{"id":"https://openalex.org/W2909300085","doi":"https://doi.org/10.1080/13658816.2018.1562067","title":"Modeling urban growth in a metropolitan area based on bidirectional flows, an improved gravitational field model, and partitioned cellular automata","display_name":"Modeling urban growth in a metropolitan area based on bidirectional flows, an improved gravitational field model, and partitioned cellular automata","publication_year":2019,"publication_date":"2019-01-10","ids":{"openalex":"https://openalex.org/W2909300085","doi":"https://doi.org/10.1080/13658816.2018.1562067","mag":"2909300085"},"language":"en","primary_location":{"id":"doi:10.1080/13658816.2018.1562067","doi":"https://doi.org/10.1080/13658816.2018.1562067","is_oa":false,"landing_page_url":"https://doi.org/10.1080/13658816.2018.1562067","pdf_url":null,"source":{"id":"https://openalex.org/S4210181446","display_name":"International Journal of Geographical Information Systems","issn_l":"0269-3798","issn":["0269-3798","1362-3087"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":["dongbi-b","poland-100"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Geographical Information Science","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5030925755","display_name":"Chang Xia","orcid":"https://orcid.org/0000-0001-9797-6381","observed_orcids":["https://orcid.org/0000-0001-9797-6381"]},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]},{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Chang Xia","raw_affiliation_strings":["Department of Urban Planning and Design, The University of Hong Kong, Hong Kong, China","School of Resource and Environmental Sciences, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0001-9797-6381","affiliations":[{"raw_affiliation_string":"Department of Urban Planning and Design, The University of Hong Kong, Hong Kong, China","institution_ids":["https://openalex.org/I889458895"]},{"raw_affiliation_string":"School of Resource and Environmental Sciences, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100336630","display_name":"Anqi Zhang","orcid":"https://orcid.org/0000-0002-0195-5429","observed_orcids":["https://orcid.org/0000-0002-0195-5429"]},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Anqi Zhang","raw_affiliation_strings":["Department of Urban Planning and Design, The University of Hong Kong, Hong Kong, China"],"raw_orcid":"https://orcid.org/0000-0002-0195-5429","affiliations":[{"raw_affiliation_string":"Department of Urban Planning and Design, The University of Hong Kong, Hong Kong, China","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003126304","display_name":"Haijun Wang","orcid":"https://orcid.org/0000-0001-9999-2430","observed_orcids":["https://orcid.org/0000-0001-9999-2430"]},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Haijun Wang","raw_affiliation_strings":["School of Resource and Environmental Sciences, Wuhan University, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Resource and Environmental Sciences, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055136222","display_name":"Bin Zhang","orcid":"https://orcid.org/0000-0003-1461-660X","observed_orcids":["https://orcid.org/0000-0003-1461-660X"]},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Zhang","raw_affiliation_strings":["School of Resource and Environmental Sciences, Wuhan University, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Resource and Environmental Sciences, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5003126304"],"corresponding_institution_ids":["https://openalex.org/I37461747"],"apc_list":null,"apc_paid":null,"fwci":2.9525,"has_fulltext":false,"cited_by_count":53,"citation_normalized_percentile":{"value":0.91033562,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"33","issue":"5","first_page":"877","last_page":"899"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.9179999828338623,"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"}},"topics":[{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.9179999828338623,"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"}},{"id":"https://openalex.org/T11014","display_name":"Agglomeration and Urban Systems","score":0.03680000081658363,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12325","display_name":"Urban Design and Spatial Analysis","score":0.02459999918937683,"subfield":{"id":"https://openalex.org/subfields/3322","display_name":"Urban Studies"},"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/urban-growth-simulation","display_name":"urban growth simulation","score":0.8999999761581421},{"id":"https://openalex.org/keywords/bidirectional-flow","display_name":"bidirectional flow","score":0.8600000143051147},{"id":"https://openalex.org/keywords/spatial-interaction","display_name":"spatial interaction","score":0.9150000214576721},{"id":"https://openalex.org/keywords/distance-decay","display_name":"distance decay","score":0.6990000009536743}],"concepts":[{"id":"https://openalex.org/C35527583","wikidata":"https://www.wikidata.org/wiki/Q189156","display_name":"Cellular automaton","level":2,"score":0.837391197681427},{"id":"https://openalex.org/C158739034","wikidata":"https://www.wikidata.org/wiki/Q1907114","display_name":"Metropolitan area","level":2,"score":0.7666041851043701},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.520987331867218},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5125150680541992},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4584791660308838},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.44323045015335083},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4204345941543579},{"id":"https://openalex.org/C26271046","wikidata":"https://www.wikidata.org/wiki/Q187097","display_name":"Economic