{"id":"https://openalex.org/W4392293196","doi":"https://doi.org/10.7717/peerj-cs.1913","title":"Dynamic multiple-graph spatial-temporal synchronous aggregation framework for traffic prediction in intelligent transportation systems","display_name":"Dynamic multiple-graph spatial-temporal synchronous aggregation framework for traffic prediction in intelligent transportation systems","publication_year":2024,"publication_date":"2024-02-29","ids":{"openalex":"https://openalex.org/W4392293196","doi":"https://doi.org/10.7717/peerj-cs.1913","pmid":"https://pubmed.ncbi.nlm.nih.gov/38435566"},"language":"en","primary_location":{"id":"doi:10.7717/peerj-cs.1913","is_oa":true,"landing_page_url":"https://doi.org/10.7717/peerj-cs.1913","pdf_url":null,"source":{"id":"https://openalex.org/S4210178049","display_name":"PeerJ Computer Science","issn_l":"2376-5992","issn":["2376-5992"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320104","host_organization_name":"PeerJ, Inc.","host_organization_lineage":["https://openalex.org/P4310320104"],"host_organization_lineage_names":["PeerJ, Inc."],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PeerJ Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.7717/peerj-cs.1913","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102876841","display_name":"Xian Yu","orcid":"https://orcid.org/0009-0008-6084-8528"},"institutions":[{"id":"https://openalex.org/I199305430","display_name":"Nantong University","ror":"https://ror.org/02afcvw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I199305430"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xian Yu","raw_affiliation_strings":["School of Information Science and Technology, Nantong University, Nantong, Jiangsu, China","Xinglin College, Nantong University, Nantong, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Nantong University, Nantong, Jiangsu, China","institution_ids":["https://openalex.org/I199305430"]},{"raw_affiliation_string":"Xinglin College, Nantong University, Nantong, Jiangsu, China","institution_ids":["https://openalex.org/I199305430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061702931","display_name":"Yinxin Bao","orcid":"https://orcid.org/0000-0002-8830-0678"},"institutions":[{"id":"https://openalex.org/I199305430","display_name":"Nantong University","ror":"https://ror.org/02afcvw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I199305430"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yinxin Bao","raw_affiliation_strings":["School of Information Science and Technology, Nantong University, Nantong, Jiangsu, China"],"raw_orcid":"https://orcid.org/0000-0002-8830-0678","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Nantong University, Nantong, Jiangsu, China","institution_ids":["https://openalex.org/I199305430"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090540721","display_name":"Quan Shi","orcid":"https://orcid.org/0000-0002-4614-1023"},"institutions":[{"id":"https://openalex.org/I199305430","display_name":"Nantong University","ror":"https://ror.org/02afcvw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I199305430"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Quan Shi","raw_affiliation_strings":["School of Information Science and Technology, Nantong University, Nantong, Jiangsu, China","School of Transportation and Civil Engineering, Nantong University, Nantong, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Nantong University, Nantong, Jiangsu, China","institution_ids":["https://openalex.org/I199305430"]},{"raw_affiliation_string":"School of Transportation and Civil Engineering, Nantong University, Nantong, Jiangsu, China","institution_ids":["https://openalex.org/I199305430"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I199305430"],"apc_list":{"value":1395,"currency":"USD","value_usd":1395},"apc_paid":{"value":1395,"currency":"USD","value_usd":1395},"fwci":1.2777,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.76510253,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"10","issue":null,"first_page":"e1913","last_page":"e1913"},"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/T10698","display_name":"Transportation Planning and Optimization","score":0.9965000152587891,"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/T10524","display_name":"Traffic control and management","score":0.9915000200271606,"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/computer-science","display_name":"Computer science","score":0.7876118421554565},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.6157993078231812},{"id":"https://openalex.org/keywords/intelligent-transportation-system","display_name":"Intelligent transportation