{"id":"https://openalex.org/W3167526439","doi":"https://doi.org/10.3390/ijgi10060383","title":"A Study of Diffusion Equation-Based Land-Use/Land-Cover Change Simulation","display_name":"A Study of Diffusion Equation-Based Land-Use/Land-Cover Change Simulation","publication_year":2021,"publication_date":"2021-06-04","ids":{"openalex":"https://openalex.org/W3167526439","doi":"https://doi.org/10.3390/ijgi10060383","mag":"3167526439"},"language":"en","primary_location":{"id":"doi:10.3390/ijgi10060383","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ijgi10060383","pdf_url":"https://www.mdpi.com/2220-9964/10/6/383/pdf?version=1623054194","source":{"id":"https://openalex.org/S2764431341","display_name":"ISPRS International Journal of Geo-Information","issn_l":"2220-9964","issn":["2220-9964"],"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":"ISPRS International Journal of Geo-Information","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2220-9964/10/6/383/pdf?version=1623054194","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090058783","display_name":"Min Jin","orcid":"https://orcid.org/0000-0003-4634-7213"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Jin","raw_affiliation_strings":["Hubei Key Laboratory of Intelligent Geo-Information Processing, China University of Geosciences, Wuhan 430074, China","School of Computer Science, China University of Geosciences, Wuhan 430074, China"],"raw_orcid":"https://orcid.org/0000-0003-4634-7213","affiliations":[{"raw_affiliation_string":"Hubei Key Laboratory of Intelligent Geo-Information Processing, China University of Geosciences, Wuhan 430074, China","institution_ids":["https://openalex.org/I3124059619"]},{"raw_affiliation_string":"School of Computer Science, China University of Geosciences, Wuhan 430074, China","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053931437","display_name":"Ruyi Feng","orcid":"https://orcid.org/0000-0002-5709-690X"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruyi Feng","raw_affiliation_strings":["Hubei Key Laboratory of Intelligent Geo-Information Processing, China University of Geosciences, Wuhan 430074, China","School of Computer Science, China University of Geosciences, Wuhan 430074, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hubei Key Laboratory of Intelligent Geo-Information Processing, China University of Geosciences, Wuhan 430074, China","institution_ids":["https://openalex.org/I3124059619"]},{"raw_affiliation_string":"School of Computer Science, China University of Geosciences, Wuhan 430074, China","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009116003","display_name":"Lizhe Wang","orcid":"https://orcid.org/0000-0003-2766-0845"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Lizhe Wang","raw_affiliation_strings":["Hubei Key Laboratory of Intelligent Geo-Information Processing, China University of Geosciences, Wuhan 430074, China","School of Computer Science, China University of Geosciences, Wuhan 430074, China"],"raw_orcid":"https://orcid.org/0000-0003-2766-0845","affiliations":[{"raw_affiliation_string":"Hubei Key Laboratory of Intelligent Geo-Information Processing, China University of Geosciences, Wuhan 430074, China","institution_ids":["https://openalex.org/I3124059619"]},{"raw_affiliation_string":"School of Computer Science, China University of Geosciences, Wuhan 430074, China","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047516173","display_name":"Jining Yan","orcid":"https://orcid.org/0000-0003-0680-5427"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jining Yan","raw_affiliation_strings":["Hubei Key Laboratory of Intelligent Geo-Information Processing, China University of Geosciences, Wuhan 430074, China","School of Computer Science, China University of Geosciences, Wuhan 430074, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hubei Key Laboratory of Intelligent Geo-Information Processing, China University of Geosciences, Wuhan 430074, China","institution_ids":["https://openalex.org/I3124059619"]},{"raw_affiliation_string":"School of Computer Science, China University of Geosciences, Wuhan 430074, China","institution_ids":["https://openalex.org/I3124059619"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5009116003"],"corresponding_institution_ids":["https://openalex.org/I3124059619"],"apc_list":{"value":1700,"currency":"CHF","value_usd":1893},"apc_paid":{"value":1700,"currency":"CHF","value_usd":1893},"fwci":0.4794,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.60183325,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"10","issue":"6","first_page":"383","last_page":"383"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.9995999932289124,"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":0.9995999932289124,"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/T13890","display_name":"Remote