{"id":"https://openalex.org/W4312465380","doi":"https://doi.org/10.1109/dsit55514.2022.9943838","title":"Multi-step Ahead Prediction of Traffic Speed Based on Attention-based CNN-LSTM-BiLSTM","display_name":"Multi-step Ahead Prediction of Traffic Speed Based on Attention-based CNN-LSTM-BiLSTM","publication_year":2022,"publication_date":"2022-07-22","ids":{"openalex":"https://openalex.org/W4312465380","doi":"https://doi.org/10.1109/dsit55514.2022.9943838"},"language":"en","primary_location":{"id":"doi:10.1109/dsit55514.2022.9943838","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dsit55514.2022.9943838","pdf_url":null,"source":{"id":"https://openalex.org/S4363608293","display_name":"2022 5th International Conference on Data Science and Information Technology (DSIT)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 5th International Conference on Data Science and Information Technology (DSIT)","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/A5042221677","display_name":"Huifang Feng","orcid":"https://orcid.org/0000-0001-7296-0324"},"institutions":[{"id":"https://openalex.org/I68986083","display_name":"Northwest Normal University","ror":"https://ror.org/00gx3j908","country_code":"CN","type":"education","lineage":["https://openalex.org/I68986083"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Huifang Feng","raw_affiliation_strings":["College of Mathematics and Statistics Northwest Normal University,Lanzhou,China","College of Mathematics and Statistics Northwest Normal University, Lanzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Mathematics and Statistics Northwest Normal University,Lanzhou,China","institution_ids":["https://openalex.org/I68986083"]},{"raw_affiliation_string":"College of Mathematics and Statistics Northwest Normal University, Lanzhou, China","institution_ids":["https://openalex.org/I68986083"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100782556","display_name":"Xiaofang Zhang","orcid":"https://orcid.org/0000-0001-5003-3693"},"institutions":[{"id":"https://openalex.org/I68986083","display_name":"Northwest Normal University","ror":"https://ror.org/00gx3j908","country_code":"CN","type":"education","lineage":["https://openalex.org/I68986083"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaofang Zhang","raw_affiliation_strings":["College of Mathematics and Statistics Northwest Normal University,Lanzhou,China","College of Mathematics and Statistics Northwest Normal University, Lanzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Mathematics and Statistics Northwest Normal University,Lanzhou,China","institution_ids":["https://openalex.org/I68986083"]},{"raw_affiliation_string":"College of Mathematics and Statistics Northwest Normal University, Lanzhou, China","institution_ids":["https://openalex.org/I68986083"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063607114","display_name":"Youji Xu","orcid":"https://orcid.org/0000-0001-9536-9983"},"institutions":[{"id":"https://openalex.org/I68986083","display_name":"Northwest Normal University","ror":"https://ror.org/00gx3j908","country_code":"CN","type":"education","lineage":["https://openalex.org/I68986083"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Youji Xu","raw_affiliation_strings":["College of Mathematics and Statistics Northwest Normal University,Lanzhou,China","College of Mathematics and Statistics Northwest Normal University, Lanzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Mathematics and Statistics Northwest Normal University,Lanzhou,China","institution_ids":["https://openalex.org/I68986083"]},{"raw_affiliation_string":"College of Mathematics and Statistics Northwest Normal University, Lanzhou, China","institution_ids":["https://openalex.org/I68986083"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5042221677"],"corresponding_institution_ids":["https://openalex.org/I68986083"],"apc_list":null,"apc_paid":null,"fwci":0.3373,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.51841244,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"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":0.9955999851226807,"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":0.9926999807357788,"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":0.8180439472198486},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6718056201934814},{"id":"https://openalex.org/keywords/attention-network","display_name":"Attention network","score":0.4636785686016083},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.43216168880462646},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3874322772026062}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8180439472198486},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6718056201934814},{"id":"https://openalex.org/C2993807640","wikidata":"https://www.wikidata.org/wiki/Q103709453","display_name":"Attention network","level":2,"score":0.4636785686016083},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.43216168880462646},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3874322772026062},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/dsit55514.2022.9943838","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dsit55514.2022.9943838","pdf_url":null,"source":{"id":"https://openalex.org/S4363608293","display_name":"2022 5th International Conference on Data Science and Information Technology (DSIT)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 5th International Conference on Data Science and Information Technology (DSIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1879966306","https://openalex.org/W1966690449","https://openalex.org/W1970460434","https://openalex.org/W2073640212","https://openalex.org/W2130416988","https://openalex.org/W2165991108","https://openalex.org/W2171234954","https://openalex.org/W2470673105","https://openalex.org/W2573587735","https://openalex.org/W2579495707","https://openalex.org/W2580840020","https://openalex.org/W2588954203","https://openalex.org/W2801286242","https://openalex.org/W2904088061","https://openalex.org/W3000301417","https://openalex.org/W3027983943","https://openalex.org/W3046064874","https://openalex.org/W3121218769","https://openalex.org/W3139501045","https://openalex.org/W3153985138","https://openalex.org/W3185561982","https://openalex.org/W3197877679","https://openalex.org/W6639301165"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Accurate":[0],"traffic":[1,10,23,55],"speed":[2],"prediction":[3,120],"plays":[4],"an":[5],"essential":[6],"role":[7],"in":[8,82],"intelligent":[9],"management":[11],"and":[12,37,51,64,78,97,102,132],"control.":[13],"An":[14],"attention-based":[15,42],"CNN-LSTM-BiLSTM":[16],"hybrid":[17,26,87,115],"model":[18,27,88,116],"is":[19,28,45,89],"proposed":[20,86,114],"to":[21,91],"predict":[22],"speed.":[24,56],"This":[25],"developed":[29],"based":[30],"on":[31,108],"the":[32,38,49,62,93,113,118,125],"attention":[33],"mechanism-based":[34],"CNN-LSTM":[35,43],"network":[36,44],"BiLSTM":[39,72],"network.":[40],"The":[41,57,85,105],"responsible":[46],"for":[47],"extracting":[48],"spatial":[50],"short-term":[52],"features":[53,59],"of":[54,124],"long-term":[58],"which":[60,74],"include":[61],"daily":[63],"weekly":[65],"periodic":[66],"variations":[67],"are":[68],"captured":[69],"by":[70],"two":[71,83],"network,":[73],"extract":[75],"both":[76],"past":[77],"future":[79],"temporal":[80],"correlation":[81],"directions.":[84],"used":[90],"perform":[92],"one-step":[94],"ahead":[95,99],"(10-minutes)":[96],"multi-step":[98],"(20-minutes,":[100],"30-minutes,":[101],"60-minutes)":[103],"prediction.":[104],"extensive":[106],"experiments":[107],"real-world":[109],"datasets":[110],"indicate":[111],"that":[112,123],"obtains":[117],"better":[119],"performance":[121],"than":[122],"baseline":[126],"models":[127],"like":[128],"CNN,":[129],"CNN-LSTM,":[130],"AT-CNN-LSTM,":[131],"BiLSTM.":[133]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
