{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,8]],"date-time":"2026-05-08T16:32:05Z","timestamp":1778257925490,"version":"3.51.4"},"reference-count":39,"publisher":"Wiley","issue":"1","license":[{"start":{"date-parts":[[2022,2,28]],"date-time":"2022-02-28T00:00:00Z","timestamp":1646006400000},"content-version":"vor","delay-in-days":58,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"},{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/doi.wiley.com\/10.1002\/tdm_license_1.1"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["91746201"],"award-info":[{"award-number":["91746201"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Complexity"],"published-print":{"date-parts":[[2022,1]]},"abstract":"<jats:p>In a congested large\u2010scale subway network, the distribution of passenger flow in space\u2010time dimension is very complex. Accurate estimation of passenger path choice is very important to understand the passenger flow distribution and even improve the operation service level. The availability of automated fare collection (AFC) data, timetable, and network topology data opens up a new opportunity to study this topic based on multisource data. A probability model is proposed in this study to calculate the individual passenger\u2019s path choice with multisource data, in which the impact of the network time\u2010varying state (e.g., path travel time) on passenger path choice is fully considered. First, according to the number and characteristics of OD (origin\u2010destination) candidate paths, the AFC data among special kinds of OD are selected to estimate the distribution of passengers\u2019 walking time and waiting time of each platform. Then, based on the composition of path travel time, its real\u2010time probability distribution is formulated with the distribution of walking time, waiting time, and in\u2010vehicle time as parameters. Finally, a membership function is introduced to evaluate the dependence between passenger\u2019s travel time and the real\u2010time travel time distribution of each candidate path and take the path with the largest membership degree as passenger\u2019s choice. Finally, a case study with Beijing Subway data is applied to verify the effectiveness of the model presented in this study. We have compared and analysed the path calculation results in which the time\u2010varying characteristics of network state are considered or not. The results indicate that a passenger\u2019s path choice behavior is affected by the network time\u2010varying state, and our model can quantify the time\u2010varying state and its impact on passenger path choice.<\/jats:p>","DOI":"10.1155\/2022\/5451017","type":"journal-article","created":{"date-parts":[[2022,2,28]],"date-time":"2022-02-28T21:50:09Z","timestamp":1646085009000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":15,"title":["Data\u2010Driven Method for Passenger Path Choice Inference in Congested Subway Network"],"prefix":"10.1155","volume":"2022","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3667-1618","authenticated-orcid":false,"given":"Guanghui","family":"Su","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9304-9679","authenticated-orcid":false,"given":"Bingfeng","family":"Si","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4803-8775","authenticated-orcid":false,"given":"Fang","family":"Zhao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4801-7752","authenticated-orcid":false,"given":"He","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","published-online":{"date-parts":[[2022,2,28]]},"reference":[{"key":"e_1_2_9_1_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.scitotenv.2021.147763"},{"key":"e_1_2_9_2_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.scitotenv.2021.149068"},{"key":"e_1_2_9_3_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.spc.2021.02.016"},{"key":"e_1_2_9_4_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.apenergy.2021.116818"},{"key":"e_1_2_9_5_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.trb.2021.05.009"},{"key":"e_1_2_9_6_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2020.103703"},{"key":"e_1_2_9_7_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2021.02.059"},{"key":"e_1_2_9_8_2","doi-asserted-by":"publisher","DOI":"10.1109\/tits.2019.2930085"},{"key":"e_1_2_9_9_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.trb.2016.10.015"},{"key":"e_1_2_9_10_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.tra.2015.04.023"},{"key":"e_1_2_9_11_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