{"id":"https://openalex.org/W4403942331","doi":"https://doi.org/10.3390/systems12110459","title":"Exploring Urbanization Strategies by Dissecting Aggregate Crowd Behaviors: A Case Study in China","display_name":"Exploring Urbanization Strategies by Dissecting Aggregate Crowd Behaviors: A Case Study in China","publication_year":2024,"publication_date":"2024-10-30","ids":{"openalex":"https://openalex.org/W4403942331","doi":"https://doi.org/10.3390/systems12110459"},"language":"en","primary_location":{"id":"doi:10.3390/systems12110459","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems12110459","pdf_url":"https://www.mdpi.com/2079-8954/12/11/459/pdf?version=1730370244","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://www.mdpi.com/2079-8954/12/11/459/pdf?version=1730370244","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Yanbin Li","orcid":"https://orcid.org/0009-0000-1744-153X"},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanbin Li","raw_affiliation_strings":["School of Architecture, Soochow University, Suzhou 215006, China"],"raw_orcid":"https://orcid.org/0009-0000-1744-153X","affiliations":[{"raw_affiliation_string":"School of Architecture, Soochow University, Suzhou 215006, China","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101201581","display_name":"Xingyao Song","orcid":null},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xingyao Song","raw_affiliation_strings":["School of Architecture, Soochow University, Suzhou 215006, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Architecture, Soochow University, Suzhou 215006, China","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109535090","display_name":"Leilei Sun","orcid":"https://orcid.org/0009-0000-2237-7106"},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Leilei Sun","raw_affiliation_strings":["School of Architecture, Soochow University, Suzhou 215006, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Architecture, Soochow University, Suzhou 215006, China","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070831376","display_name":"Castiel Chen Zhuang","orcid":"https://orcid.org/0000-0001-5077-8820"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Castiel Chen Zhuang","raw_affiliation_strings":["School of Economics, Peking University, Beijing 100871, China"],"raw_orcid":"https://orcid.org/0000-0001-5077-8820","affiliations":[{"raw_affiliation_string":"School of Economics, Peking University, Beijing 100871, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054978490","display_name":"Jiayi Liu","orcid":"https://orcid.org/0000-0002-9194-5338"},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiayi Liu","raw_affiliation_strings":["School of Architecture, Soochow University, Suzhou 215006, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Architecture, Soochow University, Suzhou 215006, China","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040864458","display_name":"Meng Yang","orcid":"https://orcid.org/0000-0001-9566-3103"},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meng Yang","raw_affiliation_strings":["School of Architecture, Soochow University, Suzhou 215006, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Architecture, Soochow University, Suzhou 215006, China","institution_ids":["https://openalex.org/I3923682"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5070831376","https://openalex.org/A5109535090"],"corresponding_institution_ids":["https://openalex.org/I20231570","https://openalex.org/I3923682"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":0.6177,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.782881,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"12","issue":"11","first_page":"459","last_page":"459"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10298","display_name":"Urban Transport and Accessibility","score":0.9986000061035156,"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/T10298","display_name":"Urban Transport and Accessibility","score":0.9986000061035156,"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":0.9958999752998352,"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/T10226","display_name":"Land Use and Ecosystem Services","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/vitality","display_name":"Vitality","score":0.8583186864852905},{"id":"https://openalex.org/keywords/urbanization","display_name":"Urbanization","score":0.798413097858429},{"id":"https://openalex.org/keywords/china","display_name":"China","score":0.5708447098731995},{"id":"https://openalex.org/keywords/urban-planning","display_name":"Urban planning","score":0.51813805103302},{"id":"https://openalex.org/keywords/sustainable-development","display_name":"Sustainable