{"id":"https://openalex.org/W4416858586","doi":"https://doi.org/10.3390/systems13121080","title":"Data-Driven Modeling of Demand-Responsive Transit: Evaluating Sustainability Across Urban, Rural, and Intercity Scenarios","display_name":"Data-Driven Modeling of Demand-Responsive Transit: Evaluating Sustainability Across Urban, Rural, and Intercity Scenarios","publication_year":2025,"publication_date":"2025-12-01","ids":{"openalex":"https://openalex.org/W4416858586","doi":"https://doi.org/10.3390/systems13121080"},"language":"en","primary_location":{"id":"doi:10.3390/systems13121080","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems13121080","pdf_url":null,"source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3390/systems13121080","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5010897722","display_name":"Yunxi Zhang","orcid":"https://orcid.org/0000-0002-2614-5246"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yunxi Zhang","raw_affiliation_strings":["School of Ocean and Civil Engineering, Shanghai Jiao Tong University, Shanghai 200240, China"],"affiliations":[{"raw_affiliation_string":"School of Ocean and Civil Engineering, Shanghai Jiao Tong University, Shanghai 200240, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058149586","display_name":"Linjie Gao","orcid":"https://orcid.org/0000-0001-7429-8135"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Linjie Gao","raw_affiliation_strings":["School of Ocean and Civil Engineering, Shanghai Jiao Tong University, Shanghai 200240, China"],"affiliations":[{"raw_affiliation_string":"School of Ocean and Civil Engineering, Shanghai Jiao Tong University, Shanghai 200240, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091436644","display_name":"Zhao Xu","orcid":"https://orcid.org/0000-0002-3747-0781"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Zhao","raw_affiliation_strings":["School of Ocean and Civil Engineering, Shanghai Jiao Tong University, Shanghai 200240, China"],"affiliations":[{"raw_affiliation_string":"School of Ocean and Civil Engineering, Shanghai Jiao Tong University, Shanghai 200240, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012668370","display_name":"Anning Ni","orcid":"https://orcid.org/0000-0002-5614-6450"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Anning Ni","raw_affiliation_strings":["School of Ocean and Civil Engineering, Shanghai Jiao Tong University, Shanghai 200240, China"],"affiliations":[{"raw_affiliation_string":"School of Ocean and Civil Engineering, Shanghai Jiao Tong University, Shanghai 200240, China","institution_ids":["https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5010897722"],"corresponding_institution_ids":["https://openalex.org/I183067930"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":1.3409,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.83819044,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"13","issue":"12","first_page":"1080","last_page":"1080"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11942","display_name":"Transportation and Mobility Innovations","score":0.8399999737739563,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T11942","display_name":"Transportation and Mobility Innovations","score":0.8399999737739563,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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":0.10779999941587448,"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/T10298","display_name":"Urban Transport and Accessibility","score":0.022299999371170998,"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/sustainability","display_name":"Sustainability","score":0.572700023651123},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5479000210762024},{"id":"https://openalex.org/keywords/public-transport","display_name":"Public transport","score":0.49639999866485596},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.4740999937057495},{"id":"https://openalex.org/keywords/scenario-analysis","display_name":"Scenario analysis","score":0.39430001378059387},{"id":"https://openalex.org/keywords/thematic-map","display_name":"Thematic