{"id":"https://openalex.org/W3147369471","doi":"https://doi.org/10.1109/tits.2021.3068874","title":"PRECOM: A Parallel Recommendation Engine for Control, Operations, and Management on Congested Urban Traffic Networks","display_name":"PRECOM: A Parallel Recommendation Engine for Control, Operations, and Management on Congested Urban Traffic Networks","publication_year":2021,"publication_date":"2021-04-02","ids":{"openalex":"https://openalex.org/W3147369471","doi":"https://doi.org/10.1109/tits.2021.3068874","mag":"3147369471"},"language":"en","primary_location":{"id":"doi:10.1109/tits.2021.3068874","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2021.3068874","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/A5039097899","display_name":"Junchen Jin","orcid":null},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210112150","display_name":"Institute of Automation","ror":"https://ror.org/022c3hy66","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]},{"id":"https://openalex.org/I86987016","display_name":"KTH Royal Institute of Technology","ror":"https://ror.org/026vcq606","country_code":"SE","type":"education","lineage":["https://openalex.org/I86987016"]}],"countries":["CN","SE"],"is_corresponding":true,"raw_author_name":"Junchen Jin","raw_affiliation_strings":["Enjoyor Company Ltd., Hangzhou, China","Department of Civil and Architecture Engineering, KTH Royal Institute of Technology, Stockholm, Sweden","State Key Laboratory for Management and Control of Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Enjoyor Company Ltd., Hangzhou, China","institution_ids":[]},{"raw_affiliation_string":"Department of Civil and Architecture Engineering, KTH Royal Institute of Technology, Stockholm, Sweden","institution_ids":["https://openalex.org/I86987016"]},{"raw_affiliation_string":"State Key Laboratory for Management and Control of Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210112150","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009525460","display_name":"Dingding Rong","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dingding Rong","raw_affiliation_strings":["Enjoyor Company Ltd., Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Enjoyor Company Ltd., Hangzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035964126","display_name":"Yuqi Pang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yuqi Pang","raw_affiliation_strings":["Enjoyor Company Ltd., Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Enjoyor Company Ltd., Hangzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042359485","display_name":"Fenghua Zhu","orcid":"https://orcid.org/0000-0003-2886-6968"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210112150","display_name":"Institute of Automation","ror":"https://ror.org/022c3hy66","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fenghua Zhu","raw_affiliation_strings":["State Key Laboratory for Management and Control of Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory for Management and Control of Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210112150","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008548007","display_name":"Haifeng Guo","orcid":"https://orcid.org/0000-0003-3134-5979"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haifeng Guo","raw_affiliation_strings":["Enjoyor Company Ltd., Hangzhou, China","College of Information Engineering, Zhejiang University of Technology, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Enjoyor Company Ltd., Hangzhou, China","institution_ids":[]},{"raw_affiliation_string":"College of Information Engineering, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103171792","display_name":"Xiaoliang Ma","orcid":"https://orcid.org/0000-0001-5526-4511"},"institutions":[{"id":"https://openalex.org/I86987016","display_name":"KTH Royal Institute of Technology","ror":"https://ror.org/026vcq606","country_code":"SE","type":"education","lineage":["https://openalex.org/I86987016"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Xiaoliang Ma","raw_affiliation_strings":["Department of Civil and Architecture Engineering, KTH Royal Institute of Technology, Stockholm, Sweden"],"affiliations":[{"raw_affiliation_string":"Department of Civil and Architecture Engineering, KTH Royal Institute of Technology, Stockholm, Sweden","institution_ids":["https://openalex.org/I86987016"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113600509","display_name":"Fei\u2010Yue Wang","orcid":"https://orcid.org/0000-0001-9185-3989"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210112150","display_name":"Institute of Automation","ror":"https://ror.org/022c3hy66","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fei-Yue Wang","raw_affiliation_strings":["State Key Laboratory for Management and Control of Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory for Management and Control of Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210112150","https://openalex.org/I19820366"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5039097899"],"corresponding_institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210112150","https://openalex.org/I86987016"],"apc_list":null,"apc_paid":null,"fwci":2.0637,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.85011996,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"23","issue":"7","first_page":"7332","last_page":"7342"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9997000098228455,"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":0.9997000098228455,"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/T10698","display_name":"Transportation Planning and Optimization","score":0.9962000250816345,"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"}},{"id":"https://openalex.org/T11106","display_name":"Data Management and Algorithms","score":0.9936000108718872,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.6020896434783936},{"id":"https://openalex.org/keywords/traffic-congestion","display_name":"Traffic congestion","score":0.5713621377944946},{"id":"https://openalex.org/keywords/floating-car-data","display_name":"Floating car data","score":0.5258342027664185},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4451929032802582},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.43856140971183777},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.43077677488327026},{"id":"https://openalex.org/keywords/traffic-generation-model","display_name":"Traffic generation model","score":0.4240216016769409},{"id":"https://openalex.org/keywords/metropolitan-area","display_name":"Metropolitan area","score":0.42284300923347473},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.41602352261543274},{"id":"https://openalex.org/keywords/control-system","display_name":"Control