{"id":"https://openalex.org/W3189623485","doi":"https://doi.org/10.3390/rs13163161","title":"Land Use Scenario Simulation and Ecosystem Service Management for Different Regional Development Models of the Beibu Gulf Area, China","display_name":"Land Use Scenario Simulation and Ecosystem Service Management for Different Regional Development Models of the Beibu Gulf Area, China","publication_year":2021,"publication_date":"2021-08-10","ids":{"openalex":"https://openalex.org/W3189623485","doi":"https://doi.org/10.3390/rs13163161","mag":"3189623485"},"language":"en","primary_location":{"id":"doi:10.3390/rs13163161","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13163161","pdf_url":"https://www.mdpi.com/2072-4292/13/16/3161/pdf?version=1628590530","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"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":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/13/16/3161/pdf?version=1628590530","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041297627","display_name":"Dengyue Zhao","orcid":null},"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":"Dengyue Zhao","raw_affiliation_strings":["Research Center for Spatial Planning and Human-Environment System Simulation, School of Geography and Information Engineering, China University of Geosciences, Wuhan 430078, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Center for Spatial Planning and Human-Environment System Simulation, School of Geography and Information Engineering, China University of Geosciences, Wuhan 430078, China","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039407580","display_name":"Mingzhu Xiao","orcid":null},"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":"Mingzhu Xiao","raw_affiliation_strings":["School of Arts and Communication, China University of Geosciences, Wuhan 430074, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Arts and Communication, China University of Geosciences, Wuhan 430074, China","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003695143","display_name":"Chunbo Huang","orcid":"https://orcid.org/0000-0001-6222-215X"},"institutions":[{"id":"https://openalex.org/I204823248","display_name":"Huazhong Agricultural University","ror":"https://ror.org/023b72294","country_code":"CN","type":"education","lineage":["https://openalex.org/I204823248"]},{"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":"Chunbo Huang","raw_affiliation_strings":["College of Horticulture and Forestry Sciences/Hubei Engineering Technology Research Center for Forestry Information, Huazhong Agricultural University, Wuhan 430070, China","Research Center for Spatial Planning and Human-Environment System Simulation, School of Geography and Information Engineering, China University of Geosciences, Wuhan 430078, China"],"raw_orcid":"https://orcid.org/0000-0001-6222-215X","affiliations":[{"raw_affiliation_string":"College of Horticulture and Forestry Sciences/Hubei Engineering Technology Research Center for Forestry Information, Huazhong Agricultural University, Wuhan 430070, China","institution_ids":["https://openalex.org/I204823248"]},{"raw_affiliation_string":"Research Center for Spatial Planning and Human-Environment System Simulation, School of Geography and Information Engineering, China University of Geosciences, Wuhan 430078, China","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070755085","display_name":"Yuan Liang","orcid":"https://orcid.org/0000-0003-2330-1837"},"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":"Yuan Liang","raw_affiliation_strings":["School of Arts and Communication, China University of Geosciences, Wuhan 430074, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Arts and Communication, China University of Geosciences, Wuhan 430074, China","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073073323","display_name":"Zitao Yang","orcid":null},"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":"Zitao Yang","raw_affiliation_strings":["Research Center for Spatial Planning and Human-Environment System Simulation, School of Geography and Information Engineering, China University of Geosciences, Wuhan 430078, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Center for Spatial Planning and Human-Environment System Simulation, School of Geography and Information Engineering, China University of Geosciences, Wuhan 430078, China","institution_ids":["https://openalex.org/I3124059619"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5003695143"],"corresponding_institution_ids":["https://openalex.org/I204823248","https://openalex.org/I3124059619"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":3.6871,"has_fulltext":true,"cited_by_count":41,"citation_normalized_percentile":{"value":0.9355719,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"13","issue":"16","first_page":"3161","last_page":"3161"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":1.0,"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":1.0,"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/T10319","display_name":"Conservation, Biodiversity, and Resource Management","score":0.9865000247955322,"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/T10841","display_name":"Economic