geography","level":1,"score":0.39918866753578186},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.33174842596054077},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.22584551572799683},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12827271223068237},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.1099189817905426},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10720860958099365},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","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},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/13658816.2018.1562067","doi":"https://doi.org/10.1080/13658816.2018.1562067","is_oa":false,"landing_page_url":"https://doi.org/10.1080/13658816.2018.1562067","pdf_url":null,"source":{"id":"https://openalex.org/S4210181446","display_name":"International Journal of Geographical Information Systems","issn_l":"0269-3798","issn":["0269-3798","1362-3087"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":["dongbi-b","poland-100"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Geographical Information Science","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities","score":1.0}],"study_designs":[],"awards":[{"id":"https://openalex.org/G5191211581","display_name":null,"funder_award_id":"41571384","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"},{"id":"https://openalex.org/F4320322170","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86"},{"id":"https://openalex.org/F4320324116","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W122599851","https://openalex.org/W202805313","https://openalex.org/W1513719591","https://openalex.org/W1594597766","https://openalex.org/W1992377083","https://openalex.org/W2003773769","https://openalex.org/W2006939358","https://openalex.org/W2016500599","https://openalex.org/W2021499525","https://openalex.org/W2032568597","https://openalex.org/W2039350330","https://openalex.org/W2047559242","https://openalex.org/W2050456477","https://openalex.org/W2072099952","https://openalex.org/W2082375144","https://openalex.org/W2090836451","https://openalex.org/W2093790777","https://openalex.org/W2099171404","https://openalex.org/W2127059652","https://openalex.org/W2130630198","https://openalex.org/W2135130978","https://openalex.org/W2135617432","https://openalex.org/W2164957454","https://openalex.org/W2171324606","https://openalex.org/W2171730709","https://openalex.org/W2288294253","https://openalex.org/W2308194190","https://openalex.org/W2331935403","https://openalex.org/W2468587433","https://openalex.org/W2495965719","https://openalex.org/W2500228747","https://openalex.org/W2583095926","https://openalex.org/W2583431431","https://openalex.org/W2584012068","https://openalex.org/W2612169332","https://openalex.org/W2726080799","https://openalex.org/W2758292897","https://openalex.org/W2763123824","https://openalex.org/W2765655887","https://openalex.org/W2767066175","https://openalex.org/W2772719091","https://openalex.org/W2794273592","https://openalex.org/W2801481072","https://openalex.org/W2802554908","https://openalex.org/W2803764787","https://openalex.org/W2903825964","https://openalex.org/W4247128460","https://openalex.org/W4294214983"],"related_works":["https://openalex.org/W3172874949","https://openalex.org/W2016500599","https://openalex.org/W3210055221","https://openalex.org/W2801481072","https://openalex.org/W2366080875","https://openalex.org/W3107961750","https://openalex.org/W4296391859","https://openalex.org/W2127565962","https://openalex.org/W2904064128","https://openalex.org/W127484321"],"abstract_inverted_index":{"Simulating":[0],"urban":[1,18,79,95,165,182],"landscape":[2],"dynamics":[3],"in":[4,100,143,188],"metropolitan":[5],"areas":[6],"has":[7],"attracted":[8],"much":[9,140],"attention":[10,170],"lately,":[11],"but":[12],"the":[13,78,94,101,111,116,132,144,150,155,172,189,197],"difficulty":[14],"remains.":[15],"Although":[16],"large-scale":[17,164],"simulation":[19,112,145,166,190],"studies":[20],"consider":[21],"spatial":[22,28,80,120],"interaction":[23,29,121],"as":[24],"an":[25,71],"important":[26],"factor,":[27],"cannot":[30],"be":[31,186],"accurately":[32],"measured":[33],"based":[34],"on":[35],"a":[36,47,86,139],"single":[37],"element":[38],"flow,":[39],"and":[40,68,70,82,158,193],"its":[41],"effects":[42,179],"may":[43,54],"not":[44],"strictly":[45],"follow":[46],"distance":[48],"decay":[49],"function.":[50],"Furthermore,":[51,125],"different":[52,56,98],"cities":[53,99,148,157,195],"require":[55],"transition":[57,176],"rules.":[58,177],"In":[59],"this":[60],"study,":[61],"we":[62,83],"combined":[63],"bidirectional":[64],"flows":[65,183],"of":[66,146,174,180,191],"population":[67],"information":[69],"improved":[72],"gravitational":[73],"field":[74],"model":[75,77,91,118,133,137],"to":[76,92,171],"interaction,":[81],"then":[84],"integrated":[85],"partitioned":[87,126,175],"cellular":[88],"automata":[89],"(CA)":[90],"simulate":[93],"growth":[96],"for":[97,154],"Yangtze":[102],"River":[103],"middle":[104],"reaches":[105],"megalopolis.":[106],"It":[107],"was":[108],"found":[109],"that":[110,163],"results":[113],"generated":[114],"by":[115],"CA":[117],"considering":[119],"are":[122],"significantly":[123],"improved.":[124],"conversion":[127],"thresholds":[128],"can":[129],"effectively":[130],"improve":[131],"performance.":[134],"The":[135,178],"proposed":[136],"showed":[138],"better":[141],"performance":[142],"subordinate":[147],"surrounding":[149],"core":[151,156],"cities,":[152],"than":[153],"fringe":[159],"cities.":[160],"We":[161],"suggest":[162],"should":[167,184],"pay":[168],"more":[169],"development":[173],"intercity":[181],"also":[185],"considered":[187],"small-":[192],"medium-sized":[194],"near":[196],"regional":[198],"cores.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":6}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2019-01-25T00:00:00"}