.trb.2017.04.012"},{"key":"e_1_2_9_12_2","doi-asserted-by":"publisher","DOI":"10.1002\/atr.1309"},{"key":"e_1_2_9_13_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.trc.2015.01.001"},{"key":"e_1_2_9_14_2","doi-asserted-by":"publisher","DOI":"10.1061\/jtepbs.0000444"},{"key":"e_1_2_9_15_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.trb.2018.12.015"},{"key":"e_1_2_9_16_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.tra.2010.12.004"},{"key":"e_1_2_9_17_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.tra.2014.05.010"},{"key":"e_1_2_9_18_2","doi-asserted-by":"publisher","DOI":"10.1002\/atr.1203"},{"key":"e_1_2_9_19_2","doi-asserted-by":"publisher","DOI":"10.1080\/03081060.2020.1717135"},{"key":"e_1_2_9_20_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2016.05.459"},{"key":"e_1_2_9_21_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2017.11.043"},{"key":"e_1_2_9_22_2","doi-asserted-by":"publisher","DOI":"10.3141\/2284-07"},{"key":"e_1_2_9_23_2","doi-asserted-by":"publisher","DOI":"10.1109\/tits.2016.2587864"},{"key":"e_1_2_9_24_2","doi-asserted-by":"publisher","DOI":"10.1155\/2018\/2710608"},{"key":"e_1_2_9_25_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.physa.2019.04.231"},{"key":"e_1_2_9_26_2","first-page":"11","article-title":"Application of transformer-based language models to detect hate speech in social media","author":"Das Mukherjee S.","year":"2021","journal-title":"Journal of Computational and Cognitive"},{"key":"e_1_2_9_27_2","first-page":"1","article-title":"Calibrating a bayesian transit assignment model using smart card data","author":"Rahbar M.","year":"2018","journal-title":"IEEE Transactions on Intelligent Transportation Systems"},{"key":"e_1_2_9_28_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.tre.2020.102037"},{"key":"e_1_2_9_29_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.trc.2018.04.019"},{"key":"e_1_2_9_30_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.trb.2013.03.008"},{"key":"e_1_2_9_31_2","doi-asserted-by":"publisher","DOI":"10.1080\/15472450802644439"},{"key":"e_1_2_9_32_2","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1814982116"},{"key":"e_1_2_9_33_2","doi-asserted-by":"crossref","unstructured":"BeaulieuN. C. Abu-DayyaA. A. andMcLaneP. J. Comparison of methods of computing lognormal sum distributions and outages for digital wireless applications Proceedings of the Conference Record - International Conference on Communications 1994 IEEE June 1994 Stockholm Sweden 1270\u20131275.","DOI":"10.1109\/ICC.1994.368899"},{"key":"e_1_2_9_34_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.scs.2021.102846"},{"key":"e_1_2_9_35_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.trb.2016.09.013"},{"key":"e_1_2_9_36_2","first-page":"1","article-title":"About one representation-interpeter of a monotone measure","author":"Sirbiladze D.","year":"2021","journal-title":"Journal of Computational and Cognitive"},{"key":"e_1_2_9_37_2","doi-asserted-by":"publisher","DOI":"10.1109\/tem.2021.3109038"},{"key":"e_1_2_9_38_2","doi-asserted-by":"publisher","DOI":"10.1155\/2020\/6025821"},{"key":"e_1_2_9_39_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.apenergy.2020.116429"}],"container-title":["Complexity"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1155\/2022\/5451017","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/full-xml\/10.1155\/2022\/5451017","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1155\/2022\/5451017","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,22]],"date-time":"2026-01-22T21:27:55Z","timestamp":1769117275000},"score":1,"resource":{"primary":{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/10.1155\/2022\/5451017"}},"subtitle":[],"editor":[{"given":"Harish","family":"Garg","sequence":"additional","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]}],"short-title":[],"issued":{"date-parts":[[2022,1]]},"references-count":39,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2022,1]]}},"alternative-id":["10.1155\/2022\/5451017"],"URL":"https:\/\/doi.org\/10.1155\/2022\/5451017","archive":["Portico"],"relation":{},"ISSN":["1076-2787","1099-0526"],"issn-type":[{"value":"1076-2787","type":"print"},{"value":"1099-0526","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,1]]},"assertion":[{"value":"2021-09-30","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2022-01-26","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2022-02-28","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"5451017"}}