{"id":"https://openalex.org/W2999531150","doi":"https://doi.org/10.1109/access.2020.2964680","title":"RNN-Based Subway Passenger Flow Rolling Prediction","display_name":"RNN-Based Subway Passenger Flow Rolling Prediction","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W2999531150","doi":"https://doi.org/10.1109/access.2020.2964680","mag":"2999531150"},"language":"en","primary_location":{"id":"doi:10.1109/access.2020.2964680","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2964680","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/08951085.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/ielx7/6287639/8948470/08951085.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009569447","display_name":"Shouwei Sha","orcid":"https://orcid.org/0000-0001-6834-1272"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shouwei Sha","raw_affiliation_strings":["Department of School of Economics and Management, Beijing Jiaotong University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-6834-1272","affiliations":[{"raw_affiliation_string":"Department of School of Economics and Management, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100336970","display_name":"Jing Li","orcid":"https://orcid.org/0000-0002-6811-5045"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Li","raw_affiliation_strings":["Department of School of Economics and Management, Beijing Jiaotong University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-6811-5045","affiliations":[{"raw_affiliation_string":"Department of School of Economics and Management, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100365702","display_name":"Ke Zhang","orcid":"https://orcid.org/0000-0001-9875-4879"},"institutions":[{"id":"https://openalex.org/I4210126311","display_name":"Beijing Transportation Research Center","ror":"https://ror.org/03pydk223","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210126311"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ke Zhang","raw_affiliation_strings":["Beijing Key Laboratory of Integrated Traffic Operation Monitoring and Service, Beijing, China","Beijing Municipal Transportation Operations Coordination Center, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-9875-4879","affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Integrated Traffic Operation Monitoring and Service, Beijing, China","institution_ids":[]},{"raw_affiliation_string":"Beijing Municipal Transportation Operations Coordination Center, Beijing, China","institution_ids":["https://openalex.org/I4210126311"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101771890","display_name":"Zifan Yang","orcid":"https://orcid.org/0000-0002-5359-926X"},"institutions":[{"id":"https://openalex.org/I4210126311","display_name":"Beijing Transportation Research Center","ror":"https://ror.org/03pydk223","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210126311"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zifan Yang","raw_affiliation_strings":["Beijing Key Laboratory of Integrated Traffic Operation Monitoring and Service, Beijing, China","Beijing Municipal Transportation Operations Coordination Center, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-5359-926X","affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Integrated Traffic Operation Monitoring and Service, Beijing, China","institution_ids":[]},{"raw_affiliation_string":"Beijing Municipal Transportation Operations Coordination Center, Beijing, China","institution_ids":["https://openalex.org/I4210126311"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044259865","display_name":"Zijian Wei","orcid":"https://orcid.org/0000-0001-5458-2163"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zijian Wei","raw_affiliation_strings":["Department of School of Economics and Management, Beijing Jiaotong University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-5458-2163","affiliations":[{"raw_affiliation_string":"Department of School of Economics and Management, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100381619","display_name":"Xueyan Li","orcid":"https://orcid.org/0000-0002-7551-0502"},"institutions":[{"id":"https://openalex.org/I114234892","display_name":"Beijing Union University","ror":"https://ror.org/01hg31662","country_code":"CN","type":"education","lineage":["https://openalex.org/I114234892"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xueyan Li","raw_affiliation_strings":["Management School, Beijing Union University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-7551-0502","affiliations":[{"raw_affiliation_string":"Management School, Beijing Union University, Beijing, China","institution_ids":["https://openalex.org/I114234892"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091267632","display_name":"Xin Zhu","orcid":"https://orcid.org/0000-0003-3432-986X"},"institutions":[{"id":"https://openalex.org/I114234892","display_name":"Beijing Union University","ror":"https://ror.org/01hg31662","country_code":"CN","type":"education","lineage":["https://openalex.org/I114234892"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Zhu","raw_affiliation_strings":["Management School, Beijing Union University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-3432-986X","affiliations":[{"raw_affiliation_string":"Management School, Beijing Union University, Beijing, China","institution_ids":["https://openalex.org/I114234892"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":3.9098,"has_fulltext":true,"cited_by_count":75,"citation_normalized_percentile":{"value":0.93609886,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"8","issue":null,"first_page":"15232","last_page":"15240"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9861999750137329,"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9836000204086304,"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":0.6490570306777954},{"id":"https://openalex.org/keywords/flow","display_name":"Flow (mathematics)","score":0.48111146688461304},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.3378978967666626},{"id":"https://openalex.org/keywords/automotive-engineering","display_name":"Automotive