system","score":0.4120123088359833},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.38294878602027893},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.31514889001846313},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2964242994785309},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.15327468514442444},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.10832482576370239}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6020896434783936},{"id":"https://openalex.org/C2779888511","wikidata":"https://www.wikidata.org/wiki/Q244156","display_name":"Traffic congestion","level":2,"score":0.5713621377944946},{"id":"https://openalex.org/C64093975","wikidata":"https://www.wikidata.org/wiki/Q356677","display_name":"Floating car data","level":3,"score":0.5258342027664185},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4451929032802582},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.43856140971183777},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.43077677488327026},{"id":"https://openalex.org/C176715033","wikidata":"https://www.wikidata.org/wiki/Q2080768","display_name":"Traffic generation model","level":2,"score":0.4240216016769409},{"id":"https://openalex.org/C158739034","wikidata":"https://www.wikidata.org/wiki/Q1907114","display_name":"Metropolitan area","level":2,"score":0.42284300923347473},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.41602352261543274},{"id":"https://openalex.org/C17500928","wikidata":"https://www.wikidata.org/wiki/Q959968","display_name":"Control system","level":2,"score":0.4120123088359833},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.38294878602027893},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.31514889001846313},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2964242994785309},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.15327468514442444},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.10832482576370239},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tits.2021.3068874","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2021.3068874","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":[{"score":0.8299999833106995,"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11"}],"awards":[{"id":"https://openalex.org/G2257316385","display_name":null,"funder_award_id":"LY20E080023","funder_id":"https://openalex.org/F4320338464","funder_display_name":"Natural Science Foundation of Zhejiang Province"},{"id":"https://openalex.org/G3577923441","display_name":null,"funder_award_id":"U1811463","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4822490072","display_name":null,"funder_award_id":"2018YFB1004803","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G5728061298","display_name":null,"funder_award_id":"52072343","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"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320338464","display_name":"Natural Science Foundation of Zhejiang Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W1486317198","https://openalex.org/W1969017764","https://openalex.org/W1976180439","https://openalex.org/W2002803284","https://openalex.org/W2030808931","https://openalex.org/W2036405443","https://openalex.org/W2047109571","https://openalex.org/W2064675550","https://openalex.org/W2096430759","https://openalex.org/W2119523409","https://openalex.org/W2136944193","https://openalex.org/W2139728973","https://openalex.org/W2145143778","https://openalex.org/W2146454297","https://openalex.org/W2154851992","https://openalex.org/W2210077926","https://openalex.org/W2395900906","https://openalex.org/W2523458598","https://openalex.org/W2528059250","https://openalex.org/W2542700999","https://openalex.org/W2751245796","https://openalex.org/W2770423710","https://openalex.org/W2804983553","https://openalex.org/W2885060261","https://openalex.org/W2915117209","https://openalex.org/W2937353439","https://openalex.org/W2945442007","https://openalex.org/W2952711683","https://openalex.org/W2964015378","https://openalex.org/W2983307096","https://openalex.org/W2989915408","https://openalex.org/W2999179865","https://openalex.org/W3006982823","https://openalex.org/W3018779742","https://openalex.org/W3038142337","https://openalex.org/W3039492319","https://openalex.org/W3091266930","https://openalex.org/W3097662863","https://openalex.org/W3104097132","https://openalex.org/W4232929002","https://openalex.org/W6631190155","https://openalex.org/W6685961532","https://openalex.org/W6688475801","https://openalex.org/W6726873649","https://openalex.org/W6738964360","https://openalex.org/W6752248982"],"related_works":["https://openalex.org/W2005409769","https://openalex.org/W2410941711","https://openalex.org/W2009112536","https://openalex.org/W4386289889","https://openalex.org/W2945875309","https://openalex.org/W3117279048","https://openalex.org/W4389949262","https://openalex.org/W2587362999","https://openalex.org/W4297099588","https://openalex.org/W2898775471"],"abstract_inverted_index":{"This":[0],"paper":[1],"proposes":[2],"a":[3,48,84,89,104,109,112,116],"parallel":[4,90],"recommendation":[5,23,102,146],"engine,":[6],"PRECOM,":[7],"for":[8,40],"traffic":[9,17,35,43,162],"control":[10,32,156],"operations":[11],"to":[12,34,56,75,152],"mitigate":[13],"congestion":[14,54],"of":[15,62,128,161],"road":[16,49],"in":[18,27,66,100,125,158],"the":[19,60,67,70,101,126,145,153,159],"metropolitan":[20],"area.":[21],"The":[22,119,137],"engine":[24],"can":[25,148],"provide,":[26],"real-time,":[28],"effective":[29,150],"and":[30,88,115,134,142,165],"optimal":[31],"plans":[33,45],"engineers,":[36],"who":[37],"are":[38,98,140],"responsible":[39],"manually":[41],"calibrating":[42],"signal":[44],"especially":[46],"when":[47],"network":[50],"suffers":[51],"from":[52],"heavy":[53],"due":[55],"disruptive":[57],"events.":[58],"With":[59],"idea":[61],"incorporating":[63],"expert":[64],"knowledge":[65],"operation":[68],"loop,":[69],"PRECOM":[71,120],"system":[72,82,121,147],"is":[73],"designed":[74],"include":[76],"three":[77,94],"conceptual":[78],"components:":[79],"an":[80],"artificial":[81],"model,":[83,111],"computational":[85],"experiment":[86],"module,":[87],"execution":[91],"module.":[92],"Meanwhile,":[93],"essential":[95],"algorithmic":[96],"steps":[97],"implemented":[99],"engine:":[103],"candidate":[105],"generator":[106],"based":[107],"on":[108],"graph":[110],"spatiotemporal":[113],"ranker,":[114],"context-aware":[117],"re-ranker.":[118],"has":[122],"been":[123],"deployed":[124],"city":[127],"Hangzhou,":[129],"China,":[130],"through":[131],"both":[132],"offline":[133],"online":[135],"evaluation.":[136],"experimental":[138],"results":[139],"promising,":[141],"prove":[143],"that":[144],"provide":[149],"support":[151],"current":[154],"human-in-the-loop":[155],"scheme":[157],"practice":[160],"control,":[163],"operations,":[164],"management.":[166]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":7}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}