://openalex.org/keywords/dynamic-priority-scheduling","display_name":"Dynamic priority scheduling","score":0.4702000021934509},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.4174000024795532},{"id":"https://openalex.org/keywords/virtual-machine","display_name":"Virtual machine","score":0.39329999685287476},{"id":"https://openalex.org/keywords/agile-software-development","display_name":"Agile software development","score":0.35850000381469727},{"id":"https://openalex.org/keywords/virtual-reality","display_name":"Virtual reality","score":0.32760000228881836},{"id":"https://openalex.org/keywords/systems-architecture","display_name":"Systems architecture","score":0.31839999556541443},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.3093000054359436}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.866599977016449},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6340000033378601},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5746999979019165},{"id":"https://openalex.org/C107568181","wikidata":"https://www.wikidata.org/wiki/Q5319000","display_name":"Dynamic priority scheduling","level":3,"score":0.4702000021934509},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.4174000024795532},{"id":"https://openalex.org/C25344961","wikidata":"https://www.wikidata.org/wiki/Q192726","display_name":"Virtual machine","level":2,"score":0.39329999685287476},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3799999952316284},{"id":"https://openalex.org/C14185376","wikidata":"https://www.wikidata.org/wiki/Q30232","display_name":"Agile software development","level":2,"score":0.35850000381469727},{"id":"https://openalex.org/C194969405","wikidata":"https://www.wikidata.org/wiki/Q170519","display_name":"Virtual reality","level":2,"score":0.32760000228881836},{"id":"https://openalex.org/C98025372","wikidata":"https://www.wikidata.org/wiki/Q477538","display_name":"Systems architecture","level":3,"score":0.31839999556541443},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3149000108242035},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.3093000054359436},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.3050000071525574},{"id":"https://openalex.org/C47796450","wikidata":"https://www.wikidata.org/wiki/Q508378","display_name":"Intelligent transportation system","level":2,"score":0.3025999963283539},{"id":"https://openalex.org/C513985346","wikidata":"https://www.wikidata.org/wiki/Q270471","display_name":"Virtualization","level":3,"score":0.29510000348091125},{"id":"https://openalex.org/C119948110","wikidata":"https://www.wikidata.org/wiki/Q7858726","display_name":"Two-level scheduling","level":4,"score":0.2930999994277954},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.27480000257492065},{"id":"https://openalex.org/C559553711","wikidata":"https://www.wikidata.org/wiki/Q1145523","display_name":"Collaboration","level":2,"score":0.26489999890327454},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.25609999895095825},{"id":"https://openalex.org/C162763945","wikidata":"https://www.wikidata.org/wiki/Q4825467","display_name":"Conceptual architecture","level":3,"score":0.25049999356269836}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10462-025-11455-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-025-11455-9","pdf_url":null,"source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10462-025-11455-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-025-11455-9","pdf_url":null,"source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5068144231","display_name":null,"funder_award_id":"2019M651263","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W2910597635","https://openalex.org/W2945357379","https://openalex.org/W4286493958","https://openalex.org/W4290065450","https://openalex.org/W4312526244","https://openalex.org/W4312727270","https://openalex.org/W4312910259","https://openalex.org/W4324125764","https://openalex.org/W4386277117","https://openalex.org/W4386736634","https://openalex.org/W4386850105","https://openalex.org/W4387303325","https://openalex.org/W4387385696","https://openalex.org/W4388543724","https://openalex.org/W4388666624","https://openalex.org/W4388758275","https://openalex.org/W4388819795","https://openalex.org/W4389833660","https://openalex.org/W4390075244","https://openalex.org/W4390331407","https://openalex.org/W4390533271","https://openalex.org/W4390534867","https://openalex.org/W4390905510","https://openalex.org/W4391215220","https://openalex.org/W4391559656","https://openalex.org/W4392959780","