{"id":"https://openalex.org/W4403331600","doi":"https://doi.org/10.1109/jiot.2024.3479221","title":"Vehicular Speed Prediction Method for Highway Scenarios Based on Spatiotemporal Graph Convolutional Networks and Potential Field Theory","display_name":"Vehicular Speed Prediction Method for Highway Scenarios Based on Spatiotemporal Graph Convolutional Networks and Potential Field Theory","publication_year":2024,"publication_date":"2024-10-11","ids":{"openalex":"https://openalex.org/W4403331600","doi":"https://doi.org/10.1109/jiot.2024.3479221"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2024.3479221","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3479221","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","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/A5103033142","display_name":"Linheng Li","orcid":"https://orcid.org/0000-0002-9244-739X"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Linheng Li","raw_affiliation_strings":["School of Transportation, Southeast University, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-9244-739X","affiliations":[{"raw_affiliation_string":"School of Transportation, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047718526","display_name":"Bocheng An","orcid":"https://orcid.org/0000-0003-2632-2748"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bocheng An","raw_affiliation_strings":["School of Transportation, Southeast University, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0003-2632-2748","affiliations":[{"raw_affiliation_string":"School of Transportation, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Dapeng Zhang","orcid":"https://orcid.org/0000-0003-4271-3896"},"institutions":[{"id":"https://openalex.org/I204831749","display_name":"Southwestern University of Finance and Economics","ror":"https://ror.org/04ewct822","country_code":"CN","type":"education","lineage":["https://openalex.org/I204831749"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dapeng Zhang","raw_affiliation_strings":["School of Management Science and Engineering, Southwestern University of Finance and Economics, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0003-4271-3896","affiliations":[{"raw_affiliation_string":"School of Management Science and Engineering, Southwestern University of Finance and Economics, Chengdu, China","institution_ids":["https://openalex.org/I204831749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043931858","display_name":"Rui Gan","orcid":"https://orcid.org/0009-0007-1344-9703"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui Gan","raw_affiliation_strings":["School of Transportation, Southeast University, Nanjing, China"],"raw_orcid":"https://orcid.org/0009-0007-1344-9703","affiliations":[{"raw_affiliation_string":"School of Transportation, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051633497","display_name":"Zhi Zhou","orcid":"https://orcid.org/0000-0001-6245-249X"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhi Zhou","raw_affiliation_strings":["School of Transportation, Southeast University, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0001-6245-249X","affiliations":[{"raw_affiliation_string":"School of Transportation, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033108732","display_name":"Xu Qu","orcid":"https://orcid.org/0000-0003-3256-8920"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Qu","raw_affiliation_strings":["School of Transportation, Southeast University, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0003-3256-8920","affiliations":[{"raw_affiliation_string":"School of Transportation, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101811648","display_name":"Bin Ran","orcid":"https://orcid.org/0000-0002-0845-8716"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Ran","raw_affiliation_strings":["School of Transportation, Southeast University, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-0845-8716","affiliations":[{"raw_affiliation_string":"School of Transportation, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.7009,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.69711509,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"12","issue":"3","first_page":"3330","last_page":"3349"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9545000195503235,"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":0.9545000195503235,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8101873993873596},{"id":"https://openalex.org/keywords/graph-theory","display_name":"Graph theory","score":0.5717476606369019},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.53776615858078},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5300816297531128},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.34725409746170044},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32700833678245544},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.322040855884552}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8101873993873596},{"id":"https://openalex.org/C88230418","wikidata":"https://www.wikidata.org/wiki/Q131476","display_name":"Graph theory","level":2,"score":0.5717476606369019},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.53776615858078},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5300816297531128},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.34725409746170044},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32700833678245544},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.322040855884552},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2024.3479221","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3479221","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.5400000214576721,"id":"https://metadata.un.org/sdg/11"}],"awards":[{"id":"https://openalex.org/G2055296752","display_name":null,"funder_award_id":"52202408","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3703825916","display_name":null,"funder_award_id":"2022M720719","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G4446762355","display_name":null,"funder_award_id":"No. 