{"id":"https://openalex.org/W4385834251","doi":"https://doi.org/10.1109/access.2023.3305398","title":"Improved Long Short-Term Memory-Based Periodic Traffic Volume Prediction Method","display_name":"Improved Long Short-Term Memory-Based Periodic Traffic Volume Prediction Method","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4385834251","doi":"https://doi.org/10.1109/access.2023.3305398"},"language":"en","primary_location":{"id":"doi:10.1109/access.2023.3305398","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3305398","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10217797.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10217797.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101474133","display_name":"Yuguang Chen","orcid":"https://orcid.org/0009-0007-5915-2358"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuguang Chen","raw_affiliation_strings":["Faculty of Transportation Engineering, Kunming University of Science and Technology, Kunming, China"],"raw_orcid":"https://orcid.org/0009-0007-5915-2358","affiliations":[{"raw_affiliation_string":"Faculty of Transportation Engineering, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054303425","display_name":"Jincheng Guo","orcid":"https://orcid.org/0009-0005-7619-351X"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jincheng Guo","raw_affiliation_strings":["Faculty of Transportation Engineering, Kunming University of Science and Technology, Kunming, China"],"raw_orcid":"https://orcid.org/0009-0005-7619-351X","affiliations":[{"raw_affiliation_string":"Faculty of Transportation Engineering, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080910973","display_name":"Hongbin Xu","orcid":"https://orcid.org/0000-0002-2688-839X"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongbin Xu","raw_affiliation_strings":["Faculty of Transportation Engineering, Kunming University of Science and Technology, Kunming, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Transportation Engineering, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104103736","display_name":"Jintao Huang","orcid":"https://orcid.org/0009-0001-1654-8615"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jintao Huang","raw_affiliation_strings":["Faculty of Transportation Engineering, Kunming University of Science and Technology, Kunming, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Transportation Engineering, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046356365","display_name":"Linyong Su","orcid":null},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Linyong Su","raw_affiliation_strings":["Faculty of Transportation Engineering, Kunming University of Science and Technology, Kunming, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Transportation Engineering, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I10660446"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.8411,"has_fulltext":true,"cited_by_count":20,"citation_normalized_percentile":{"value":0.89861793,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"11","issue":null,"first_page":"103502","last_page":"103510"},"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":0.9986000061035156,"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":0.9952999949455261,"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":0.7235939502716064},{"id":"https://openalex.org/keywords/queue","display_name":"Queue","score":0.7153506278991699},{"id":"https://openalex.org/keywords/intersection","display_name":"Intersection (aeronautics)","score":0.6653321981430054},{"id":"https://openalex.org/keywords/traffic-flow","display_name":"Traffic flow (computer networking)","score":0.6486696004867554},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.5579840540885925},{"id":"https://openalex.org/keywords/volume","display_name":"Volume (thermodynamics)","score":0.5143173933029175},{"id":"https://openalex.org/keywords/traffic-volume","display_name":"Traffic volume","score":0.494170218706131},{"id":"https://openalex.org/keywords/signal-timing","display_name":"Signal timing","score":0.49068009853363037},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.47620996832847595},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.46857523918151855},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4183214008808136},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.36885738372802734},{"id":"https://openalex.org/keywords/traffic-signal","display_name":"Traffic signal","score":0.26361197233200073},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11729598045349121}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7235939502716064},{"id":"https://openalex.org/C160403385","wikidata":"https://www.wikidata.org/wiki/Q220543","display_name":"Queue","level":2,"score":0.7153506278991699},{"id":"https://openalex.org/C64543145","wikidata":"https://www.wikidata.org/wiki/Q162942","display_name":"Intersection (aeronautics)","level":2,"score":0.6653321981430054},{"id":"https://openalex.org/C207512268","wikidata":"https://www.wikidata.org/wiki/Q3074551","display_name":"Traffic flow (computer networking)","level":2,"score":0.6486696004867554},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.5579840540885925},{"id":"https://openalex.org/C20556612","wikidata":"https://www.wikidata.org/wiki/Q4469374","display_name":"Volume (thermodynamics)","level":2,"score":0.5143173933029175},{"id":"https://openalex.org/C168443057","wikidata":"https://www.wikidata.org/wiki/Q7001223","display_name":"Traffic volume","level":2,"score":0.494170218706131},{"id":"https://openalex.org/C2776006172","wikidata":"https://www.wikidata.org/wiki/Q7512741","display_name":"Signal timing","level":3,"score":0.49068009853363037},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.47620996832847595},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.46857523918151855},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4183214008808136},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.36885738372802734},{"id":"https://openalex.org/C2987419075","wikidata":"https://www.wikidata.org/wiki/Q8004","display_name":"Traffic signal","level":2,"score":0.26361197233200073},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11729598045349121},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2023.3305398","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3305398","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10217797.