https://openalex.org/W4394862807","https://openalex.org/W4396534725","https://openalex.org/W4398226343","https://openalex.org/W4399527139","https://openalex.org/W4401006242","https://openalex.org/W4401163621","https://openalex.org/W4401345510","https://openalex.org/W4401635132","https://openalex.org/W4401878728","https://openalex.org/W4402811362","https://openalex.org/W4403601338","https://openalex.org/W4404112583","https://openalex.org/W4406948992","https://openalex.org/W4407026723","https://openalex.org/W4408609428","https://openalex.org/W4408809879","https://openalex.org/W4408841436","https://openalex.org/W4410706755","https://openalex.org/W4412536490"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"In":[1,162],"highly":[2],"dynamic":[3,137,229],"and":[4,19,38,58,98,126,139,175,196,204,228,263,275],"high-concurrency":[5],"urban":[6],"traffic":[7,26,99,130,200,281],"environments,":[8],"intelligent":[9,56],"systems":[10],"must":[11],"be":[12],"capable":[13],"of":[14,45,89,108,129,142,178,198,231,277],"real-time":[15,59,173],"perception,":[16,35],"accurate":[17],"reasoning,":[18,37],"agile":[20],"scheduling":[21,154,179,212,232],"to":[22,42,122,158,170],"effectively":[23],"manage":[24],"complex":[25,280],"situations.":[27],"However,":[28],"prevailing":[29],"approaches":[30],"often":[31],"suffer":[32],"from":[33],"fragmented":[34],"shallow":[36],"delayed":[39],"scheduling,":[40],"leading":[41],"a":[43,72,105,151,186,210],"lack":[44],"coordination":[46],"among":[47],"critical":[48],"system":[49,112],"modules.":[50],"This":[51,132],"deficiency":[52],"significantly":[53],"hinders":[54],"holistic":[55],"decision-making":[57],"regulation":[60],"under":[61],"rapidly":[62],"changing":[63],"conditions.":[64],"To":[65],"address":[66],"these":[67],"challenges,":[68],"this":[69,182],"paper":[70],"proposes":[71],"collaborative":[73,153],"framework":[74],"that":[75,191,214,242],"integrates":[76],"digital":[77,143],"twins":[78],"with":[79,219],"metaverse-based":[80],"semantic":[81,116,133,194],"modeling.":[82],"A":[83],"three-layer":[84],"architecture":[85],"is":[86,156,168],"constructed,":[87],"consisting":[88],"the":[90,114,120,136,148,172,225,243,270],"physical":[91],"infrastructure":[92,236],"layer,":[93,97,102],"virtual":[94],"twin":[95,144],"resource":[96,217,264],"situation":[100],"awareness":[101],"thereby":[103,223],"forming":[104],"closed-loop":[106],"mechanism":[107,167,213],"perception\u2013reasoning\u2013scheduling.":[109],"The":[110],"proposed":[111,244,271],"leverages":[113],"immersive":[115],"environment":[117],"provided":[118],"by":[119],"metaverse":[121],"enable":[123],"contextual":[124],"interpretation":[125],"intent":[127],"recognition":[128,195],"data.":[131],"understanding":[134],"drives":[135],"evolution":[138],"causal":[140],"reasoning":[141],"entities.":[145],"Based":[146],"on":[147],"inferred":[149],"results,":[150],"cloud\u2013edge\u2013end":[152],"strategy":[155],"triggered":[157],"allocate":[159],"resources":[160],"adaptively.":[161],"addition,":[163],"an":[164],"interactive":[165],"feedback":[166],"incorporated":[169],"support":[171],"verification":[174],"continuous":[176],"optimization":[177],"outcomes.":[180],"Within":[181],"framework,":[183],"we":[184,208],"design":[185],"metaverse-driven":[187],"Mixture-of-Experts":[188],"perception":[189],"network":[190],"enables":[192],"multi-level":[193],"prediction":[197],"global":[199],"trends,":[201],"regional":[202],"congestion,":[203],"local":[205],"anomalies.":[206],"Furthermore,":[207],"introduce":[209],"multi-agent":[211],"combines":[215],"virtualized":[216],"mapping":[218],"structure-aware":[220],"transfer":[221],"strategies,":[222],"enhancing":[224],"generalization":[226],"capacity":[227],"responsiveness":[230],"policies":[233],"across":[234,250],"heterogeneous":[235],"environments.":[237],"Extensive":[238],"experimental":[239],"evaluations":[240],"demonstrate":[241],"approach":[245],"outperforms":[246],"existing":[247],"mainstream":[248],"methods":[249],"several":[251],"key":[252],"metrics,":[253],"including":[254],"task":[255],"acceptance":[256],"rate,":[257],"long-term":[258],"revenue,":[259],"congestion":[260],"mitigation":[261],"effectiveness,":[262],"utilization":[265],"efficiency.":[266],"These":[267],"results":[268],"validate":[269],"framework\u2019s":[272],"superior":[273],"adaptability":[274],"system-level":[276],"intelligence":[278],"in":[279],"scenarios.":[282]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-06-17T06:14:20.161405","created_date":"2025-12-08T00:00:00"}