and Environmental Valuation","score":0.9656999707221985,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/ecosystem-services","display_name":"Ecosystem services","score":0.6070747971534729},{"id":"https://openalex.org/keywords/environmental-resource-management","display_name":"Environmental resource management","score":0.5804393887519836},{"id":"https://openalex.org/keywords/scenario-analysis","display_name":"Scenario analysis","score":0.547711193561554},{"id":"https://openalex.org/keywords/ecotourism","display_name":"Ecotourism","score":0.5112252235412598},{"id":"https://openalex.org/keywords/land-use","display_name":"Land use","score":0.5002543926239014},{"id":"https://openalex.org/keywords/china","display_name":"China","score":0.47075632214546204},{"id":"https://openalex.org/keywords/tourism","display_name":"Tourism","score":0.46135425567626953},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.4572337567806244},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.4447593092918396},{"id":"https://openalex.org/keywords/ecosystem","display_name":"Ecosystem","score":0.42295265197753906},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.32759374380111694},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.3042132258415222},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.20735543966293335},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.13485610485076904}],"concepts":[{"id":"https://openalex.org/C58941895","wikidata":"https://www.wikidata.org/wiki/Q295865","display_name":"Ecosystem services","level":3,"score":0.6070747971534729},{"id":"https://openalex.org/C107826830","wikidata":"https://www.wikidata.org/wiki/Q929380","display_name":"Environmental resource management","level":1,"score":0.5804393887519836},{"id":"https://openalex.org/C18785705","wikidata":"https://www.wikidata.org/wiki/Q1931373","display_name":"Scenario analysis","level":2,"score":0.547711193561554},{"id":"https://openalex.org/C151807755","wikidata":"https://www.wikidata.org/wiki/Q187449","display_name":"Ecotourism","level":3,"score":0.5112252235412598},{"id":"https://openalex.org/C4792198","wikidata":"https://www.wikidata.org/wiki/Q1165944","display_name":"Land use","level":2,"score":0.5002543926239014},{"id":"https://openalex.org/C191935318","wikidata":"https://www.wikidata.org/wiki/Q148","display_name":"China","level":2,"score":0.47075632214546204},{"id":"https://openalex.org/C18918823","wikidata":"https://www.wikidata.org/wiki/Q49389","display_name":"Tourism","level":2,"score":0.46135425567626953},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.4572337567806244},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4447593092918396},{"id":"https://openalex.org/C110872660","wikidata":"https://www.wikidata.org/wiki/Q37813","display_name":"Ecosystem","level":2,"score":0.42295265197753906},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.32759374380111694},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.3042132258415222},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.20735543966293335},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.13485610485076904},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs13163161","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13163161","pdf_url":"https://www.mdpi.com/2072-4292/13/16/3161/pdf?version=1628590530","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"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":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:21081686c3864d7ea8f2a81d7d37c4aa","is_oa":true,"landing_page_url":"https://doaj.org/article/21081686c3864d7ea8f2a81d7d37c4aa","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":"Remote Sensing, Vol 13, Iss 16, p 3161 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/13/16/3161/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs13163161","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":"Remote Sensing; Volume 13; Issue 16; Pages: 3161","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs13163161","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13163161","pdf_url":"https://www.mdpi.com/2072-4292/13/16/3161/pdf?version=1628590530","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"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":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2145748898","display_name":"\u4e09\u5ce1\u5e93\u533a\u666f\u89c2\u683c\u5c40\u6f14\u53d8\u5bf9\u6c34\u8d28\u51c0\u5316\u548c\u571f\u58e4\u4fdd\u6301\u7684\u5f71\u54cd\u53ca\u8c03\u63a7\u673a\u5236","funder_award_id":"42001218","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":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3189623485.pdf","grobid_xml":"https://content.openalex.org/works/W3189623485.grobid-xml"},"referenced_works_count":51,"referenced_works":["https://openalex.org/W1970497037","https://openalex.org/W1990136679","https://openalex.org/W1995458675","https://openalex.org/W2009555053","https://openalex.org/W2053216800","https://openalex.org/W2055804058","https://openalex.org/W2058097205","https://openalex.org/W2118836057","https://openalex.org/W2358543358","