{"id":"https://openalex.org/W4399728019","doi":"https://doi.org/10.1109/tits.2024.3411638","title":"MT-STNet: A Novel Multi-Task Spatiotemporal Network for Highway Traffic Flow Prediction","display_name":"MT-STNet: A Novel Multi-Task Spatiotemporal Network for Highway Traffic Flow Prediction","publication_year":2024,"publication_date":"2024-06-17","ids":{"openalex":"https://openalex.org/W4399728019","doi":"https://doi.org/10.1109/tits.2024.3411638"},"language":"en","primary_location":{"id":"doi:10.1109/tits.2024.3411638","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2024.3411638","pdf_url":null,"source":{"id":"https://openalex.org/S144771191","display_name":"IEEE Transactions on Intelligent Transportation Systems","issn_l":"1524-9050","issn":["1524-9050","1558-0016"],"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 Transactions on Intelligent Transportation Systems","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/A5054775430","display_name":"Guojian Zou","orcid":"https://orcid.org/0000-0003-3597-6874"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Guojian Zou","raw_affiliation_strings":["Key Laboratory of Road and Traffic Engineering, Ministry of Education, and the College of Transportation Engineering, Tongji University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-3597-6874","affiliations":[{"raw_affiliation_string":"Key Laboratory of Road and Traffic Engineering, Ministry of Education, and the College of Transportation Engineering, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001590038","display_name":"Ziliang Lai","orcid":null},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziliang Lai","raw_affiliation_strings":["Key Laboratory of Road and Traffic Engineering, Ministry of Education, and the College of Transportation Engineering, Tongji University, Shanghai, China"],"raw_orcid":"https://orcid.org/0009-0002-3016-8309","affiliations":[{"raw_affiliation_string":"Key Laboratory of Road and Traffic Engineering, Ministry of Education, and the College of Transportation Engineering, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109447024","display_name":"Ting Wang","orcid":"https://orcid.org/0000-0003-3792-1260"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ting Wang","raw_affiliation_strings":["Key Laboratory of Road and Traffic Engineering, Ministry of Education, and the College of Transportation Engineering, Tongji University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Road and Traffic Engineering, Ministry of Education, and the College of Transportation Engineering, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038925017","display_name":"Z A Liu","orcid":"https://orcid.org/0009-0004-4049-1956"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zongshi Liu","raw_affiliation_strings":["Key Laboratory of Road and Traffic Engineering, Ministry of Education, and the College of Transportation Engineering, Tongji University, Shanghai, China"],"raw_orcid":"https://orcid.org/0009-0004-4049-1956","affiliations":[{"raw_affiliation_string":"Key Laboratory of Road and Traffic Engineering, Ministry of Education, and the College of Transportation Engineering, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100339282","display_name":"Ye Li","orcid":"https://orcid.org/0009-0007-2534-7552"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ye Li","raw_affiliation_strings":["Key Laboratory of Road and Traffic Engineering, Ministry of Education, and the College of Transportation Engineering, Tongji University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Road and Traffic Engineering, Ministry of Education, and the College of Transportation Engineering, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5054775430"],"corresponding_institution_ids":["https://openalex.org/I116953780"],"apc_list":null,"apc_paid":null,"fwci":15.0046,"has_fulltext":false,"cited_by_count":63,"citation_normalized_percentile":{"value":0.99597907,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"25","issue":"7","first_page":"8221","last_page":"8236"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9994999766349792,"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":0.9348999857902527,"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"}},{"id":"https://openalex.org/T10698","display_name":"Transportation Planning and Optimization","score":0.9085000157356262,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6028436422348022},{"id":"https://openalex.org/keywords/traffic-flow","display_name":"Traffic flow (computer networking)","score":0.5883697867393494},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.514228343963623},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.4925173223018646},{"id":"https://openalex.org/keywords/flow-network","display_name":"Flow network","score":0.47962555289268494},{"id":"https://openalex.org/keywords/intelligent-transportation-system","display_name":"Intelligent transportation system","score":0.455584853887558},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.38516077399253845},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.23774024844169617},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.11603733897209167}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6028436422348022},{"id":"https://openalex.org/C207512268","wikidata":"https://www.wikidata.org/wiki/Q3074551","display_name":"Traffic flow (computer networking)","level":2,"score":0.5883697867393494},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.514228343963623},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.4925173223018646},{"id":"https://openalex.org/C114809511","wikidata":"https://www.wikidata.org/wiki/Q1412924","display_name":"Flow network","level":2,"score":0.47962555289268494},{"id":"https://openalex.org/C47796450","wikidata":"https://www.wikidata.org/wiki/Q508378","display_name":"Intelligent transportation