{"id":"https://openalex.org/W4415593684","doi":"https://doi.org/10.1109/tits.2025.3609445","title":"A Novel AIoT-Based and User Behavior-Driven Dockless Bike-Sharing Management System for Chaotic Operations in a Condensed City","display_name":"A Novel AIoT-Based and User Behavior-Driven Dockless Bike-Sharing Management System for Chaotic Operations in a Condensed City","publication_year":2025,"publication_date":"2025-10-27","ids":{"openalex":"https://openalex.org/W4415593684","doi":"https://doi.org/10.1109/tits.2025.3609445"},"language":null,"primary_location":{"id":"doi:10.1109/tits.2025.3609445","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2025.3609445","pdf_url":null,"source":{"id":"https://openalex.org/S144771191","display_name":"IEEE Transactions on Intelligent Transportation Systems","issn_l":"1524-9050","issn":["1524-9050","1558-0016"],"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 Transactions on Intelligent Transportation Systems","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/A5120152254","display_name":"Ken Chun Ho Ching","orcid":"https://orcid.org/0000-0001-6851-7397"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Ken Chun Ho Ching","raw_affiliation_strings":["Department of Electrical Engineering, City University of Hong Kong, Hong KongChina"],"raw_orcid":"https://orcid.org/0000-0001-6851-7397","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, City University of Hong Kong, Hong KongChina","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041593744","display_name":"Chaoqiang Jiang","orcid":"https://orcid.org/0000-0001-5374-364X"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Chaoqiang Jiang","raw_affiliation_strings":["Department of Electrical Engineering, City University of Hong Kong, Hong KongChina"],"raw_orcid":"https://orcid.org/0000-0001-5374-364X","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, City University of Hong Kong, Hong KongChina","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120152255","display_name":"Hassan Chun Wai Ching","orcid":"https://orcid.org/0009-0003-8488-3508"},"institutions":[{"id":"https://openalex.org/I198012923","display_name":"University of Staffordshire","ror":"https://ror.org/00d6k8y35","country_code":"GB","type":"education","lineage":["https://openalex.org/I198012923"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Hassan Chun Wai Ching","raw_affiliation_strings":["Department of Computer Science, Staffordshire University, Stoke-on-Trent, U.K"],"raw_orcid":"https://orcid.org/0009-0003-8488-3508","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Staffordshire University, Stoke-on-Trent, U.K","institution_ids":["https://openalex.org/I198012923"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110867894","display_name":"Siu Kin Ng","orcid":"https://orcid.org/0009-0008-9705-3024"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]},{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Steve Kwan Po Ng","raw_affiliation_strings":["Department of Computer Science, Hong Kong University of Science and Technology, Hong KongChina"],"raw_orcid":"https://orcid.org/0009-0008-9705-3024","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Hong Kong University of Science and Technology, Hong KongChina","institution_ids":["https://openalex.org/I200769079","https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077847474","display_name":"Ray C. C. Cheung","orcid":"https://orcid.org/0000-0002-6764-0729"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Ray Chak Chung Cheung","raw_affiliation_strings":["Department of Electrical Engineering, City University of Hong Kong, Hong KongChina"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, City University of Hong Kong, Hong KongChina","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040091210","display_name":"Haoliang Li","orcid":"https://orcid.org/0000-0002-8723-8112"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Haoliang Li","raw_affiliation_strings":["Department of Electrical Engineering, City University of Hong Kong, Hong KongChina"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, City University of Hong Kong, Hong KongChina","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5104010759","display_name":"Alan H. F. Lam","orcid":"https://orcid.org/0000-0001-9547-1048"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Alan Hiu Fung Lam","raw_affiliation_strings":["Department of Electrical Engineering, City University of Hong Kong, Hong KongChina"],"raw_orcid":"https://orcid.org/0000-0001-9547-1048","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, City University of Hong Kong, Hong KongChina","institution_ids":["https://openalex.org/I168719708"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.34075459,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"26","issue":"12","first_page":"22728","last_page":"22750"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11500","display_name":"Evacuation