{"id":"https://openalex.org/W3138775068","doi":"https://doi.org/10.3390/s21062179","title":"Extracting the Relationship and Evolutionary Rule Connecting Residents\u2019 Travel Demand and Traffic Supply Using Multisource Data","display_name":"Extracting the Relationship and Evolutionary Rule Connecting Residents\u2019 Travel Demand and Traffic Supply Using Multisource Data","publication_year":2021,"publication_date":"2021-03-20","ids":{"openalex":"https://openalex.org/W3138775068","doi":"https://doi.org/10.3390/s21062179","mag":"3138775068","pmid":"https://pubmed.ncbi.nlm.nih.gov/33804701"},"language":"en","primary_location":{"id":"doi:10.3390/s21062179","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21062179","pdf_url":"https://www.mdpi.com/1424-8220/21/6/2179/pdf?version=1616228033","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/21/6/2179/pdf?version=1616228033","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5065947577","display_name":"Zijia Wang","orcid":"https://orcid.org/0000-0002-5726-5451"},"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"]},{"id":"https://openalex.org/I4210118977","display_name":"Shanghai Tunnel Engineering Rail Transit Design & Research Institute","ror":"https://ror.org/02zznv955","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210118977"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zijia Wang","raw_affiliation_strings":["Department of Civil Engineering, Beijing Jiaotong University, Beijing 100044, China","Engineering and Technology Research Center of Rail Transit Line Safety and Disaster Prevention, No. 3 Shangyuancun, Haidian District, Beijing 100044, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Beijing Jiaotong University, Beijing 100044, China","institution_ids":["https://openalex.org/I21193070"]},{"raw_affiliation_string":"Engineering and Technology Research Center of Rail Transit Line Safety and Disaster Prevention, No. 3 Shangyuancun, Haidian District, Beijing 100044, China","institution_ids":["https://openalex.org/I4210118977"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100689254","display_name":"Zhi-Xiang Chen","orcid":"https://orcid.org/0000-0003-1038-7838"},"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":"Zhixiang Chen","raw_affiliation_strings":["Department of Civil Engineering, Beijing Jiaotong University, Beijing 100044, China"],"raw_orcid":"https://orcid.org/0000-0003-1038-7838","affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Beijing Jiaotong University, Beijing 100044, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086400878","display_name":"Youyin Shi","orcid":null},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Youyin Shi","raw_affiliation_strings":["Department of Civil Engineering, Central South University, Changsha 410000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Central South University, Changsha 410000, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086810513","display_name":"Liping Huang","orcid":"https://orcid.org/0000-0003-1623-3397"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"Liping Huang","raw_affiliation_strings":["School of Electrical and Electronic Engineering, Nanyang Technological University, 50 Nanyang Avenue, Singapore 639798, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Nanyang Technological University, 50 Nanyang Avenue, Singapore 639798, Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5086810513"],"corresponding_institution_ids":["https://openalex.org/I172675005"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2673},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2673},"fwci":0.2365,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.67985954,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"21","issue":"6","first_page":"2179","last_page":"2179"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10698","display_name":"Transportation Planning and Optimization","score":0.9998999834060669,"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/T10698","display_name":"Transportation Planning and Optimization","score":0.9998999834060669,"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":0.9997000098228455,"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":0.9990000128746033,"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":0.48191455006599426},{"id":"https://openalex.org/keywords/smart-card","display_name":"Smart card","score":0.46300557255744934},{"id":"https://openalex.org/keywords/urban-rail-transit","display_name":"Urban rail