{"id":"https://openalex.org/W4391106037","doi":"https://doi.org/10.1080/17538947.2024.2306310","title":"Assessment of the urban habitat quality service functions and their drivers based on the fusion module of graph attention network and residual network","display_name":"Assessment of the urban habitat quality service functions and their drivers based on the fusion module of graph attention network and residual network","publication_year":2024,"publication_date":"2024-01-22","ids":{"openalex":"https://openalex.org/W4391106037","doi":"https://doi.org/10.1080/17538947.2024.2306310"},"language":"en","primary_location":{"id":"doi:10.1080/17538947.2024.2306310","is_oa":true,"landing_page_url":"https://doi.org/10.1080/17538947.2024.2306310","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/17538947.2024.2306310?needAccess=true","source":{"id":"https://openalex.org/S199162493","display_name":"International Journal of Digital Earth","issn_l":"1753-8947","issn":["1753-8947","1753-8955"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Digital Earth","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.tandfonline.com/doi/pdf/10.1080/17538947.2024.2306310?needAccess=true","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5109012707","display_name":"Chunyang Wang","orcid":"https://orcid.org/0000-0002-6060-790X"},"institutions":[{"id":"https://openalex.org/I4210166499","display_name":"Henan Polytechnic University","ror":"https://ror.org/05vr1c885","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210166499"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunyang Wang","raw_affiliation_strings":["School of Computer Science and Technology, Henan Polytechnic University, Jiaozuo, People\u2019s Republic of China","School of Surveying and Land Information Engineering, Henan Polytechnic University, Jiaozuo, People\u2019s Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Henan Polytechnic University, Jiaozuo, People\u2019s Republic of China","institution_ids":["https://openalex.org/I4210166499"]},{"raw_affiliation_string":"School of Surveying and Land Information Engineering, Henan Polytechnic University, Jiaozuo, People\u2019s Republic of China","institution_ids":["https://openalex.org/I4210166499"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087563763","display_name":"Kui Yang","orcid":"https://orcid.org/0000-0001-5371-7062"},"institutions":[{"id":"https://openalex.org/I4210166499","display_name":"Henan Polytechnic University","ror":"https://ror.org/05vr1c885","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210166499"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kui Yang","raw_affiliation_strings":["School of Surveying and Land Information Engineering, Henan Polytechnic University, Jiaozuo, People\u2019s Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Surveying and Land Information Engineering, Henan Polytechnic University, Jiaozuo, People\u2019s Republic of China","institution_ids":["https://openalex.org/I4210166499"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100362543","display_name":"Wei Yang","orcid":"https://orcid.org/0000-0002-4597-877X"},"institutions":[{"id":"https://openalex.org/I159385669","display_name":"Chiba University","ror":"https://ror.org/01hjzeq58","country_code":"JP","type":"education","lineage":["https://openalex.org/I159385669"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Wei Yang","raw_affiliation_strings":["Center for Environmental Remote Sensing, Chiba University, Chiba, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Environmental Remote Sensing, Chiba University, Chiba, Japan","institution_ids":["https://openalex.org/I159385669"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030808997","display_name":"Runkui Li","orcid":"https://orcid.org/0000-0002-5822-5072"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210160793","display_name":"Institute of Geographic Sciences and Natural Resources Research","ror":"https://ror.org/04t1cdb72","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210160793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Runkui Li","raw_affiliation_strings":["State Key Laboratory of Resources and Environmental Information System, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, People\u2019s Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Resources and Environmental Information System, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, People\u2019s Republic of China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210160793"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044138144","display_name":"Haiyang Qiang","orcid":null},"institutions":[{"id":"https://openalex.org/I114218197","display_name":"Chinese Academy of Social Sciences","ror":"https://ror.org/05bxbmy32","country_code":"CN","type":"facility","lineage":["https://openalex.org/I114218197"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haiyang Qiang","raw_affiliation_strings":["Chinese Academy of Natural Resources Economics, Beijing, People\u2019s Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chinese Academy of Natural Resources