{"id":"https://openalex.org/W4385270708","doi":"https://doi.org/10.1109/uv56588.2022.10185475","title":"SSTCU:A Spatial-Temporal Correlation Unit based Traffic Flow Prediction Approach","display_name":"SSTCU:A Spatial-Temporal Correlation Unit based Traffic Flow Prediction Approach","publication_year":2022,"publication_date":"2022-10-22","ids":{"openalex":"https://openalex.org/W4385270708","doi":"https://doi.org/10.1109/uv56588.2022.10185475"},"language":"en","primary_location":{"id":"doi:10.1109/uv56588.2022.10185475","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/uv56588.2022.10185475","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 6th International Conference on Universal Village (UV)","raw_type":"proceedings-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/A5101759152","display_name":"Yao Liu","orcid":"https://orcid.org/0009-0009-8711-6201"},"institutions":[{"id":"https://openalex.org/I4210108865","display_name":"Zhejiang Institute of Communications","ror":"https://ror.org/01q17sd51","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210108865"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yao Liu","raw_affiliation_strings":["Intelligent Transportation Institute of Zhejiang Communications Investment Group, Co., Ltd,Hangzhou,China","Intelligent Transportation Institute of Zhejiang Communications Investment Group, Co., Ltd, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Intelligent Transportation Institute of Zhejiang Communications Investment Group, Co., Ltd,Hangzhou,China","institution_ids":["https://openalex.org/I4210108865"]},{"raw_affiliation_string":"Intelligent Transportation Institute of Zhejiang Communications Investment Group, Co., Ltd, Hangzhou, China","institution_ids":["https://openalex.org/I4210108865"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057222259","display_name":"Xiyu Chen","orcid":"https://orcid.org/0000-0003-0987-6802"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]},{"id":"https://openalex.org/I4210132079","display_name":"Hangzhou Wanxiang Polytechnic","ror":"https://ror.org/03sxnxp24","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210132079"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiyu Chen","raw_affiliation_strings":["Polytechnic Institute Zhejiang University,Hangzhou,China","Polytechnic Institute Zhejiang University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Polytechnic Institute Zhejiang University,Hangzhou,China","institution_ids":["https://openalex.org/I4210132079","https://openalex.org/I76130692"]},{"raw_affiliation_string":"Polytechnic Institute Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I4210132079","https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083202220","display_name":"Zhongfu Jin","orcid":null},"institutions":[{"id":"https://openalex.org/I4210108865","display_name":"Zhejiang Institute of Communications","ror":"https://ror.org/01q17sd51","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210108865"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongfu Jin","raw_affiliation_strings":["Intelligent Transportation Institute of Zhejiang Communications Investment Group, Co., Ltd,Hangzhou,China","Intelligent Transportation Institute of Zhejiang Communications Investment Group, Co., Ltd, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Intelligent Transportation Institute of Zhejiang Communications Investment Group, Co., Ltd,Hangzhou,China","institution_ids":["https://openalex.org/I4210108865"]},{"raw_affiliation_string":"Intelligent Transportation Institute of Zhejiang Communications Investment Group, Co., Ltd, Hangzhou, China","institution_ids":["https://openalex.org/I4210108865"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100412278","display_name":"Yujie Zhang","orcid":"https://orcid.org/0000-0002-4375-0149"},"institutions":[{"id":"https://openalex.org/I4210108865","display_name":"Zhejiang Institute of Communications","ror":"https://ror.org/01q17sd51","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210108865"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yujie Zhang","raw_affiliation_strings":["Intelligent Transportation Institute of Zhejiang Communications Investment Group, Co., Ltd,Hangzhou,China","Intelligent Transportation Institute of Zhejiang Communications Investment Group, Co., Ltd, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Intelligent Transportation Institute of Zhejiang Communications Investment Group, Co., Ltd,Hangzhou,China","institution_ids":["https://openalex.org/I4210108865"]},{"raw_affiliation_string":"Intelligent Transportation Institute of Zhejiang Communications Investment Group, Co., Ltd, Hangzhou, China","institution_ids":["https://openalex.org/I4210108865"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041913544","display_name":"Jiandang Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]},{"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":"Jiandang Yang","raw_affiliation_strings":["Zhejiang University,Collge of Control Science and Engineering,Hangzhou,China","Collge of Control Science and Engineering, Zhejiang University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Zhejiang University,Collge of Control Science and Engineering,Hangzhou,China","institution_ids":["https://openalex.org/I76130692","https://openalex.org/I55712492"]},{"raw_affiliation_string":"Collge of Control Science and Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101759152"],"corresponding_institution_ids":["https://openalex.org/I4210108865"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.19608376,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"30","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":1.0,"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":1.0,"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":0.9951000213623047,"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":0.993399977684021,"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":0.778520405292511},{"id":"https://openalex.org/keywords/spatial-correlation","display_name":"Spatial