{"id":"https://openalex.org/W4405599270","doi":"https://doi.org/10.1109/tits.2024.3512583","title":"Simulating Pedestrian Flow on Slopes via Transfer Learning Approach: From Single-File to Crowd","display_name":"Simulating Pedestrian Flow on Slopes via Transfer Learning Approach: From Single-File to Crowd","publication_year":2024,"publication_date":"2024-12-19","ids":{"openalex":"https://openalex.org/W4405599270","doi":"https://doi.org/10.1109/tits.2024.3512583"},"language":"en","primary_location":{"id":"doi:10.1109/tits.2024.3512583","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2024.3512583","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/A5076650561","display_name":"Wei Xie","orcid":"https://orcid.org/0000-0002-4582-6418"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wei Xie","raw_affiliation_strings":["Institute for Disaster Management and Reconstruction, Sichuan University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"Institute for Disaster Management and Reconstruction, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024604757","display_name":"Nan Jiang","orcid":"https://orcid.org/0000-0001-9383-1011"},"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":"Nan Jiang","raw_affiliation_strings":["Department of Architecture and Civil Engineering, City University of Hong Kong, Kowloon Tong, Hong Kong","Department of Architecture and Civil Engineering, City University of Hong Kong, Hong Kong, Hong Kong"],"affiliations":[{"raw_affiliation_string":"Department of Architecture and Civil Engineering, City University of Hong Kong, Kowloon Tong, Hong Kong","institution_ids":["https://openalex.org/I168719708"]},{"raw_affiliation_string":"Department of Architecture and Civil Engineering, City University of Hong Kong, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101777957","display_name":"Yi Ma","orcid":"https://orcid.org/0000-0001-6568-2581"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Ma","raw_affiliation_strings":["Institute for Disaster Management and Reconstruction, Sichuan University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"Institute for Disaster Management and Reconstruction, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090768303","display_name":"Eric Wai Ming Lee","orcid":"https://orcid.org/0000-0002-3156-2036"},"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":"Eric Wai Ming Lee","raw_affiliation_strings":["Department of Architecture and Civil Engineering, City University of Hong Kong, Kowloon Tong, Hong Kong","Department of Architecture and Civil Engineering, City University of Hong Kong, Hong Kong, Hong Kong"],"affiliations":[{"raw_affiliation_string":"Department of Architecture and Civil Engineering, City University of Hong Kong, Kowloon Tong, Hong Kong","institution_ids":["https://openalex.org/I168719708"]},{"raw_affiliation_string":"Department of Architecture and Civil Engineering, City University of Hong Kong, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108823786","display_name":"Xintong Li","orcid":"https://orcid.org/0009-0007-7981-4005"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xintong Li","raw_affiliation_strings":["State Key Laboratory of Fire Science, University of Science and Technology of China, Hefei, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Fire Science, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100655976","display_name":"Hanchen Yu","orcid":"https://orcid.org/0009-0001-4366-9391"},"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":"Hanchen Yu","raw_affiliation_strings":["Department of Architecture and Civil Engineering, City University of Hong Kong, Kowloon Tong, Hong Kong","Department of Architecture and Civil Engineering, City University of Hong Kong, Hong Kong, Hong Kong"],"affiliations":[{"raw_affiliation_string":"Department of Architecture and Civil Engineering, City University of Hong Kong, Kowloon Tong, Hong Kong","institution_ids":["https://openalex.org/I168719708"]},{"raw_affiliation_string":"Department of Architecture and Civil Engineering, City University of Hong Kong, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I168719708"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5076650561"],"corresponding_institution_ids":["https://openalex.org/I24185976"],"apc_list":null,"apc_paid":null,"fwci":1.4217,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.81346721,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"26","issue":"3","first_page":"3873","last_page":"3884"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11500","display_name":"Evacuation