Economics, Beijing, People\u2019s Republic of China","institution_ids":["https://openalex.org/I114218197"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101893406","display_name":"Bibo Lu","orcid":"https://orcid.org/0000-0002-7854-5305"},"institutions":[{"id":"https://openalex.org/I4210166499","display_name":"Henan Polytechnic University","ror":"https://ror.org/05vr1c885","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210166499"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bibo Lu","raw_affiliation_strings":["School of Computer Science and Technology, Henan Polytechnic University, Jiaozuo, People\u2019s Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Henan Polytechnic University, Jiaozuo, People\u2019s Republic of China","institution_ids":["https://openalex.org/I4210166499"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082759977","display_name":"Baishun Su","orcid":null},"institutions":[{"id":"https://openalex.org/I4210166499","display_name":"Henan Polytechnic University","ror":"https://ror.org/05vr1c885","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210166499"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Baishun Su","raw_affiliation_strings":["School of Computer Science and Technology, Henan Polytechnic University, Jiaozuo, People\u2019s Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Henan Polytechnic University, Jiaozuo, People\u2019s Republic of China","institution_ids":["https://openalex.org/I4210166499"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101493045","display_name":"Zenan Yang","orcid":"https://orcid.org/0000-0002-3252-1359"},"institutions":[{"id":"https://openalex.org/I4210166499","display_name":"Henan Polytechnic University","ror":"https://ror.org/05vr1c885","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210166499"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zenan Yang","raw_affiliation_strings":["School of Surveying and Land Information Engineering, Henan Polytechnic University, Jiaozuo, People\u2019s Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Surveying and Land Information Engineering, Henan Polytechnic University, Jiaozuo, People\u2019s Republic of China","institution_ids":["https://openalex.org/I4210166499"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100362543"],"corresponding_institution_ids":["https://openalex.org/I159385669"],"apc_list":{"value":2390,"currency":"USD","value_usd":2390},"apc_paid":{"value":2390,"currency":"USD","value_usd":2390},"fwci":10.9509,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.97802877,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"17","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13731","display_name":"Advanced Computing and Algorithms","score":0.8805000185966492,"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"}},"topics":[{"id":"https://openalex.org/T13731","display_name":"Advanced Computing and Algorithms","score":0.8805000185966492,"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"}},{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.8474000096321106,"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/T13955","display_name":"Evaluation Methods in Various Fields","score":0.8374999761581421,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"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/residual","display_name":"Residual","score":0.6997134685516357},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5709715485572815},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5650697350502014},{"id":"https://openalex.org/keywords/urban-network","display_name":"Urban network","score":0.4563690721988678},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.4460658133029938},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.4260631799697876},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4162742495536804},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.41393887996673584},{"id":"https://openalex.org/keywords/service-quality","display_name":"Service quality","score":0.41149836778640747},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.3867218494415283},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.3399842381477356},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3018863797187805},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.2804158329963684},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.22718238830566406},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.1512359082698822},{"id":"https://openalex.org/keywords/environmental-planning","display_name":"Environmental planning","score":0.10727798938751221},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.09932371973991394}],"concepts":[{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.6997134685516357},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5709715485572815},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5650697350502014},{"id":"https://openalex.org/C2992200110","wikidata":"https://www.wikidata.org/wiki/Q924286","display_name":"Urban