system","level":2,"score":0.455584853887558},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.38516077399253845},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.23774024844169617},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.11603733897209167},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tits.2024.3411638","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2024.3411638","pdf_url":null,"source":{"id":"https://openalex.org/S144771191","display_name":"IEEE Transactions on Intelligent Transportation Systems","issn_l":"1524-9050","issn":["1524-9050","1558-0016"],"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 Transactions on Intelligent Transportation Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11","score":0.5600000023841858}],"awards":[{"id":"https://openalex.org/G2621426546","display_name":null,"funder_award_id":"71961137006","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":53,"referenced_works":["https://openalex.org/W1973943669","https://openalex.org/W2002033255","https://openalex.org/W2083238230","https://openalex.org/W2085592822","https://openalex.org/W2090192376","https://openalex.org/W2093134417","https://openalex.org/W2145039203","https://openalex.org/W2169528473","https://openalex.org/W2171234954","https://openalex.org/W2190353863","https://openalex.org/W2611314312","https://openalex.org/W2901504064","https://openalex.org/W2903871660","https://openalex.org/W2905967367","https://openalex.org/W2910892140","https://openalex.org/W2940640769","https://openalex.org/W2964015378","https://openalex.org/W2965341826","https://openalex.org/W2969825018","https://openalex.org/W2991205212","https://openalex.org/W2997848713","https://openalex.org/W3000301417","https://openalex.org/W3012295089","https://openalex.org/W3012562343","https://openalex.org/W3015927450","https://openalex.org/W3027664001","https://openalex.org/W3035184251","https://openalex.org/W3035338169","https://openalex.org/W3040607188","https://openalex.org/W3080253043","https://openalex.org/W3093761440","https://openalex.org/W3103427490","https://openalex.org/W3123191313","https://openalex.org/W3126367810","https://openalex.org/W3127172108","https://openalex.org/W3135400423","https://openalex.org/W3141797743","https://openalex.org/W3177318507","https://openalex.org/W3207461654","https://openalex.org/W4205945573","https://openalex.org/W4206626673","https://openalex.org/W4210464727","https://openalex.org/W4224211827","https://openalex.org/W4281965073","https://openalex.org/W4285145831","https://openalex.org/W4285302049","https://openalex.org/W4320232838","https://openalex.org/W4377971266","https://openalex.org/W4385245566","https://openalex.org/W4385603828","https://openalex.org/W6746015598","https://openalex.org/W6780221082","https://openalex.org/W6804049574"],"related_works":["https://openalex.org/W2521728836","https://openalex.org/W4389443772","https://openalex.org/W2548721895","https://openalex.org/W2373456246","https://openalex.org/W590383186","https://openalex.org/W2013265273","https://openalex.org/W4238809000","https://openalex.org/W2786646446","https://openalex.org/W2312871963","https://openalex.org/W210698821"],"abstract_inverted_index":{"Multi-step":[0],"highway":[1,77,98,140,186,191,222],"traffic":[2,35,68,99,181,192,201],"flow":[3,54,85,100,182,193],"prediction":[4,49,101,175,194,209,239],"is":[5,31,38,56,103,123,149,241],"crucial":[6],"for":[7,97],"intelligent":[8],"transportation":[9],"systems,":[10],"and":[11,28,37,60,72,114,130,158,203],"existing":[12],"works":[13],"have":[14],"made":[15],"significant":[16],"advancements":[17],"in":[18,34,52,75,184,223],"this":[19],"field.":[20],"However,":[21],"the":[22,46,76,89,107,128,133,139,145,153,156,163,185,199,208,234,246],"physical":[23,121,134],"structure,":[24,109],"including":[25],"path,":[26],"distance,":[27],"node":[29],"degree,":[30],"critical":[32],"information":[33,136],"networks":[36],"often":[39],"overlooked":[40],"when":[41],"encoding":[42],"spatiotemporal":[43,95,118,142],"dependencies.":[44,143],"Meanwhile,":[45],"problem":[47],"of":[48,106,180,211,236,245],"error":[50,176],"propagation":[51],"multi-step":[53,174],"forecasting":[55,65],"challenging":[57],"to":[58,83,125,151,161],"mitigate":[59],"can":[61],"significantly":[62],"impact":[63],"overall":[64],"performance.":[66],"Moreover,":[67],"flows":[69],"between":[70,155],"toll":[71],"gantry":[73],"stations":[74],"network":[78,96,202],"exhibit":[79],"notable":[80],"differences,":[81],"leading":[82],"heterogeneous":[84],"distributions.":[86],"To":[87],"overcome":[88],"above":[90],"issues,":[91],"a":[92,110,169,221],"novel":[93],"multi-task":[94,115,188],"(MT-STNet)":[102],"proposed,":[104],"consisting":[105],"encoder-decoder":[108],"generative":[111,146],"inference":[112,147],"system,":[113],"learning.":[116],"The":[117,214,229],"block":[119],"with":[120],"transformation":[122],"developed":[124],"construct":[126],"both":[127],"encoder":[129],"decoder,":[131],"integrating":[132],"structure":[135],"into":[137,195],"modeling":[138],"network\u2019s":[141],"Additionally,":[144],"architecture":[148],"designed":[150],"extract":[152],"correlation":[154],"historical-":[157],"target-":[159],"sequences":[160],"generate":[162],"target":[164],"hidden":[165],"representations":[166],"rather":[167],"than":[168,243],"dynamic":[170],"decoding":[171],"way,":[172],"avoiding":[173],"propagation.":[177],"Furthermore,":[178],"because":[179],"heterogeneity":[183],"network,":[187],"learning":[189],"divides":[190],"three":[196],"tasks,":[197],"sharing":[198],"underlying":[200],"knowledge":[204],"learned,":[205],"thereby":[206],"enhancing":[207],"performance":[210,235],"each":[212],"subtask.":[213],"evaluation":[215],"experiments":[216],"used":[217],"monitoring":[218],"data":[219],"from":[220],"Yinchuan":[224],"City,":[225],"Ningxia":[226],"Province,":[227],"China.":[228],"experimental":[230],"results":[231],"demonstrate":[232],"that":[233,244],"our":[237],"proposed":[238],"model":[240],"better":[242],"baseline":[247],"methods.":[248]},"counts_by_year":[{"year":2026,"cited_by_count":14},{"year":2025,"cited_by_count":46},{"year":2024,"cited_by_count":3}],"updated_date":"2026-05-31T08:46:17.908082","created_date":"2025-10-10T00:00:00"}