and Crowd Dynamics","score":0.8963000178337097,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"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/T11500","display_name":"Evacuation and Crowd Dynamics","score":0.8963000178337097,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"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/software-deployment","display_name":"Software deployment","score":0.6912999749183655},{"id":"https://openalex.org/keywords/control-reconfiguration","display_name":"Control reconfiguration","score":0.5752000212669373},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.4722000062465668},{"id":"https://openalex.org/keywords/idle","display_name":"Idle","score":0.43619999289512634},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4350000023841858},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.4052000045776367},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.3614000082015991},{"id":"https://openalex.org/keywords/management-system","display_name":"Management system","score":0.3549000024795532},{"id":"https://openalex.org/keywords/demand-management","display_name":"Demand management","score":0.34619998931884766},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.3456999957561493}],"concepts":[{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.6912999749183655},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6022999882698059},{"id":"https://openalex.org/C119701452","wikidata":"https://www.wikidata.org/wiki/Q5165881","display_name":"Control reconfiguration","level":2,"score":0.5752000212669373},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.4722000062465668},{"id":"https://openalex.org/C16320812","wikidata":"https://www.wikidata.org/wiki/Q1812200","display_name":"Idle","level":2,"score":0.43619999289512634},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4350000023841858},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.41830000281333923},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.4052000045776367},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.3614000082015991},{"id":"https://openalex.org/C198783460","wikidata":"https://www.wikidata.org/wiki/Q629173","display_name":"Management system","level":2,"score":0.3549000024795532},{"id":"https://openalex.org/C179366874","wikidata":"https://www.wikidata.org/wiki/Q1185130","display_name":"Demand management","level":2,"score":0.34619998931884766},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.3456999957561493},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.3400999903678894},{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.3280999958515167},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.32600000500679016},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3248000144958496},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.32420000433921814},{"id":"https://openalex.org/C2778274720","wikidata":"https://www.wikidata.org/wiki/Q7315806","display_name":"Resource Management System","level":3,"score":0.32179999351501465},{"id":"https://openalex.org/C193809577","wikidata":"https://www.wikidata.org/wiki/Q3409300","display_name":"Demand forecasting","level":2,"score":0.31290000677108765},{"id":"https://openalex.org/C2777305159","wikidata":"https://www.wikidata.org/wiki/Q1430291","display_name":"Fleet management","level":2,"score":0.3010999858379364},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.29260000586509705},{"id":"https://openalex.org/C2778459138","wikidata":"https://www.wikidata.org/wiki/Q7900107","display_name":"Urban computing","level":2,"score":0.2890999913215637},{"id":"https://openalex.org/C39853841","wikidata":"https://www.wikidata.org/wiki/Q161078","display_name":"Urbanization","level":2,"score":0.2881999909877777},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.2870999872684479},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.2849000096321106},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.28380000591278076},{"id":"https://openalex.org/C31352089","wikidata":"https://www.wikidata.org/wiki/Q3750474","display_name":"Systems design","level":2,"score":0.27639999985694885},{"id":"https://openalex.org/C98025372","wikidata":"https://www.wikidata.org/wiki/Q477538","display_name":"Systems architecture","level":3,"score":0.27619999647140503},{"id":"https://openalex.org/C1668388","wikidata":"https://www.wikidata.org/wiki/Q1149776","display_name":"Data management","level":2,"score":0.275299996137619},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.27469998598098755},{"id":"https://openalex.org/C2777052490","wikidata":"https://www.wikidata.org/wiki/Q5072826","display_name":"Chaotic","level":2,"score":0.27160000801086426},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.2694999873638153},{"id":"https://openalex.org/C47796450","wikidata":"https://www.wikidata.org/wiki/Q508378","display_name":"Intelligent