72301217","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5519796235","display_name":null,"funder_award_id":"No. 2022M720719","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G791715459","display_name":null,"funder_award_id":"No. 52202408","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8345756075","display_name":null,"funder_award_id":"72301217","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/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":68,"referenced_works":["https://openalex.org/W1592568942","https://openalex.org/W1992085841","https://openalex.org/W2007700466","https://openalex.org/W2008039411","https://openalex.org/W2015368813","https://openalex.org/W2033024690","https://openalex.org/W2090023516","https://openalex.org/W2097545165","https://openalex.org/W2135956515","https://openalex.org/W2153220949","https://openalex.org/W2163590332","https://openalex.org/W2471814839","https://openalex.org/W2515228735","https://openalex.org/W2754981972","https://openalex.org/W2755552418","https://openalex.org/W2784715585","https://openalex.org/W2803184913","https://openalex.org/W2891421914","https://openalex.org/W2896093746","https://openalex.org/W2896642734","https://openalex.org/W2912553060","https://openalex.org/W2932960505","https://openalex.org/W2940129212","https://openalex.org/W2946476763","https://openalex.org/W2954253041","https://openalex.org/W2957228561","https://openalex.org/W2963906196","https://openalex.org/W2965159070","https://openalex.org/W2975767248","https://openalex.org/W3021299294","https://openalex.org/W3027664001","https://openalex.org/W3033865065","https://openalex.org/W3044934783","https://openalex.org/W3048286597","https://openalex.org/W3081613680","https://openalex.org/W3093490793","https://openalex.org/W3096030871","https://openalex.org/W3096604274","https://openalex.org/W3108897154","https://openalex.org/W3128196514","https://openalex.org/W3134923239","https://openalex.org/W3136121014","https://openalex.org/W3167586364","https://openalex.org/W3185561982","https://openalex.org/W3193820759","https://openalex.org/W3201859961","https://openalex.org/W3209557382","https://openalex.org/W4214940160","https://openalex.org/W4224935413","https://openalex.org/W4225754812","https://openalex.org/W4226051392","https://openalex.org/W4247561505","https://openalex.org/W4280581140","https://openalex.org/W4285212922","https://openalex.org/W4285307478","https://openalex.org/W4289313561","https://openalex.org/W4289812580","https://openalex.org/W4308491181","https://openalex.org/W4310121810","https://openalex.org/W4311246402","https://openalex.org/W4313200381","https://openalex.org/W4385657669","https://openalex.org/W4386570969","https://openalex.org/W6685514438","https://openalex.org/W6774042139","https://openalex.org/W6777902602","https://openalex.org/W6785773631","https://openalex.org/W6842434084"],"related_works":["https://openalex.org/W2938786841","https://openalex.org/W2982120024","https://openalex.org/W4401959232","https://openalex.org/W2038629209","https://openalex.org/W2059761707","https://openalex.org/W2532801570","https://openalex.org/W4385627933","https://openalex.org/W2480127678","https://openalex.org/W2806270048","https://openalex.org/W4310605282"],"abstract_inverted_index":{"Traffic":[0],"flow":[1],"analysis":[2],"largely":[3],"depends":[4],"on":[5,53,168],"accurate":[6],"predictions":[7],"of":[8,17,43,93,110,119,129,188,201],"microscopic":[9],"speed.":[10],"Due":[11],"to":[12,39,82,105,154,197],"the":[13,41,54,76,84,88,96,101,107,117,124,127,147,156,179,199,204,209],"complexity":[14],"and":[15,90,208],"stochastic":[16],"real-world":[18,170],"driving":[19],"environments,":[20],"traditional":[21],"model-driven":[22],"methods":[23,31],"face":[24],"significant":[25],"challenges.":[26],"In":[27,68,95,123],"recent":[28],"years,":[29],"data-driven":[30],"that":[32,178],"combine":[33],"advanced":[34],"intelligent":[35],"algorithms":[36],"have":[37],"emerged":[38],"address":[40,155],"issue":[42],"vehicle":[44,77,85,131,157,171,210],"speed":[45,158],"prediction.":[46],"However,":[47],"most":[48],"existing":[49],"studies":[50,194],"primarily":[51],"focus":[52],"static":[55],"spatiotemporal":[56,66],"relationships":[57],"between":[58],"vehicles,":[59],"with":[60],"only":[61],"a":[62,71,141],"few":[63],"exploring":[64],"dynamic":[65,148],"correlations.":[67],"this":[69],"study,":[70],"new":[72],"graph":[73,150,212],"structure,":[74],"named":[75,146],"generalized-dynamic":[78,211],"graph,":[79],"is":[80,164],"constructed":[81],"characterize":[83],"trajectory,":[86],"emphasizing":[87],"spatial":[89,97],"temporal":[91,125],"evolution":[92],"vehicles.":[94,122],"dimension,":[98,126],"we":[99,139],"employ":[100],"potential":[102,205],"field":[103,108,206],"theory":[104],"compute":[106],"strength":[109],"vehicles":[111],"in":[112,186],"different":[113,133,202],"motion":[114],"states,":[115],"enhancing":[116],"description":[118],"interdependencies":[120],"among":[121],"movements":[128],"each":[130],"at":[132],"time":[134],"points":[135],"are":[136,195],"interrelated.":[137],"Furthermore,":[138],"propose":[140],"novel":[142],"neural":[143],"network":[144,152],"architecture,":[145],"edge":[149],"convolutional":[151],"(DEGCN),":[153],"prediction":[159,189],"problem.":[160],"The":[161,174],"DEGCN":[162],"model":[163,181],"evaluated":[165],"through":[166],"experiments":[167],"three":[169],"trajectory":[172],"datasets.":[173],"experimental":[175],"results":[176],"demonstrate":[177],"proposed":[180],"outperforms":[182],"other":[183],"baseline":[184],"models":[185],"terms":[187],"performance.":[190],"Additionally,":[191],"various":[192],"ablation":[193],"conducted":[196],"evaluate":[198],"effectiveness":[200],"components,":[203],"theory,":[207],"structure.":[213]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}