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:31ba5043f45841e6a9573750c7216cbe","is_oa":true,"landing_page_url":"https://doaj.org/article/31ba5043f45841e6a9573750c7216cbe","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 11, Pp 103502-103510 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2023.3305398","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3305398","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10217797.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.8299999833106995,"id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4385834251.pdf","grobid_xml":"https://content.openalex.org/works/W4385834251.grobid-xml"},"referenced_works_count":44,"referenced_works":["https://openalex.org/W1253406441","https://openalex.org/W1833480984","https://openalex.org/W1985744509","https://openalex.org/W1992097825","https://openalex.org/W1992477951","https://openalex.org/W2004353783","https://openalex.org/W2005708641","https://openalex.org/W2039240409","https://openalex.org/W2061438946","https://openalex.org/W2065987610","https://openalex.org/W2083238230","https://openalex.org/W2088350412","https://openalex.org/W2094515728","https://openalex.org/W2125329182","https://openalex.org/W2128084896","https://openalex.org/W2137226992","https://openalex.org/W2219598583","https://openalex.org/W2346327447","https://openalex.org/W2572939427","https://openalex.org/W2605179704","https://openalex.org/W2618530766","https://openalex.org/W2757292937","https://openalex.org/W2803935259","https://openalex.org/W2887280559","https://openalex.org/W2908464187","https://openalex.org/W2948382308","https://openalex.org/W2969305541","https://openalex.org/W2980223420","https://openalex.org/W2980576170","https://openalex.org/W2982974789","https://openalex.org/W3023559152","https://openalex.org/W3041279471","https://openalex.org/W3045104252","https://openalex.org/W3096349541","https://openalex.org/W3103019731","https://openalex.org/W3123270512","https://openalex.org/W3180691962","https://openalex.org/W3184493524","https://openalex.org/W4285794683","https://openalex.org/W4289816091","https://openalex.org/W4319867819","https://openalex.org/W4366201005","https://openalex.org/W6680532697","https://openalex.org/W6763456364"],"related_works":["https://openalex.org/W2385142208","https://openalex.org/W2382294224","https://openalex.org/W2460732917","https://openalex.org/W4310634103","https://openalex.org/W3085897220","https://openalex.org/W2922409575","https://openalex.org/W2886789266","https://openalex.org/W1987888980","https://openalex.org/W2375665878","https://openalex.org/W2372558191"],"abstract_inverted_index":{"In":[0],"response":[1],"to":[2,16,51,65,85,177,212],"the":[3,18,52,66,69,87,134,169,183,198,202,223,228,231],"problem":[4],"of":[5,20,68,113,137,185,230],"fixed":[6],"time":[7],"intervals":[8],"for":[9,38,100,127,218,241],"short-term":[10,35],"traffic":[11,21,26,40,94,102,115,139,145,216,243],"flow":[12,146],"prediction,":[13],"which":[14],"fails":[15],"meet":[17],"requirements":[19],"signal":[22,233,244],"control":[23],"based":[24,106,221],"on":[25,107,168,222],"cycle":[27],"signals,":[28],"this":[29,47,108,194],"paper":[30],"proposes":[31],"an":[32],"improved":[33],"long":[34],"memory-based":[36],"method":[37,44],"periodic":[39,90,101,138],"volume":[41,103,140],"prediction.":[42],"The":[43,130,206],"presented":[45],"in":[46],"study":[48,195],"involves":[49],"improvements":[50],"Long":[53,59],"Short-Term":[54,60],"Memory":[55,61],"(iLSTM)":[56],"and":[57,80,93,152,238],"Bidirectional":[58],"(iBiLSTM)":[62],"models,":[63],"leading":[64,176],"construction":[67],"iBiLSTM-iLSTM-NN":[70],"model.":[71],"This":[72],"model":[73,99,162,200],"incorporates":[74],"spatial":[75],"data":[76,82,124,240],"from":[77],"surrounding":[78],"intersections":[79],"employs":[81],"fitting":[83],"techniques":[84],"establish":[86],"correlation":[88],"between":[89],"queue":[91,225],"length":[92,226],"volume.":[95],"Subsequently,":[96],"a":[97,118,165],"predictive":[98],"is":[104,125,141],"developed":[105],"correlation,":[109],"enabling":[110],"reliable":[111],"forecasting":[112],"future":[114,215],"volumes":[116,217],"within":[117],"given":[119],"cycle.":[120],"Additionally,":[121],"actual":[122],"intersection":[123],"collected":[126],"simulation":[128],"analysis.":[129],"results":[131],"indicate":[132],"that":[133,197],"prediction":[135,187],"error":[136,191],"influenced":[142],"by":[143],"different":[144,158,186],"characteristics":[147],"such":[148],"as":[149,155,157],"peak,":[150],"off-peak,":[151],"normal":[153],"periods,":[154],"well":[156],"inbound":[159],"lanes.":[160],"Different":[161],"parameters":[163],"have":[164],"noticeable":[166],"impact":[167],"model\u2019s":[170],"performance,":[171],"with":[172],"smaller":[173],"batch":[174],"sizes":[175],"more":[178],"stable":[179,204],"models.":[180],"By":[181],"comparing":[182],"performance":[184],"models":[188],"using":[189],"various":[190],"evaluation":[192],"metrics,":[193],"finds":[196],"proposed":[199],"exhibits":[201],"most":[203],"performance.":[205],"research":[207],"findings":[208],"can":[209],"be":[210],"applied":[211],"rapidly":[213],"predict":[214],"several":[219],"periods":[220],"instantaneous":[224],"at":[227],"end":[229],"red":[232],"phase,":[234],"providing":[235],"reliable,":[236],"accurate,":[237],"timely":[239],"urban":[242],"control.":[245]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":7}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