transportation system","level":2,"score":0.2644999921321869},{"id":"https://openalex.org/C77405623","wikidata":"https://www.wikidata.org/wiki/Q598451","display_name":"System dynamics","level":2,"score":0.2619999945163727},{"id":"https://openalex.org/C17500928","wikidata":"https://www.wikidata.org/wiki/Q959968","display_name":"Control system","level":2,"score":0.26170000433921814},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.26159998774528503},{"id":"https://openalex.org/C179768478","wikidata":"https://www.wikidata.org/wiki/Q1120057","display_name":"Cyber-physical system","level":2,"score":0.25529998540878296},{"id":"https://openalex.org/C2779438525","wikidata":"https://www.wikidata.org/wiki/Q5255048","display_name":"Demand response","level":3,"score":0.2515000104904175}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tits.2025.3609445","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2025.3609445","pdf_url":null,"source":{"id":"https://openalex.org/S144771191","display_name":"IEEE Transactions on Intelligent Transportation Systems","issn_l":"1524-9050","issn":["1524-9050","1558-0016"],"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 Transactions on Intelligent Transportation Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W109636739","https://openalex.org/W1480376833","https://openalex.org/W1989913148","https://openalex.org/W2112738128","https://openalex.org/W2151828736","https://openalex.org/W2358962606","https://openalex.org/W2565286634","https://openalex.org/W2788134583","https://openalex.org/W2802809529","https://openalex.org/W2964319113","https://openalex.org/W2999815819","https://openalex.org/W3091225957","https://openalex.org/W3144205661","https://openalex.org/W4207043127","https://openalex.org/W4220743469","https://openalex.org/W4312981086","https://openalex.org/W4319069036","https://openalex.org/W4400246097","https://openalex.org/W4409869555"],"related_works":[],"abstract_inverted_index":{"Rapid":[0],"urbanization":[1],"and":[2,29,45,60,137,145,158,183,211],"the":[3,11,42,65,103],"rising":[4],"demand":[5,56,78,123],"for":[6],"sustainable":[7],"mobility":[8,114],"have":[9],"accelerated":[10],"adoption":[12],"of":[13,67,106,150],"dockless":[14,68],"bike-sharing":[15,69],"systems.":[16],"However,":[17],"these":[18,37],"systems":[19],"frequently":[20],"encounter":[21],"challenges":[22],"such":[23],"as":[24],"oversupply,":[25],"inefficient":[26],"resource":[27],"allocation,":[28],"limited":[30],"responsiveness":[31],"to":[32,63,90,111,133,141],"localized":[33,174],"demand.":[34,147,217],"To":[35],"address":[36],"issues,":[38],"this":[39,151],"paper":[40],"proposes":[41],"novel":[43],"AIoT-based":[44,52],"user":[46,87],"behavior-driven":[47],"management":[48,66],"system":[49,96],"(AUMS)\u2014a":[50],"comprehensive":[51],"framework":[53],"that":[54,74],"integrates":[55],"prediction,":[57,79],"dynamic":[58,104,131],"clustering,":[59],"rebalancing":[61,140],"algorithms":[62],"optimize":[64],"services.":[70],"Unlike":[71],"existing":[72],"approaches":[73],"focus":[75],"narrowly":[76],"on":[77,126],"AUMS":[80,166],"combines":[81],"real-time":[82],"IoT":[83],"sensor":[84],"data":[85],"with":[86],"behavior":[88],"analytics":[89],"support":[91],"continuous,":[92],"data-driven":[93],"decision-making.":[94],"The":[95,148],"employs":[97],"a":[98,163,173,176,184,200,212],"closed-loop":[99],"control":[100],"structure,":[101],"enabling":[102],"reconfiguration":[105],"bike":[107,204],"distribution":[108],"in":[109,154,169,179,190,203,208,215],"response":[110],"shifting":[112],"urban":[113],"patterns.":[115],"Its":[116],"architecture":[117],"includes":[118],"three":[119,170],"core":[120],"modules:":[121],"1)":[122],"prediction":[124],"based":[125],"spatiotemporal":[127],"behavioral":[128],"data,":[129],"2)":[130],"clustering":[132],"localize":[134],"operational":[135],"zones,":[136],"3)":[138],"intelligent":[139],"minimize":[142],"idle":[143],"rates":[144],"unmet":[146,216],"significance":[149],"work":[152],"lies":[153],"its":[155],"holistic":[156],"design":[157],"rigorous":[159],"real-world":[160],"validation.":[161],"Over":[162],"15-month":[164],"period,":[165],"was":[167],"deployed":[168],"escalating":[171],"phases:":[172],"pilot,":[175],"district-level":[177],"deployment":[178],"Tseung":[180],"Kwan":[181],"O,":[182],"city-wide":[185],"experiment":[186],"across":[187],"13":[188],"districts":[189],"Hong":[191],"Kong.":[192],"Field":[193],"results":[194],"demonstrate":[195],"notable":[196],"performance":[197],"improvements,":[198],"including":[199],"10.8%":[201],"increase":[202],"utilization,":[205],"11.6%":[206],"growth":[207],"trip":[209],"frequency,":[210],"29.2%":[213],"reduction":[214]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-28T00:00:00"}