system","score":0.5560594201087952},{"id":"https://openalex.org/keywords/temporal-database","display_name":"Temporal database","score":0.5057837963104248},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.45143207907676697},{"id":"https://openalex.org/keywords/spatial-analysis","display_name":"Spatial analysis","score":0.419174462556839},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.343586266040802},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.32399892807006836},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.2556998133659363},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09442278742790222},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.08447358012199402}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7876118421554565},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.6157993078231812},{"id":"https://openalex.org/C47796450","wikidata":"https://www.wikidata.org/wiki/Q508378","display_name":"Intelligent transportation system","level":2,"score":0.5560594201087952},{"id":"https://openalex.org/C77277458","wikidata":"https://www.wikidata.org/wiki/Q1969246","display_name":"Temporal database","level":2,"score":0.5057837963104248},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.45143207907676697},{"id":"https://openalex.org/C159620131","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Spatial analysis","level":2,"score":0.419174462556839},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.343586266040802},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.32399892807006836},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.2556998133659363},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09442278742790222},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.08447358012199402},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.0},{"id":"https://openalex.org/C147176958","wikidata":"https://www.wikidata.org/wiki/Q77590","display_name":"Civil engineering","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.7717/peerj-cs.1913","is_oa":true,"landing_page_url":"https://doi.org/10.7717/peerj-cs.1913","pdf_url":null,"source":{"id":"https://openalex.org/S4210178049","display_name":"PeerJ Computer Science","issn_l":"2376-5992","issn":["2376-5992"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320104","host_organization_name":"PeerJ, Inc.","host_organization_lineage":["https://openalex.org/P4310320104"],"host_organization_lineage_names":["PeerJ, Inc."],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PeerJ Computer Science","raw_type":"journal-article"},{"id":"pmid:38435566","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38435566","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PeerJ. Computer science","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10909200","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10909200","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10909200/pdf/peerj-cs-10-1913.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"PeerJ Comput Sci","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:97b20ceca507460bb618494e201442ed","is_oa":false,"landing_page_url":"https://doaj.org/article/97b20ceca507460bb618494e201442ed","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"PeerJ Computer Science, Vol 10, p e1913 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.7717/peerj-cs.1913","is_oa":true,"landing_page_url":"https://doi.org/10.7717/peerj-cs.1913","pdf_url":null,"source":{"id":"https://openalex.org/S4210178049","display_name":"PeerJ Computer Science","issn_l":"2376-5992","issn":["2376-5992"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320104","host_organization_name":"PeerJ, Inc.","host_organization_lineage":["https://openalex.org/P4310320104"],"host_organization_lineage_names":["PeerJ, Inc."],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PeerJ Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5799999833106995,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"awards":[{"id":"https://openalex.org/G980063043","display_name":"\u9762\u5411\u6d41\u91cf\u9884\u6d4b\u7684\u4ea4\u901a\u667a\u8111\u5173\u952e\u6280\u672f\u7814\u7a76","funder_award_id":"61771265","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/F4320321605","display_name":"Government of Jiangsu