map","score":0.39070001244544983},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.390500009059906}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6252999901771545},{"id":"https://openalex.org/C66204764","wikidata":"https://www.wikidata.org/wiki/Q219416","display_name":"Sustainability","level":2,"score":0.572700023651123},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5479000210762024},{"id":"https://openalex.org/C539828613","wikidata":"https://www.wikidata.org/wiki/Q178512","display_name":"Public transport","level":2,"score":0.49639999866485596},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.4740999937057495},{"id":"https://openalex.org/C18785705","wikidata":"https://www.wikidata.org/wiki/Q1931373","display_name":"Scenario analysis","level":2,"score":0.39430001378059387},{"id":"https://openalex.org/C93692415","wikidata":"https://www.wikidata.org/wiki/Q1502030","display_name":"Thematic map","level":2,"score":0.39070001244544983},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.390500009059906},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.3474000096321106},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3424000144004822},{"id":"https://openalex.org/C552854447","wikidata":"https://www.wikidata.org/wiki/Q131201","display_name":"Sustainable development","level":2,"score":0.3366999924182892},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.32330000400543213},{"id":"https://openalex.org/C2777974031","wikidata":"https://www.wikidata.org/wiki/Q493641","display_name":"Multimodal transport","level":2,"score":0.296099990606308},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.2928999960422516},{"id":"https://openalex.org/C157181609","wikidata":"https://www.wikidata.org/wiki/Q1364310","display_name":"Sustainable transport","level":3,"score":0.2915000021457672},{"id":"https://openalex.org/C3020009124","wikidata":"https://www.wikidata.org/wiki/Q1156854","display_name":"Policy making","level":2,"score":0.28189998865127563},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.26100000739097595},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.2572999894618988},{"id":"https://openalex.org/C114713312","wikidata":"https://www.wikidata.org/wiki/Q7551269","display_name":"Social network analysis","level":3,"score":0.2535000145435333}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/systems13121080","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems13121080","pdf_url":null,"source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:6c4267426cd84218bfb22708a91e1e2c","is_oa":true,"landing_page_url":"https://doaj.org/article/6c4267426cd84218bfb22708a91e1e2c","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Systems, Vol 13, Iss 12, p 1080 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/systems13121080","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems13121080","pdf_url":null,"source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":82,"referenced_works":["https://openalex.org/W1519413051","https://openalex.org/W1892427165","https://openalex.org/W1971487896","https://openalex.org/W1980078184","https://openalex.org/W2044453943","https://openalex.org/W2051805534","https://openalex.org/W2051878129","https://openalex.org/W2072027889","https://openalex.org/W2105781869","https://openalex.org/W2120821087","https://openalex.org/W2130931480","https://openalex.org/W2131527844","https://openalex.org/W2135896311","https://openalex.org/W2146675887","https://openalex.org/W2153332743","https://openalex.org/W2166512646","https://openalex.org/W2168761881","https://openalex.org/W2416008246","https://openalex.org/W2606330429","https://openalex.org/W2616463222","https://openalex.org/W2731854017","https://openalex.org/W2803473295","https://openalex.org/W2883785779","https://openalex.org/W2885411917","https://openalex.org/W2888832939","https://openalex.org/W2890332336","https://openalex.org/W2954415500","https://openalex.org/W2986615790","https://openalex.org/W2997287655","https://openalex.org/W3016240890","https://openalex.org/W3021915867","https://openalex.org/W3037468066","https://openalex.org/W3038029784","https://openalex.org/W3045546538","https://openalex.org/W3087141152","https://openalex.org/W3091261054","https://openalex.org/W3093813643","https://openalex.org/W3121409403","https://openalex.org/W3173841034","https://openalex.org/W3178005756","https://openalex.org/W3194757994","https://openalex.org/W3202024145","https://openalex.org/W4207084466","https://openalex.org/W4211