and Crowd Dynamics","score":0.996399998664856,"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":0.996399998664856,"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"}},{"id":"https://openalex.org/T10535","display_name":"Landslides and related hazards","score":0.9843000173568726,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9635000228881836,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/pedestrian","display_name":"Pedestrian","score":0.7659159898757935},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.6414087414741516},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5955005884170532},{"id":"https://openalex.org/keywords/flow","display_name":"Flow (mathematics)","score":0.5062405467033386},{"id":"https://openalex.org/keywords/transfer","display_name":"Transfer (computing)","score":0.4750228524208069},{"id":"https://openalex.org/keywords/file-transfer","display_name":"File transfer","score":0.4139631390571594},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.3954761326313019},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.27699869871139526},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.25694942474365234},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.24748393893241882},{"id":"https://openalex.org/keywords/mechanics","display_name":"Mechanics","score":0.15201959013938904},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.1113419234752655},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.10206878185272217}],"concepts":[{"id":"https://openalex.org/C2777113093","wikidata":"https://www.wikidata.org/wiki/Q221488","display_name":"Pedestrian","level":2,"score":0.7659159898757935},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6414087414741516},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5955005884170532},{"id":"https://openalex.org/C38349280","wikidata":"https://www.wikidata.org/wiki/Q1434290","display_name":"Flow (mathematics)","level":2,"score":0.5062405467033386},{"id":"https://openalex.org/C2776175482","wikidata":"https://www.wikidata.org/wiki/Q1195816","display_name":"Transfer (computing)","level":2,"score":0.4750228524208069},{"id":"https://openalex.org/C2776162994","wikidata":"https://www.wikidata.org/wiki/Q534400","display_name":"File transfer","level":3,"score":0.4139631390571594},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.3954761326313019},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27699869871139526},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.25694942474365234},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.24748393893241882},{"id":"https://openalex.org/C57879066","wikidata":"https://www.wikidata.org/wiki/Q41217","display_name":"Mechanics","level":1,"score":0.15201959013938904},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.1113419234752655},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.10206878185272217}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tits.2024.3512583","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2024.3512583","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":[{"score":0.699999988079071,"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11"}],"awards":[{"id":"https://openalex.org/G1745303488","display_name":null,"funder_award_id":"72301184","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6757093823","display_name":null,"funder_award_id":"2024NSFSC1073","funder_id":"https://openalex.org/F4320329861","funder_display_name":"Natural Science Foundation of Sichuan Province"},{"id":"https://openalex.org/G812814179","display_name":null,"funder_award_id":"YJ202329","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320329861","display_name":"Natural Science Foundation of Sichuan