Province","ror":"https://ror.org/004svx814"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":62,"referenced_works":["https://openalex.org/W1662382123","https://openalex.org/W2130942839","https://openalex.org/W2465015709","https://openalex.org/W2572939427","https://openalex.org/W2901504064","https://openalex.org/W2903871660","https://openalex.org/W2963358464","https://openalex.org/W2964015378","https://openalex.org/W2964321699","https://openalex.org/W2965341826","https://openalex.org/W2996847713","https://openalex.org/W2997848713","https://openalex.org/W3012140785","https://openalex.org/W3026400623","https://openalex.org/W3092125438","https://openalex.org/W3092476034","https://openalex.org/W3103720336","https://openalex.org/W3109074851","https://openalex.org/W3133663379","https://openalex.org/W3135400423","https://openalex.org/W3174022889","https://openalex.org/W3193512724","https://openalex.org/W3215493153","https://openalex.org/W4206151722","https://openalex.org/W4210655697","https://openalex.org/W4211213044","https://openalex.org/W4212805305","https://openalex.org/W4213015446","https://openalex.org/W4213090353","https://openalex.org/W4221032654","https://openalex.org/W4280581140","https://openalex.org/W4291910343","https://openalex.org/W4292262737","https://openalex.org/W4292387507","https://openalex.org/W4293582934","https://openalex.org/W4294310679","https://openalex.org/W4294310914","https://openalex.org/W4294558607","https://openalex.org/W4297733535","https://openalex.org/W4309734258","https://openalex.org/W4312493300","https://openalex.org/W4313598771","https://openalex.org/W4320232838","https://openalex.org/W4323519319","https://openalex.org/W4328103753","https://openalex.org/W4379116774","https://openalex.org/W4385343305","https://openalex.org/W4390603637","https://openalex.org/W6637178625","https://openalex.org/W6679436768","https://openalex.org/W6719270105","https://openalex.org/W6720006811","https://openalex.org/W6726873649","https://openalex.org/W6731671061","https://openalex.org/W6738964360","https://openalex.org/W6746015598","https://openalex.org/W6757242954","https://openalex.org/W6762978078","https://openalex.org/W6770750589","https://openalex.org/W6772631766","https://openalex.org/W6785773631","https://openalex.org/W6787016461"],"related_works":["https://openalex.org/W2347703430","https://openalex.org/W3148227991","https://openalex.org/W3001521712","https://openalex.org/W4210727352","https://openalex.org/W2380470746","https://openalex.org/W1486593826","https://openalex.org/W4250495829","https://openalex.org/W2092017824","https://openalex.org/W2521728836","https://openalex.org/W2134683619"],"abstract_inverted_index":{"Accurate":[0],"traffic":[1,109,124],"prediction":[2,31,110],"contributes":[3],"significantly":[4],"to":[5,16,42,58,68,121,135,147,168,191],"the":[6,23,69,75,94,161,192],"success":[7],"of":[8,26,77,156],"intelligent":[9],"transportation":[10],"systems":[11],"(ITS),":[12],"which":[13],"enables":[14],"ITS":[15],"rationally":[17],"deploy":[18],"road":[19,27],"resources":[20],"and":[21,55,129,143,160],"enhance":[22],"utilization":[24],"efficiency":[25],"networks.":[28],"Improvements":[29],"in":[30,80,87],"performance":[32],"are":[33,166],"evident":[34],"by":[35,188],"utilizing":[36],"synchronized":[37],"rather":[38],"than":[39],"stepwise":[40],"components":[41],"model":[43,99,186],"spatial-temporal":[44,60,81,89,103,149,157],"correlations.":[45],"Some":[46],"existing":[47],"studies":[48],"have":[49],"designed":[50,167],"graph":[51],"structures":[52],"containing":[53],"spatial":[54,142],"temporal":[56,144],"attributes":[57],"achieve":[59],"synchronous":[61,82,90,104,158,163],"learning.":[62],"However,":[63],"two":[64,154],"challenges":[65],"remain":[66],"due":[67],"intricate":[70],"dynamics:":[71],"(a)":[72],"Accounting":[73],"for":[74,108],"impact":[76],"external":[78,127],"factors":[79,128],"modeling.":[83],"(b)":[84],"Multiple":[85],"perspectives":[86],"constructing":[88],"graphs.":[91],"To":[92],"address":[93],"mentioned":[95],"limitations,":[96],"a":[97,116],"novel":[98],"named":[100],"dynamic":[101],"multiple-graph":[102],"aggregation":[105,164],"framework":[106],"(DMSTSAF)":[107],"is":[111],"proposed.":[112],"Specifically,":[113],"DMSTSAF":[114,139],"utilizes":[115],"feature":[117],"augmentation":[118],"module":[119],"(FAM)":[120],"adaptively":[122],"incorporate":[123],"data":[125],"with":[126],"generate":[130],"fused":[131],"features":[132,172],"as":[133],"inputs":[134],"subsequent":[136],"modules.":[137],"Moreover,":[138],"introduces":[140],"diverse":[141],"graphs":[145,159],"according":[146],"different":[148],"relationships.":[150],"Based":[151],"on":[152,179],"this,":[153],"types":[155],"corresponding":[162],"modules":[165],"simultaneously":[169],"extract":[170],"hidden":[171],"from":[173],"various":[174],"aspects.":[175],"Extensive":[176],"experiments":[177],"constructed":[178],"four":[180],"real-world":[181],"datasets":[182],"indicate":[183],"that":[184],"our":[185],"improves":[187],"3.68-8.54%":[189],"compared":[190],"state-of-the-art":[193],"baseline.":[194]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}