development","score":0.5176594853401184},{"id":"https://openalex.org/keywords/diversification","display_name":"Diversification (marketing strategy)","score":0.43831580877304077},{"id":"https://openalex.org/keywords/environmental-planning","display_name":"Environmental planning","score":0.42167437076568604},{"id":"https://openalex.org/keywords/occupancy","display_name":"Occupancy","score":0.4207141697406769},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.41508662700653076},{"id":"https://openalex.org/keywords/economic-growth","display_name":"Economic growth","score":0.3653731048107147},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.2794511914253235},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.2291586697101593},{"id":"https://openalex.org/keywords/civil-engineering","display_name":"Civil engineering","score":0.22430643439292908},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.2163277566432953},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.19959929585456848},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.158962219953537}],"concepts":[{"id":"https://openalex.org/C2779829227","wikidata":"https://www.wikidata.org/wiki/Q7936872","display_name":"Vitality","level":2,"score":0.8583186864852905},{"id":"https://openalex.org/C39853841","wikidata":"https://www.wikidata.org/wiki/Q161078","display_name":"Urbanization","level":2,"score":0.798413097858429},{"id":"https://openalex.org/C191935318","wikidata":"https://www.wikidata.org/wiki/Q148","display_name":"China","level":2,"score":0.5708447098731995},{"id":"https://openalex.org/C49545453","wikidata":"https://www.wikidata.org/wiki/Q69883","display_name":"Urban planning","level":2,"score":0.51813805103302},{"id":"https://openalex.org/C552854447","wikidata":"https://www.wikidata.org/wiki/Q131201","display_name":"Sustainable development","level":2,"score":0.5176594853401184},{"id":"https://openalex.org/C180916674","wikidata":"https://www.wikidata.org/wiki/Q3711935","display_name":"Diversification (marketing strategy)","level":2,"score":0.43831580877304077},{"id":"https://openalex.org/C91375879","wikidata":"https://www.wikidata.org/wiki/Q15473274","display_name":"Environmental planning","level":1,"score":0.42167437076568604},{"id":"https://openalex.org/C160331591","wikidata":"https://www.wikidata.org/wiki/Q7075743","display_name":"Occupancy","level":2,"score":0.4207141697406769},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.41508662700653076},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.3653731048107147},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.2794511914253235},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.2291586697101593},{"id":"https://openalex.org/C147176958","wikidata":"https://www.wikidata.org/wiki/Q77590","display_name":"Civil engineering","level":1,"score":0.22430643439292908},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.2163277566432953},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.19959929585456848},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.158962219953537},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C27206212","wikidata":"https://www.wikidata.org/wiki/Q34178","display_name":"Theology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/systems12110459","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems12110459","pdf_url":"https://www.mdpi.com/2079-8954/12/11/459/pdf?version=1730370244","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:9aa6f8188b044f3daa502e6951472ade","is_oa":false,"landing_page_url":"https://doaj.org/article/9aa6f8188b044f3daa502e6951472ade","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Systems, Vol 12, Iss 11, p 459 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/systems12110459","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems12110459","pdf_url":"https://www.mdpi.com/2079-8954/12/11/459/pdf?version=1730370244","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":[{"id":"https://metadata.un.org/sdg/11","score":0.7300000190734863,"display_name":"Sustainable cities and communities"}],"awards":[{"id":"https://openalex.org/G570533309","display_name":null,"funder_award_id":"7100604568","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320321605","display_name":"Government of Jiangsu Province","ror":"https://ror.org/004svx814"},{"id":"https://openalex.org/F4320324787","display_name":"Peking University","ror":"https://ror.org/02v51f717"},{"id":"https://openalex.org/F4320330925","display_name":"Suzhou