003938","https://openalex.org/W4214541302","https://openalex.org/W4229040978","https://openalex.org/W4283379625","https://openalex.org/W4292387991","https://openalex.org/W4296283091","https://openalex.org/W4307058577","https://openalex.org/W4308446531","https://openalex.org/W4313392543","https://openalex.org/W4313815884","https://openalex.org/W4318777697","https://openalex.org/W4319595072","https://openalex.org/W4320474812","https://openalex.org/W4322743694","https://openalex.org/W4361199522","https://openalex.org/W4366980307","https://openalex.org/W4386156191","https://openalex.org/W4386745763","https://openalex.org/W4387502265","https://openalex.org/W4387885982","https://openalex.org/W4388168634","https://openalex.org/W4391892567","https://openalex.org/W4396768603","https://openalex.org/W4400010941","https://openalex.org/W4400118647","https://openalex.org/W4401920734","https://openalex.org/W4402576704","https://openalex.org/W4402800898","https://openalex.org/W4403673418","https://openalex.org/W4404876813","https://openalex.org/W4405222044","https://openalex.org/W4406596908","https://openalex.org/W4407274623","https://openalex.org/W4407670607","https://openalex.org/W4408196694","https://openalex.org/W4408197728","https://openalex.org/W4411042989","https://openalex.org/W4411467850","https://openalex.org/W4412966071"],"related_works":[],"abstract_inverted_index":{"Demand-responsive":[0],"transit":[1],"(DRT)":[2],"is":[3],"an":[4],"innovative":[5],"public":[6],"transportation":[7],"model":[8],"that":[9,53,127,136],"dynamically":[10],"adjusts":[11],"routes":[12],"based":[13],"on":[14,153],"passengers\u2019":[15],"specific":[16],"demands.":[17],"While":[18],"existing":[19],"studies":[20],"offer":[21],"insights":[22,105],"into":[23],"routing,":[24],"scheduling,":[25],"and":[26,40,61,70,78,86,100,109,149,183],"network":[27],"design,":[28],"they":[29],"remain":[30],"fragmented,":[31],"with":[32,164],"limited":[33],"integration":[34],"of":[35],"user":[36],"behavior,":[37],"policy":[38,168],"relevance,":[39],"sustainability.":[41],"To":[42],"address":[43],"these":[44],"gaps,":[45],"this":[46],"paper":[47],"develops":[48],"a":[49,92,179],"scenario-based":[50,113],"evaluation":[51,128],"framework":[52,186],"synthesizes":[54],"bibliometric":[55],"evidence,":[56],"operational":[57,124],"conditions,":[58],"modeling":[59],"approaches,":[60],"evaluated":[62],"outcomes.":[63],"Using":[64],"CiteSpace,":[65],"we":[66],"conducted":[67],"keyword":[68],"co-occurrence":[69],"clustering":[71],"analysis.":[72],"Thematic":[73],"clusters":[74],"such":[75],"as":[76],"\u201crouting":[77],"scheduling,\u201d":[79],"\u201cnetwork":[80],"design,\u201d":[81],"\u201cstated":[82],"preference,\u201d":[83],"\u201cpublic":[84],"transport,\u201d":[85],"\u201cdemand-responsive":[87],"transit\u201d":[88],"were":[89],"mapped":[90],"to":[91,173],"three-tier":[93],"analytical":[94],"structure.":[95],"Scenarios":[96],"integrate":[97],"economic,":[98],"environmental,":[99],"social":[101],"dimensions,":[102],"enabling":[103],"comparative":[104],"across":[106,123],"urban,":[107],"rural,":[108],"intercity":[110,150],"scenarios.":[111],"The":[112],"approach":[114],"offers":[115],"two":[116],"key":[117],"advantages:":[118],"(1)":[119],"it":[120],"captures":[121],"heterogeneity":[122],"environments,":[125],"ensuring":[126],"frameworks":[129],"are":[130],"not":[131],"overly":[132],"generalized.":[133],"Research":[134],"shows":[135],"urban":[137],"scenarios":[138],"emphasize":[139],"scheduling":[140],"precision,":[141],"rural":[142],"pilots":[143],"face":[144],"cost-efficiency":[145],"but":[146],"enhance":[147],"resilience,":[148],"services":[151],"depend":[152],"multimodal":[154],"synchronization.":[155],"(2)":[156],"It":[157],"facilitates":[158],"synthesis":[159],"by":[160,177],"linking":[161],"technical":[162],"models":[163],"real-world":[165],"outcomes,":[166],"enhancing":[167],"relevance.":[169],"This":[170],"study":[171],"contributes":[172],"sustainable":[174],"transport":[175],"research":[176],"providing":[178],"coherent,":[180],"empirically":[181],"validated,":[182],"conceptually":[184],"integrated":[185],"for":[187],"evaluating":[188],"DRT":[189],"systems.":[190]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-04-02T15:55:50.835912","created_date":"2025-12-01T00:00:00"}