correlation","score":0.6528710126876831},{"id":"https://openalex.org/keywords/autocorrelation","display_name":"Autocorrelation","score":0.6327235102653503},{"id":"https://openalex.org/keywords/spatial-analysis","display_name":"Spatial analysis","score":0.5397201180458069},{"id":"https://openalex.org/keywords/correlation","display_name":"Correlation","score":0.4599769115447998},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45976418256759644},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.44570860266685486},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4038035571575165},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.365291953086853},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.2095290720462799},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.10543230175971985},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09892314672470093}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.778520405292511},{"id":"https://openalex.org/C150060386","wikidata":"https://www.wikidata.org/wiki/Q7574054","display_name":"Spatial correlation","level":2,"score":0.6528710126876831},{"id":"https://openalex.org/C5297727","wikidata":"https://www.wikidata.org/wiki/Q786970","display_name":"Autocorrelation","level":2,"score":0.6327235102653503},{"id":"https://openalex.org/C159620131","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Spatial analysis","level":2,"score":0.5397201180458069},{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.4599769115447998},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45976418256759644},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.44570860266685486},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4038035571575165},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.365291953086853},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2095290720462799},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.10543230175971985},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09892314672470093},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/uv56588.2022.10185475","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/uv56588.2022.10185475","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 6th International Conference on Universal Village (UV)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.6399999856948853,"id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320337504","display_name":"Research and Development","ror":"https://ror.org/027s68j25"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W2025391890","https://openalex.org/W2069143585","https://openalex.org/W2097498150","https://openalex.org/W2116341502","https://openalex.org/W2171234954","https://openalex.org/W2802508687","https://openalex.org/W2889230014","https://openalex.org/W2903871660","https://openalex.org/W2921685418","https://openalex.org/W2962790412","https://openalex.org/W2963358464","https://openalex.org/W2970157301","https://openalex.org/W2997848713","https://openalex.org/W3038981236","https://openalex.org/W3103720336","https://openalex.org/W3177318507","https://openalex.org/W3212890323","https://openalex.org/W4297733535","https://openalex.org/W4385245566","https://openalex.org/W6739901393","https://openalex.org/W6746015598","https://openalex.org/W6767278793","https://openalex.org/W6780221082","https://openalex.org/W6785773631","https://openalex.org/W6797155008"],"related_works":["https://openalex.org/W122018179","https://openalex.org/W2058740861","https://openalex.org/W1988032185","https://openalex.org/W2530088135","https://openalex.org/W2898021863","https://openalex.org/W3003272824","https://openalex.org/W2521335480","https://openalex.org/W3121692546","https://openalex.org/W2611370603","https://openalex.org/W2481566011"],"abstract_inverted_index":{"Traffic":[0],"flow":[1,86],"prediction":[2,87],"is":[3],"a":[4,37,46,59,72,84,90,100,160],"crucial":[5],"application":[6],"in":[7],"traffic":[8,69,85],"guidance":[9],"and":[10,71,104,127],"control.":[11],"Existing":[12],"approaches":[13],"rarely":[14],"consider":[15],"the":[16,28,54,65,78,108,113,121,125,138,141,147,151,155],"dynamically":[17],"correlated":[18],"spatial-temporal":[19,29,80],"features":[20,30],"between":[21,31,56,67],"multiple":[22,32],"road":[23,33],"segments.":[24],"To":[25],"effectively":[26],"capture":[27],"segments,":[34],"we":[35,145],"propose":[36],"novel":[38],"approach,":[39],"Spatial-Temporal":[40],"Correlation":[41],"Unit":[42],"(STCU).":[43],"STCU":[44,92,96,142],"utilizes":[45],"fast":[47],"Fourier":[48],"transform-based":[49],"autocorrelation":[50],"mechanism":[51,62],"to":[52,63,76,111,136,153],"extract":[53,64],"correlations":[55,66],"temporal":[57],"sequences,":[58],"graph":[60],"attention":[61],"spatial":[68],"monitors,":[70],"feedforward":[73],"neural":[74],"network":[75],"fuse":[77],"interacting":[79],"correlations.":[81],"We":[82,98,131],"construct":[83],"model":[88,152],"with":[89,107],"stacked":[91],"module":[93],"called":[94],"Sequential":[95],"(SSTCU).":[97],"conduct":[99,133],"lot":[101],"of":[102,115,140,150],"experiments":[103,135],"compared":[105],"them":[106],"several":[109],"baselines":[110,126],"verify":[112,137],"effectiveness":[114,139],"SSTCU.":[116],"The":[117],"results":[118],"show":[119],"that":[120],"proposed":[122],"method":[123],"outperforms":[124],"achieves":[128],"state-of-the-art":[129],"performance.":[130],"also":[132],"ablation":[134],"module.":[143],"Moreover,":[144],"change":[146],"layer":[148],"depth":[149],"find":[154],"most":[156],"efficient":[157],"setting":[158],"for":[159],"computation":[161],"efficiency":[162],"consideration.":[163]},"counts_by_year":[],"updated_date":"2025-12-24T23:09:58.560324","created_date":"2025-10-10T00:00:00"}