Sensing and Land Use","score":0.9929999709129333,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10766","display_name":"Urban Heat Island Mitigation","score":0.975600004196167,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"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/land-cover","display_name":"Land cover","score":0.7723172307014465},{"id":"https://openalex.org/keywords/land-use","display_name":"Land use","score":0.6102005839347839},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.6033098101615906},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5674074292182922},{"id":"https://openalex.org/keywords/cover","display_name":"Cover (algebra)","score":0.5660876035690308},{"id":"https://openalex.org/keywords/dilemma","display_name":"Dilemma","score":0.533793568611145},{"id":"https://openalex.org/keywords/diffusion-process","display_name":"Diffusion process","score":0.5227125883102417},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.4716742932796478},{"id":"https://openalex.org/keywords/diffusion-equation","display_name":"Diffusion equation","score":0.4666196405887604},{"id":"https://openalex.org/keywords/land-use-land-use-change-and-forestry","display_name":"Land use, land-use change and forestry","score":0.43684375286102295},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3729330897331238},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.20781338214874268},{"id":"https://openalex.org/keywords/civil-engineering","display_name":"Civil engineering","score":0.1856282353401184},{"id":"https://openalex.org/keywords/innovation-diffusion","display_name":"Innovation diffusion","score":0.09500989317893982},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.0888010561466217},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.08368676900863647},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.07187563180923462}],"concepts":[{"id":"https://openalex.org/C2780648208","wikidata":"https://www.wikidata.org/wiki/Q3001793","display_name":"Land cover","level":3,"score":0.7723172307014465},{"id":"https://openalex.org/C4792198","wikidata":"https://www.wikidata.org/wiki/Q1165944","display_name":"Land use","level":2,"score":0.6102005839347839},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.6033098101615906},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5674074292182922},{"id":"https://openalex.org/C2780428219","wikidata":"https://www.wikidata.org/wiki/Q16952335","display_name":"Cover (algebra)","level":2,"score":0.5660876035690308},{"id":"https://openalex.org/C2778496695","wikidata":"https://www.wikidata.org/wiki/Q254128","display_name":"Dilemma","level":2,"score":0.533793568611145},{"id":"https://openalex.org/C68710425","wikidata":"https://www.wikidata.org/wiki/Q5275442","display_name":"Diffusion process","level":3,"score":0.5227125883102417},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.4716742932796478},{"id":"https://openalex.org/C571446","wikidata":"https://www.wikidata.org/wiki/Q6510183","display_name":"Diffusion equation","level":3,"score":0.4666196405887604},{"id":"https://openalex.org/C122690726","wikidata":"https://www.wikidata.org/wiki/Q3348639","display_name":"Land use, land-use change and forestry","level":3,"score":0.43684375286102295},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3729330897331238},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20781338214874268},{"id":"https://openalex.org/C147176958","wikidata":"https://www.wikidata.org/wiki/Q77590","display_name":"Civil engineering","level":1,"score":0.1856282353401184},{"id":"https://openalex.org/C3017618536","wikidata":"https://www.wikidata.org/wiki/Q304994","display_name":"Innovation diffusion","level":2,"score":0.09500989317893982},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0888010561466217},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.08368676900863647},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.07187563180923462},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.0},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/ijgi10060383","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ijgi10060383","pdf_url":"https://www.mdpi.com/2220-9964/10/6/383/pdf?version=1623054194","source":{"id":"https://openalex.org/S2764431341","display_name":"ISPRS International Journal of