transit","score":0.45144766569137573},{"id":"https://openalex.org/keywords/beijing","display_name":"Beijing","score":0.44516465067863464},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.4401451647281647},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.42966026067733765},{"id":"https://openalex.org/keywords/proxy","display_name":"Proxy (statistics)","score":0.42416808009147644},{"id":"https://openalex.org/keywords/supply-and-demand","display_name":"Supply and demand","score":0.41181665658950806},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.345194935798645},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33947598934173584},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.2893795371055603},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.23665663599967957},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.15793666243553162},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.14322665333747864},{"id":"https://openalex.org/keywords/microeconomics","display_name":"Microeconomics","score":0.12458968162536621},{"id":"https://openalex.org/keywords/china","display_name":"China","score":0.10980090498924255}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.48191455006599426},{"id":"https://openalex.org/C110406131","wikidata":"https://www.wikidata.org/wiki/Q41349","display_name":"Smart card","level":2,"score":0.46300557255744934},{"id":"https://openalex.org/C2780434240","wikidata":"https://www.wikidata.org/wiki/Q3491904","display_name":"Urban rail transit","level":2,"score":0.45144766569137573},{"id":"https://openalex.org/C2778304055","wikidata":"https://www.wikidata.org/wiki/Q657474","display_name":"Beijing","level":3,"score":0.44516465067863464},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.4401451647281647},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.42966026067733765},{"id":"https://openalex.org/C2780148112","wikidata":"https://www.wikidata.org/wiki/Q1432581","display_name":"Proxy (statistics)","level":2,"score":0.42416808009147644},{"id":"https://openalex.org/C120330832","wikidata":"https://www.wikidata.org/wiki/Q166656","display_name":"Supply and demand","level":2,"score":0.41181665658950806},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.345194935798645},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33947598934173584},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.2893795371055603},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.23665663599967957},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.15793666243553162},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.14322665333747864},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.12458968162536621},{"id":"https://openalex.org/C191935318","wikidata":"https://www.wikidata.org/wiki/Q148","display_name":"China","level":2,"score":0.10980090498924255},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/s21062179","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21062179","pdf_url":"https://www.mdpi.com/1424-8220/21/6/2179/pdf?version=1616228033","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},{"id":"pmid:33804701","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33804701","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:8003832","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8003832","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:54e875ffdcf54dca876dc70577e0a0ef","is_oa":true,"landing_page_url":"https://doaj.org/article/54e875ffdcf54dca876dc70577e0a0ef","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":"Sensors, Vol 21, Iss 6, p 2179 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/21/6/2179/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s21062179","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 21; Issue 6; Pages: 2179","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s21062179","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21062179","pdf_url":"https://www.mdpi.com/1424-8220/21/6/2179/pdf?version=1616228033","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.75,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"awards":[{"id":"https://openalex.org/G8477148155","display_name":null,"funder_award_id":"51978044","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"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3138775068.pdf","grobid_xml":"https://content.openalex.org/works/W3138775068.