engineering","score":0.33275431394577026},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15266862511634827},{"id":"https://openalex.org/keywords/mechanics","display_name":"Mechanics","score":0.09889000654220581}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6490570306777954},{"id":"https://openalex.org/C38349280","wikidata":"https://www.wikidata.org/wiki/Q1434290","display_name":"Flow (mathematics)","level":2,"score":0.48111146688461304},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.3378978967666626},{"id":"https://openalex.org/C171146098","wikidata":"https://www.wikidata.org/wiki/Q124192","display_name":"Automotive engineering","level":1,"score":0.33275431394577026},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15266862511634827},{"id":"https://openalex.org/C57879066","wikidata":"https://www.wikidata.org/wiki/Q41217","display_name":"Mechanics","level":1,"score":0.09889000654220581},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2020.2964680","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2964680","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/08951085.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:cd17fe19e8884c3490ce3fe3b47d942d","is_oa":true,"landing_page_url":"https://doaj.org/article/cd17fe19e8884c3490ce3fe3b47d942d","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 8, Pp 15232-15240 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2020.2964680","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2964680","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/08951085.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":0.5199999809265137,"id":"https://metadata.un.org/sdg/11"}],"awards":[{"id":"https://openalex.org/G1726610298","display_name":null,"funder_award_id":"14JGC095","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G187227355","display_name":null,"funder_award_id":"201905-ZHJC2","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7903820317","display_name":null,"funder_award_id":"71103014","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/F4320335581","display_name":"Young Scientists Fund","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2999531150.pdf","grobid_xml":"https://content.openalex.org/works/W2999531150.grobid-xml"},"referenced_works_count":54,"referenced_works":["https://openalex.org/W180185937","https://openalex.org/W1485981043","https://openalex.org/W1522301498","https://openalex.org/W1677182931","https://openalex.org/W1689711448","https://openalex.org/W1836465849","https://openalex.org/W1904365287","https://openalex.org/W1924770834","https://openalex.org/W1973943669","https://openalex.org/W1975801366","https://openalex.org/W1989544123","https://openalex.org/W2004353783","https://openalex.org/W2025963639","https://openalex.org/W2064675550","https://openalex.org/W2083238230","https://openalex.org/W2083719221","https://openalex.org/W2085592822","https://openalex.org/W2085987121","https://openalex.org/W2107878631","https://openalex.org/W2125475796","https://openalex.org/W2128084896","https://openalex.org/W2157331557","https://openalex.org/W2402268235","https://openalex.org/W2460404912","https://openalex.org/W2521560026","https://openalex.org/W2533328922","https://openalex.org/W2556851635","https://openalex.org/W2572939427","https://openalex.org/W2573587735","https://openalex.org/W2586461983","https://openalex.org/W2587019100","https://openalex.org/W2731264215","https://openalex.org/W2735348515","https://openalex.org/W2810239374","https://openalex.org/W2811084102","https://openalex.org/W2901338302","https://openalex.org/W2901809473","https://openalex.org/W2902364410","https://openalex.org/W2905961957","https://openalex.org/W2945810026","https://openalex.org/W2948858413","https://openalex.org/W2994592639","https://openalex.org/W3180279812","https://openalex.org/W4242631276","https://openalex.org/W4254816979","https://openalex.org/W6607252422","https://openalex.org/W6629226907","https://openalex.org/W6631190155","https://openalex.org/W6638667902","https://openalex.org/W6640036494","https://openalex.org/W6640212811","https://openalex.org/W6733081445","https://openalex.org/W6771643716","https://openalex.org/W6798274656"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"The":[0,103],"subway":[1],"station":[2],"passenger":[3,9,25,39,69],"flow":[4,26,161],"prediction":[5,113],"model":[6,15,109,152],"can":[7],"forecast":[8],"volume":[10,40],"in":[11,27,41,60],"the":[12,31,34,38,43,55,65,124,131,140,150,154,173],"future.":[13],"This":[14],"helps":[16],"to":[17,76,84,88,117],"carry":[18],"out":[19],"safety":[20],"warnings":[21],"and":[22,81,130],"evacuation":[23],"of":[24,33,68,91,146,169],"advance.":[28],"Based":[29],"on":[30],"data":[32,75],"Shanghai":[35,61],"traffic":[36,160],"card,":[37],"all":[42],"time":[44,66],"intervals":[45],"is":[46,149],"clustered":[47],"into":[48],"three":[49],"different":[50,89],"models":[51],"for":[52,153,176],"prediction.":[53,179],"Taking":[54],"Nanjing":[56],"East":[57],"Road":[58],"Station":[59],"as":[62,101],"an":[63],"example,":[64],"series":[67],"volumes":[70],"was":[71,82,137],"combined":[72],"with":[73,123,143,166],"weather":[74],"create":[77],"several":[78],"supervised":[79,85],"sequences":[80,86],"converted":[83],"according":[87],"values":[90],"timestep.":[92],"To":[93],"accelerate":[94],"convergence,":[95],"two":[96],"artificial":[97],"features":[98],"were":[99],"added":[100],"input.":[102],"gated":[104],"recurrent":[105],"unit":[106],"(GRU)":[107],"network":[108,129,134,142],"achieves":[110],"accurate":[111],"rolling":[112,162,178],"from":[114],"15":[115],"minutes":[116,171],"6":[118],"hours.":[119],"Finally,":[120],"comparing":[121],"it":[122,136],"long":[125],"short-term":[126,177],"memory":[127],"(LSTM)":[128],"back-forward":[132],"propagation":[133],"(BPN),":[135],"confirmed":[138],"that":[139],"GRU":[141,165],"a":[144,167],"timestep":[145,168],"1.5":[147],"hours":[148],"best":[151,174],"long-term":[155],"(more":[156],"than":[157],"3":[158],"hours)":[159],"prediction,":[163],"while":[164],"45":[170],"has":[172],"result":[175]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":21},{"year":2023,"cited_by_count":15},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":1}],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2025-10-10T00:00:00"}