University","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403942331.pdf","grobid_xml":"https://content.openalex.org/works/W4403942331.grobid-xml"},"referenced_works_count":53,"referenced_works":["https://openalex.org/W1967749839","https://openalex.org/W1967972384","https://openalex.org/W2061103987","https://openalex.org/W2085843982","https://openalex.org/W2123809593","https://openalex.org/W2295598076","https://openalex.org/W2531201931","https://openalex.org/W2592524517","https://openalex.org/W2737258237","https://openalex.org/W2763057031","https://openalex.org/W2774124475","https://openalex.org/W2890260042","https://openalex.org/W2904839986","https://openalex.org/W2906444537","https://openalex.org/W2986870289","https://openalex.org/W2991484980","https://openalex.org/W2998722797","https://openalex.org/W2999615587","https://openalex.org/W3001022526","https://openalex.org/W3008307766","https://openalex.org/W3028777360","https://openalex.org/W3041122723","https://openalex.org/W3085433976","https://openalex.org/W3091701141","https://openalex.org/W3097804367","https://openalex.org/W3120924117","https://openalex.org/W3168258146","https://openalex.org/W3176847506","https://openalex.org/W3179165355","https://openalex.org/W3188234957","https://openalex.org/W3196156918","https://openalex.org/W4205252595","https://openalex.org/W4206365600","https://openalex.org/W4210705927","https://openalex.org/W4220679689","https://openalex.org/W4241553597","https://openalex.org/W4283511607","https://openalex.org/W4285592634","https://openalex.org/W4303684669","https://openalex.org/W4310382694","https://openalex.org/W4311773121","https://openalex.org/W4313244880","https://openalex.org/W4368348169","https://openalex.org/W4376619991","https://openalex.org/W4388376697","https://openalex.org/W4389827620","https://openalex.org/W4389849760","https://openalex.org/W4390954240","https://openalex.org/W4392504969","https://openalex.org/W4393042724","https://openalex.org/W4399670073","https://openalex.org/W6678673323","https://openalex.org/W6783729926"],"related_works":["https://openalex.org/W2752150657","https://openalex.org/W4282043467","https://openalex.org/W2495634133","https://openalex.org/W2968549252","https://openalex.org/W4353001384","https://openalex.org/W2105697914","https://openalex.org/W2356578566","https://openalex.org/W2358296490","https://openalex.org/W4232780495","https://openalex.org/W2114628092"],"abstract_inverted_index":{"Town":[0],"development,":[1],"a":[2,30],"crucial":[3,31,166],"stage":[4],"of":[5,37,40,73,93,112,155,160],"urbanization,":[6],"has":[7],"been":[8],"increasingly":[9],"prioritized":[10],"in":[11,60,115,199],"recent":[12],"sustainable":[13,202],"socio-economic":[14],"growth":[15],"strategies.":[16],"Vitality,":[17],"especially":[18],"the":[19,38,71,84,97,102,110,123,127,130],"one":[20],"measured":[21],"by":[22],"aggregate":[23,78],"crowd":[24,44,79,184],"behaviors,":[25],"is":[26,46,96],"widely":[27],"recognized":[28],"as":[29,122,164],"development":[32,74],"element.":[33],"Conducting":[34],"comprehensive":[35],"assessments":[36],"drivers":[39],"town":[41,116,128,140,146,161],"vitality,":[42,45,141],"particularly":[43],"thus":[47],"essential":[48],"for":[49,145,168,178],"addressing":[50,179],"challenges":[51],"and":[52,62,87,132,134,151,158,193],"monitoring":[53],"progress.":[54],"This":[55,171],"study":[56,172],"examines":[57],"representative":[58],"towns":[59],"China":[61],"employs":[63],"multiple":[64],"datasets":[65],"along":[66],"with":[67,176],"XGBoost-SHAP":[68],"to":[69,126,189],"investigate":[70],"mechanisms":[72],"environment":[75],"factors":[76],"on":[77],"vitality.":[80],"Key":[81],"findings":[82],"highlight":[83],"study\u2019s":[85],"novelty":[86],"broader":[88],"implications:":[89],"(1)":[90],"The":[91],"degree":[92],"industrial":[94],"agglomeration":[95],"most":[98],"significant":[99],"factor":[100],"impacting":[101],"dependent":[103],"measures,":[104],"providing":[105],"new":[106],"data-driven":[107],"insights":[108,175],"into":[109],"role":[111],"economic":[113],"clustering":[114],"development.":[117],"(2)":[118],"Other":[119],"indicators,":[120],"such":[121],"minimum":[124],"distance":[125],"center,":[129],"enclosure,":[131],"car":[133],"pedestrian":[135],"friendliness,":[136],"can":[137,186],"effectively":[138],"predict":[139],"offering":[142],"practical":[143],"considerations":[144],"planning.":[147],"(3)":[148],"Industrial":[149],"innovation":[150],"diversification,":[152],"rational":[153],"planning":[154,194],"living":[156],"circles,":[157],"enhancement":[159],"conditions":[162],"emerge":[163],"three":[165],"strategies":[167,177],"promoting":[169],"urbanization.":[170],"enhances":[173],"empirical":[174],"urbanization":[180,191],"challenges,":[181],"emphasizing":[182],"how":[183],"data":[185],"be":[187],"used":[188],"inform":[190],"policies":[192],"practices,":[195],"aiding":[196],"urban":[197],"planners":[198],"building":[200],"more":[201],"systems.":[203]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