Geo-Information","issn_l":"2220-9964","issn":["2220-9964"],"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":"ISPRS International Journal of Geo-Information","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:5328555c1a8140fda82b06c2b189920c","is_oa":true,"landing_page_url":"https://doaj.org/article/5328555c1a8140fda82b06c2b189920c","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":"ISPRS International Journal of Geo-Information, Vol 10, Iss 6, p 383 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2220-9964/10/6/383/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/ijgi10060383","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":"ISPRS International Journal of Geo-Information; Volume 10; Issue 6; Pages: 383","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/ijgi10060383","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ijgi10060383","pdf_url":"https://www.mdpi.com/2220-9964/10/6/383/pdf?version=1623054194","source":{"id":"https://openalex.org/S2764431341","display_name":"ISPRS International Journal of Geo-Information","issn_l":"2220-9964","issn":["2220-9964"],"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":"ISPRS International Journal of Geo-Information","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities","score":0.6700000166893005}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3167526439.pdf","grobid_xml":"https://content.openalex.org/works/W3167526439.grobid-xml"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W159883374","https://openalex.org/W1505625771","https://openalex.org/W1978638151","https://openalex.org/W1986496156","https://openalex.org/W1996748744","https://openalex.org/W2004856354","https://openalex.org/W2012463653","https://openalex.org/W2013812501","https://openalex.org/W2022543896","https://openalex.org/W2036610344","https://openalex.org/W2038898458","https://openalex.org/W2061935177","https://openalex.org/W2093673231","https://openalex.org/W2094099762","https://openalex.org/W2135646975","https://openalex.org/W2136867047","https://openalex.org/W2140234560","https://openalex.org/W2157154835","https://openalex.org/W2167235878","https://openalex.org/W2513074661","https://openalex.org/W2564747588","https://openalex.org/W2626067809","https://openalex.org/W2766019840","https://openalex.org/W2804780916","https://openalex.org/W2891125893","https://openalex.org/W2966246708","https://openalex.org/W2979164775","https://openalex.org/W3005253467","https://openalex.org/W3005356149","https://openalex.org/W3011301395","https://openalex.org/W3011779675","https://openalex.org/W3013390499","https://openalex.org/W3036205099","https://openalex.org/W3083433795","https://openalex.org/W4232771950","https://openalex.org/W6680741516"],"related_works":["https://openalex.org/W2087854757","https://openalex.org/W2911540122","https://openalex.org/W2150424771","https://openalex.org/W4210534497","https://openalex.org/W2052060317","https://openalex.org/W2165015795","https://openalex.org/W2968968464","https://openalex.org/W1495398857","https://openalex.org/W2071886678","https://openalex.org/W3160542772"],"abstract_inverted_index":{"Simulating":[0],"and":[1,5,35,49,69,76,141],"predicting":[2],"the":[3,16,22,47,61,65,88,92,100,111,122,126,132,136,143],"development":[4,18],"changes":[6],"in":[7],"urban":[8,26,78,101,118],"land":[9],"change":[10,23,67,94,103],"can":[11,116],"provide":[12],"valuable":[13],"references":[14],"for":[15],"sustainable":[17],"of":[19,25,64,91,125,135],"cities.":[20],"However,":[21],"process":[24,31,68,124],"land-use/land-cover":[27,66,79,93,102,119],"is":[28,84,128],"a":[29,71],"complex":[30],"involving":[32],"multiple":[33,36],"factors":[34],"relationships.":[37],"This":[38],"dilemma":[39],"makes":[40],"it":[41],"very":[42],"challenging":[43],"to":[44,50,55,74,86,98],"accurately":[45],"simulate":[46,75,117],"results":[48,107],"make":[51],"predictions.":[52],"In":[53],"response":[54],"this":[56],"problem,":[57],"we":[58,114],"started":[59],"with":[60],"physical":[62],"characteristics":[63,90],"constructed":[70,115],"diffusion":[72,82,89,112],"equation":[73,83,113],"predict":[77],"changes.":[80],"The":[81,105],"used":[85],"describe":[87],"process,":[95],"which":[96],"helps":[97],"understand":[99],"process.":[104],"experimental":[106],"show":[108],"that":[109],"(1)":[110],"changes,":[120],"(2)":[121],"simulation":[123],"model":[127,144],"not":[129],"limited":[130],"by":[131],"time":[133,137],"interval":[134],"series":[138],"data":[139],"itself,":[140],"(3)":[142],"only":[145],"requires":[146],"one":[147],"parameter":[148],"without":[149],"other":[150],"constraints.":[151]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