Province","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W1888172398","https://openalex.org/W1990016680","https://openalex.org/W1997498385","https://openalex.org/W2036744928","https://openalex.org/W2064171501","https://openalex.org/W2080116243","https://openalex.org/W2080303183","https://openalex.org/W2088861161","https://openalex.org/W2121131042","https://openalex.org/W2127292745","https://openalex.org/W2156838542","https://openalex.org/W2345324220","https://openalex.org/W2424778531","https://openalex.org/W2755416446","https://openalex.org/W2808902547","https://openalex.org/W2904943176","https://openalex.org/W2963001155","https://openalex.org/W2963353290","https://openalex.org/W2964230007","https://openalex.org/W2968014400","https://openalex.org/W2991050038","https://openalex.org/W2996188461","https://openalex.org/W3091957584","https://openalex.org/W3120388948","https://openalex.org/W3159736609","https://openalex.org/W3169575318","https://openalex.org/W3173227740","https://openalex.org/W4200015065","https://openalex.org/W4205266139","https://openalex.org/W4283212888","https://openalex.org/W4288679858","https://openalex.org/W4311421548","https://openalex.org/W4312305613","https://openalex.org/W4328007421","https://openalex.org/W4386945867","https://openalex.org/W4390492464","https://openalex.org/W4390848212"],"related_works":["https://openalex.org/W2392100589","https://openalex.org/W3046761854","https://openalex.org/W2084675319","https://openalex.org/W3037412205","https://openalex.org/W2001002674","https://openalex.org/W2561157175","https://openalex.org/W2000993155","https://openalex.org/W2884707029","https://openalex.org/W2915501980","https://openalex.org/W2991656725"],"abstract_inverted_index":{"The":[0,73],"increased":[1],"prevalence":[2],"of":[3,14,50,177,182,198,232],"stairs":[4],"and":[5,88,165,180,247],"ramps":[6],"in":[7,90,101,236],"urban":[8,243],"areas":[9],"has":[10],"highlighted":[11],"the":[12,48,97,159,187,215,230],"importance":[13],"understanding":[15],"pedestrian":[16,42,51,69,91,115,140,191,200],"dynamics":[17,70],"on":[18,30,53,71,143,202,224],"inclined":[19],"surfaces.":[20],"Previous":[21],"studies":[22],"indicate":[23],"that":[24],"pedestrians":[25],"exhibit":[26,119],"distinct":[27],"motion":[28,86],"characteristics":[29],"slopes":[31],"compared":[32],"to":[33,80,129,150,229],"level":[34],"ground.":[35],"While":[36],"traditional":[37],"rule-based":[38],"models":[39],"used":[40],"for":[41,66,221,242],"simulation":[43,104,223,234],"may":[44],"not":[45],"accurately":[46,67],"capture":[47,81,190],"complexities":[49],"behaviour":[52,201],"slopes,":[54,203],"this":[55],"paper":[56],"presents":[57],"a":[58,94,171,195,218],"Transferable":[59],"Pedestrian":[60],"Motion":[61],"Simulation":[62],"Network":[63],"(TPMSN)":[64],"tailored":[65],"modelling":[68],"slopes.":[72,144,225],"TPMSN":[74,216],"incorporates":[75],"five":[76],"key":[77],"input":[78],"features":[79],"relative":[82],"position":[83],"information,":[84],"neighbour":[85],"states,":[87],"trends":[89,209],"motion.":[92],"Through":[93],"transferable":[95],"layer,":[96],"network":[98],"demonstrates":[99],"versatility":[100],"handling":[102],"crowd":[103,222,233,245],"tasks":[105],"across":[106],"different":[107],"slope":[108],"angles.":[109],"Networks":[110],"pre-trained":[111],"with":[112,123,136,211],"data":[113,138],"from":[114,127,139],"single-file":[116],"flow":[117,142],"experiments":[118],"robust":[120],"fitting":[121],"performance,":[122],"R-square":[124],"values":[125],"ranging":[126],"0.848":[128],"0.999.":[130],"Furthermore,":[131],"transfer":[132],"learning":[133],"is":[134],"applied":[135],"experimental":[137],"unidirectional":[141],"Two":[145],"independent":[146],"networks":[147,161,188],"are":[148,168],"trained":[149],"predict":[151],"instantaneous":[152],"velocity":[153],"vectors.":[154],"Simulations":[155],"carried":[156],"out":[157],"by":[158,170,206],"two":[160],"demonstrate":[162],"promising":[163],"accuracy":[164],"authenticity,":[166],"which":[167],"validated":[169],"mean":[172],"Average":[173],"Displacement":[174],"Error":[175],"(ATE)":[176],"0.0926":[178],"m":[179],"reproduction":[181],"flow-density":[183],"fundamental":[184],"diagrams.":[185],"Additionally,":[186],"could":[189],"lateral":[192],"body":[193],"sway,":[194],"crucial":[196],"aspect":[197],"real-life":[199],"as":[204],"evidenced":[205],"lane":[207],"entropy":[208],"consistent":[210],"empirical":[212],"studies.":[213],"Overall,":[214],"offers":[217],"successful":[219],"approach":[220],"This":[226],"work":[227],"contributes":[228],"advancement":[231],"techniques":[235],"complex":[237],"terrains,":[238],"offering":[239],"valuable":[240],"implications":[241],"planning,":[244],"management":[246],"architectural":[248],"design.":[249]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