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W221898952","https://openalex.org/W637874129","https://openalex.org/W1974395471","https://openalex.org/W1985736189","https://openalex.org/W1994658753","https://openalex.org/W2023002861","https://openalex.org/W2032189490","https://openalex.org/W2056778814","https://openalex.org/W2078206416","https://openalex.org/W2102262771","https://openalex.org/W2372011412","https://openalex.org/W2469766466","https://openalex.org/W2516800471","https://openalex.org/W2539958564","https://openalex.org/W2544507600","https://openalex.org/W2586238486","https://openalex.org/W2770970578","https://openalex.org/W2809457508","https://openalex.org/W2884370540","https://openalex.org/W2916107445","https://openalex.org/W2964901925","https://openalex.org/W2991912536","https://openalex.org/W2995628955","https://openalex.org/W2998795157","https://openalex.org/W3000952334","https://openalex.org/W3006015128","https://openalex.org/W3011878318","https://openalex.org/W3018659348","https://openalex.org/W3043600671","https://openalex.org/W3082182008","https://openalex.org/W3094019299","https://openalex.org/W3096963662","https://openalex.org/W6646713865","https://openalex.org/W6733181920","https://openalex.org/W6771513983"],"related_works":["https://openalex.org/W2015747722","https://openalex.org/W2362050182","https://openalex.org/W2382418233","https://openalex.org/W2369897927","https://openalex.org/W3031731056","https://openalex.org/W4293167957","https://openalex.org/W2361035307","https://openalex.org/W2380455807","https://openalex.org/W2993975634","https://openalex.org/W2367835030"],"abstract_inverted_index":{"Urban":[0],"rail":[1,212,301],"transit":[2,39,75,302],"(URT)":[3],"systems":[4,20],"are":[5,150],"often":[6],"regarded":[7,124],"as":[8,125,166,234,291],"the":[9,48,60,70,92,109,132,140,159,187,192,198,201,207,211,238,241,270,278,284,298,310],"backbone":[10],"of":[11,18,50,62,73,94,111,174,180,210,216,257,273,300,312],"their":[12,29,32,153],"respective":[13],"city.":[14,318],"The":[15,254],"evolutionary":[16],"features":[17,209,272],"URT":[19,63,84],"have":[21,41],"attracted":[22],"much":[23],"attention":[24],"in":[25,35,214,303,309],"recent":[26],"years,":[27],"but":[28],"evolution":[30,61],"and":[31,66,98,128,147,152,177,197,224,245,286,295],"distinct":[33],"function":[34,97],"contrast":[36],"to":[37,117,130,251],"other":[38],"modes":[40,76],"seldom":[42],"been":[43],"investigated,":[44],"especially":[45],"quantitatively":[46],"from":[47,231,283],"perspective":[49],"work-residence":[51,78],"separation.":[52,79],"Accordingly,":[53],"we":[54],"propose":[55],"a":[56,83,119,126,144,167,235,274],"framework":[57],"for":[58,135,143,155,227,315],"exploring":[59],"topological":[64],"networks":[65,194],"demand-weighted":[67,148],"networks,":[68],"comparing":[69],"different":[71,188],"impacts":[72],"all":[74,228],"on":[77,91],"In":[80,205],"this":[81,258],"study,":[82],"passenger":[85],"flow":[86],"assignment":[87],"model":[88,102,114],"was":[89,103,115],"formulated":[90],"basis":[93],"travel":[95,136,243],"cost":[96],"an":[99,316],"improved":[100],"logit":[101],"proposed":[104,151],"that":[105,261],"takes":[106],"into":[107,266],"account":[108,267],"heterogeneity":[110],"passengers.":[112],"This":[113],"used":[116,165],"generate":[118],"section":[120],"load,":[121],"which":[122],"is":[123,164,260],"weight":[127],"able":[129],"reflect":[131],"residents'":[133,242],"demand":[134,244,262,279,294],"by":[137,170,191],"URT.":[138],"Then,":[139],"fractal":[141,185,217,271],"dimensions":[142],"non-weighted":[145],"network":[146,149,175],"indications":[154],"transportation":[156],"explained.":[157,204],"Finally,":[158],"Beijing":[160],"Subway":[161],"System":[162],"(BSS)":[163],"case":[168],"study":[169],"employing":[171],"fifty":[172],"years":[173,179],"data":[176,233],"ten":[178],"smart":[181],"card":[182],"data.":[183],"Using":[184],"approaches,":[186],"characteristics":[189],"illustrated":[190],"two":[193],"were":[195,219],"investigated":[196,308],"reasons":[199],"behind":[200],"observed":[202],"patterns":[203],"addition,":[206],"spatial":[208],"network,":[213,276],"terms":[215],"indictors,":[218],"compared":[220],"with":[221],"population":[222],"distribution":[223],"urban":[225,313],"mobility":[226,314],"modes,":[229],"extracted":[230],"phone":[232],"proxy.":[236],"Thus,":[237],"relationship":[239],"between":[240,293],"traffic":[246],"supply":[247,285],"can":[248,306],"be":[249,264,281,307],"revealed":[250],"some":[252],"extent.":[253],"main":[255],"finding":[256],"work":[259],"must":[263],"taken":[265],"when":[268],"analyzing":[269],"transport":[275],"lest":[277],"side":[280],"separated":[282],"important":[287],"issues":[288],"missed":[289],"such":[290],"inconsistencies":[292],"supply.":[296],"Additionally,":[297],"role":[299],"work-home":[304],"imbalance":[305],"context":[311],"entire":[317]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-08-11T07:18:39.950985","created_date":"2025-10-10T00:00:00"}
