{"id":"https://openalex.org/W2770426760","doi":"https://doi.org/10.1109/vtcspring.2017.8108575","title":"Prediction of Station Level Demand in a Bike Sharing System Using Recurrent Neural Networks","display_name":"Prediction of Station Level Demand in a Bike Sharing System Using Recurrent Neural Networks","publication_year":2017,"publication_date":"2017-06-01","ids":{"openalex":"https://openalex.org/W2770426760","doi":"https://doi.org/10.1109/vtcspring.2017.8108575","mag":"2770426760"},"language":"en","primary_location":{"id":"doi:10.1109/vtcspring.2017.8108575","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vtcspring.2017.8108575","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE 85th Vehicular Technology Conference (VTC Spring)","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/A5056301760","display_name":"Po-Chuan Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Po-Chuan Chen","raw_affiliation_strings":["Department of Electronic and Computer Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronic and Computer Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103130251","display_name":"He\u2010Yen Hsieh","orcid":"https://orcid.org/0000-0001-7657-6549"},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"He-Yen Hsieh","raw_affiliation_strings":["Department of Electronic and Computer Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronic and Computer Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010278776","display_name":"Xanno Kharis Sigalingging","orcid":"https://orcid.org/0000-0002-2421-3313"},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Xanno Kharis Sigalingging","raw_affiliation_strings":["Department of Electronic and Computer Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronic and Computer Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100695889","display_name":"Yanru Chen","orcid":"https://orcid.org/0000-0002-0162-5067"},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yan-Ru Chen","raw_affiliation_strings":["Department of Electronic and Computer Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronic and Computer Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059627549","display_name":"Jenq\u2010Shiou Leu","orcid":"https://orcid.org/0000-0001-7197-9912"},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Jenq-Shiou Leu","raw_affiliation_strings":["Department of Electronic and Computer Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronic and Computer Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I154864474"],"apc_list":null,"apc_paid":null,"fwci":9.2496,"has_fulltext":false,"cited_by_count":33,"citation_normalized_percentile":{"value":0.97133459,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10298","display_name":"Urban Transport and Accessibility","score":0.9980000257492065,"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"}},"topics":[{"id":"https://openalex.org/T10298","display_name":"Urban Transport and Accessibility","score":0.9980000257492065,"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/T12546","display_name":"Smart Parking Systems Research","score":0.9904000163078308,"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.965499997138977,"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/bike-sharing","display_name":"Bike sharing","score":0.8378204107284546},{"id":"https://openalex.org/keywords/economic-shortage","display_name":"Economic shortage","score":0.6091225147247314},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6056903600692749},{"id":"https://openalex.org/keywords/renting","display_name":"Renting","score":0.5070276260375977},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.3745976686477661},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.3483506441116333},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1770702302455902},{"id":"https://openalex.org/keywords/civil-engineering","display_name":"Civil engineering","score":0.09482249617576599}],"concepts":[{"id":"https://openalex.org/C2994001137","wikidata":"https://www.wikidata.org/wiki/Q1358919","display_name":"Bike sharing","level":2,"score":0.8378204107284546},{"id":"https://openalex.org/C194051981","wikidata":"https://www.wikidata.org/wiki/Q1337691","display_name":"Economic shortage","level":3,"score":0.6091225147247314},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6056903600692749},{"id":"https://openalex.org/C85502023","wikidata":"https://www.wikidata.org/wiki/Q157171","display_name":"Renting","level":2,"score":0.5070276260375977},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.3745976686477661},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3483506441116333},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1770702302455902},{"id":"https://openalex.org/C147176958","wikidata":"https://www.wikidata.org/wiki/Q77590","display_name":"Civil engineering","level":1,"score":0.09482249617576599},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C2778137410","wikidata":"https://www.wikidata.org/wiki/Q2732820","display_name":"Government (linguistics)","level":2,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/vtcspring.2017.8108575","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vtcspring.2017.8108575","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE 85th Vehicular Technology Conference (VTC Spring)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4399999976158142,"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W1533861849","https://openalex.org/W1810943226","https://openalex.org/W2064675550","https://openalex.org/W2107878631","https://openalex.org/W2131774270","https://openalex.org/W2150355110","https://openalex.org/W2911964244","https://openalex.org/W6631943919"],"related_works":["https://openalex.org/W2954294845","https://openalex.org/W2521382368","https://openalex.org/W2509147714","https://openalex.org/W4246472006","https://openalex.org/W2579473328","https://openalex.org/W46955353","https://openalex.org/W4239898203","https://openalex.org/W2472905917","https://openalex.org/W2392571142","https://openalex.org/W3141616519"],"abstract_inverted_index":{"Bike":[0,139],"sharing":[1,36],"systems":[2],"have":[3],"been":[4],"widely":[5],"applied":[6],"to":[7,13,24,67],"many":[8],"cities":[9],"and":[10,61,71,132],"brought":[11],"convenience":[12],"local":[14],"citizens":[15],"for":[16,47,74,82,108],"short-ranged":[17],"transportation.":[18],"The":[19,51],"bike":[20,35,49,91],"shortage":[21],"problem":[22],"due":[23],"uneven":[25],"bikes":[26],"distribution":[27],"is":[28,54,80],"one":[29,65],"of":[30,95,101],"the":[31,88,93,96,99,112,123],"biggest":[32],"challenges":[33],"in":[34,135],"systems.":[37],"In":[38],"this":[39],"paper,":[40],"we":[41,62],"focus":[42],"on":[43,56],"station":[44,76,103,117,130],"level":[45,90,131,134],"prediction":[46],"each":[48,102],"station.":[50],"proposed":[52,124],"architecture":[53],"based":[55],"Recurrent":[57],"Neural":[58],"Network":[59],"(RNN)":[60],"use":[63],"only":[64],"model":[66],"predict":[68],"both":[69],"rental":[70],"return":[72],"demand":[73,100],"every":[75],"at":[77,116,129],"once":[78],"which":[79],"efficient":[81],"online":[83],"balancing":[84],"strategies.":[85],"Without":[86],"considering":[87],"global":[89,133],"distribution,":[92],"MAPE/RMSLE":[94],"sum":[97],"over":[98],"may":[104],"be":[105],"too":[106],"high":[107],"rebalancing":[109],"strategies":[110],"but":[111],"MAE/RMSE":[113],"are":[114],"satisficing":[115],"level.":[118],"Our":[119],"evaluation":[120],"shows":[121],"that":[122],"methods":[125],"meet":[126],"satisfied":[127],"results":[128],"New":[136],"York":[137],"Citi":[138],"dataset.":[140]},"counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":11},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":1}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