https://openalex.org/W2375020013","https://openalex.org/W2379388256","https://openalex.org/W2395575303","https://openalex.org/W2560499498","https://openalex.org/W2732203060","https://openalex.org/W2746485780","https://openalex.org/W2766406457","https://openalex.org/W2766529052","https://openalex.org/W2809934303","https://openalex.org/W2809965474","https://openalex.org/W2909273855","https://openalex.org/W2936947503","https://openalex.org/W2939982151","https://openalex.org/W2955330218","https://openalex.org/W2958830491","https://openalex.org/W2963619924","https://openalex.org/W2990493374","https://openalex.org/W2991549837","https://openalex.org/W2995816217","https://openalex.org/W3000579914","https://openalex.org/W3008076199","https://openalex.org/W3014536903","https://openalex.org/W3016147198","https://openalex.org/W3027225561","https://openalex.org/W3036257319","https://openalex.org/W3049090640","https://openalex.org/W3065746141","https://openalex.org/W3095156802","https://openalex.org/W3097306235","https://openalex.org/W3117192870","https://openalex.org/W3120259780","https://openalex.org/W3133597422","https://openalex.org/W3133883583","https://openalex.org/W3159837404","https://openalex.org/W3165637237","https://openalex.org/W4205222703","https://openalex.org/W4214564766","https://openalex.org/W4232827985","https://openalex.org/W6712136821","https://openalex.org/W6784827518","https://openalex.org/W6794718064","https://openalex.org/W6992532432"],"related_works":["https://openalex.org/W1526208582","https://openalex.org/W2378354422","https://openalex.org/W2347341294","https://openalex.org/W2381551058","https://openalex.org/W2384345237","https://openalex.org/W2967839302","https://openalex.org/W2739146733","https://openalex.org/W2152636427","https://openalex.org/W1995761014","https://openalex.org/W2132931608"],"abstract_inverted_index":{"Land":[0],"use":[1,17,26,40,120],"change":[2],"is":[3,211],"an":[4],"important":[5],"way":[6],"for":[7,59,216,242,278],"human":[8],"activities":[9],"to":[10,103,153,173,248],"affect":[11],"ecosystems.":[12],"Based":[13,83],"on":[14,150],"the":[15,21,33,60,67,74,79,88,96,105,118,123,139,146,179,184,192,204,207,223,264,268,279,292],"land":[16,25,39,119,160,163,283],"demands":[18],"and":[19,37,54,70,156,161,169,177,188,196,228,267,288],"policies,":[20],"simulation":[22],"of":[23,35,49,73,85,107,253,282,295],"future":[24,75],"changes":[27,121],"under":[28,109],"different":[29,110],"scenarios":[30,48],"can":[31],"test":[32],"rationality":[34],"socio-economic":[36],"policy-oriented":[38],"changes.":[41],"In":[42,200],"this":[43,261],"study,":[44],"we":[45],"set":[46],"three":[47,205],"regular":[50,185],"growth,":[51],"ecological":[52,193,285],"protection,":[53],"ecotourism":[55,197,208,289],"development":[56,112,198,209,227,270,290],"in":[57,122,137,143,183,191,260,291],"2030":[58],"Beibu":[61,124,218,296],"Gulf":[62,125,219],"area,":[63,220],"China.":[64],"We":[65],"simulated":[66],"spatial":[68,130],"distribution":[69],"evolution":[71],"characteristics":[72],"landscape":[76],"pattern":[77],"using":[78],"Scenario":[80],"Generator":[81],"Rule":[82],"Module":[84],"InVEST.":[86],"Meanwhile,":[87],"ecosystem":[89,243,254],"service":[90],"value":[91,100],"(ESV)":[92],"was":[93,134,141,148],"estimated":[94],"by":[95,202],"improved":[97],"unit":[98],"area":[99,294],"equivalent":[101],"method":[102],"reveal":[104],"trend":[106],"ESVs":[108,239],"regional":[111,232],"models.":[113],"The":[114,132],"results":[115],"indicated":[116],"that":[117],"during":[126],"1999\u20132014":[127],"showed":[128],"significant":[129],"heterogeneity.":[131],"farmland":[133,168],"mainly":[135],"distributed":[136],"Beihai,":[138],"forestland":[140],"located":[142],"Fangchenggang,":[144],"while":[145,167],"orchard":[147],"concentrated":[149],"Qinzhou.":[151],"Due":[152],"economic":[154],"construction":[155,159],"urban":[157],"expansion,":[158],"aquaculture":[162],"were":[164,258],"gradually":[165,189],"growing,":[166],"mud":[170],"flat":[171],"continued":[172],"decrease.":[174],"Between":[175],"2014":[176],"2030,":[178],"total":[180],"ESV":[181],"decreased":[182],"growth":[186],"scenario":[187,195,210],"increased":[190],"protection":[194,287],"scenario.":[199],"addition,":[201],"comparing":[203],"scenarios,":[206],"a":[212,250],"more":[213],"reasonable":[214,251],"model":[215,271],"Guangxi":[217],"which":[221,274],"realized":[222],"trade-off":[224],"between":[225],"tourism":[226],"resource":[229],"conservation.":[230],"Therefore,":[231],"planners":[233],"should":[234],"not":[235],"only":[236],"consider":[237],"maximizing":[238],"when":[240],"planning":[241],"services,":[244],"but":[245],"also":[246],"strive":[247],"maintain":[249],"structure":[252],"services.":[255],"Some":[256],"suggestions":[257],"provided":[259],"paper":[262],"at":[263],"macro":[265],"level":[266,272],"local":[269],"respectively,":[273],"offered":[275],"some":[276],"references":[277],"rational":[280],"allocation":[281],"resources,":[284],"environmental":[286],"coastal":[293],"Gulf.":[297]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":4}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2021-08-16T00:00:00"}