network","level":2,"score":0.4563690721988678},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.4460658133029938},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.4260631799697876},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4162742495536804},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.41393887996673584},{"id":"https://openalex.org/C140781008","wikidata":"https://www.wikidata.org/wiki/Q1221081","display_name":"Service quality","level":3,"score":0.41149836778640747},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.3867218494415283},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.3399842381477356},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3018863797187805},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.2804158329963684},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.22718238830566406},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.1512359082698822},{"id":"https://openalex.org/C91375879","wikidata":"https://www.wikidata.org/wiki/Q15473274","display_name":"Environmental planning","level":1,"score":0.10727798938751221},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.09932371973991394},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/17538947.2024.2306310","is_oa":true,"landing_page_url":"https://doi.org/10.1080/17538947.2024.2306310","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/17538947.2024.2306310?needAccess=true","source":{"id":"https://openalex.org/S199162493","display_name":"International Journal of Digital Earth","issn_l":"1753-8947","issn":["1753-8947","1753-8955"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Digital Earth","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:77b589640ef2437a9fc500ec0b75b6da","is_oa":false,"landing_page_url":"https://doaj.org/article/77b589640ef2437a9fc500ec0b75b6da","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":"International Journal of Digital Earth, Vol 17, Iss 1 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1080/17538947.2024.2306310","is_oa":true,"landing_page_url":"https://doi.org/10.1080/17538947.2024.2306310","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/17538947.2024.2306310?needAccess=true","source":{"id":"https://openalex.org/S199162493","display_name":"International Journal of Digital Earth","issn_l":"1753-8947","issn":["1753-8947","1753-8955"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Digital Earth","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.8100000023841858,"id":"https://metadata.un.org/sdg/11"}],"awards":[{"id":"https://openalex.org/G246732018","display_name":null,"funder_award_id":"232102211019","funder_id":"https://openalex.org/F4320327051","funder_display_name":"Science and Technology Department of Henan Province"},{"id":"https://openalex.org/G3165686574","display_name":null,"funder_award_id":"222102210131","funder_id":"https://openalex.org/F4320327051","funder_display_name":"Science and Technology Department of Henan Province"},{"id":"https://openalex.org/G6063328390","display_name":null,"funder_award_id":"42341206","funder_id":"https://openalex.org/F4320335595","funder_display_name":"National Natural Science Foundation of China-Yunnan Joint Fund"},{"id":"https://openalex.org/G6416592472","display_name":"Investigating the Interaction between Spring Green-up Date and Autumn Dormancy Onset based on Field and Satellite Data to Improve the Forest Phenology Models","funder_award_id":"20K12146","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G8634997688","display_name":null,"funder_award_id":"23A520029","funder_id":"https://openalex.org/F4320334984","funder_display_name":"Applied Basic Research Key Project of Yunnan"},{"id":"https://openalex.org/G928984399","display_name":null,"funder_award_id":"HZKY20220279","funder_id":"https://openalex.org/F4320335000","funder_display_name":"Changjiang Scholar Program of Chinese Ministry of Education"}],"funders":[{"id":"https://openalex.org/F4320327051","display_name":"Science and Technology Department of Henan Province","ror":null},{"id":"https://openalex.org/F4320334764","display_name":"Japan Society for the Promotion of Science","ror":"https://ror.org/00hhkn466"},{"id":"https://openalex.org/F4320334984","display_name":"Applied Basic Research Key Project of Yunnan","ror":null},{"id":"https://openalex.org/F4320335000","display_name":"Changjiang Scholar Program of Chinese Ministry of Education","ror":"https://ror.org/01mv9t934"},{"id":"https://openalex.org/F4320335595","display_name":"National Natural Science Foundation of China-Yunnan Joint Fund","ror":null}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4391106037.pdf"},"referenced_works_count":78,"referenced_works":["https://openalex.org/W973228982","https://openalex.org/W1964859077","https://openalex.org/W1996041299","https://openalex.org/W2052684427","https://openalex.org/W2057915416","https://openalex.org/W2078735598","https://openalex.org/W2098000995","https://openalex.org/W2104190753","https://openalex.org/W2118246710","https://openalex.org/W2130811469","https://openalex.org/W2203012373","https://openalex.org/W2261059368","https://openalex.org/W2512014232","https://openalex.org/W2605742275","https://openalex.org/W2654996463","https://openalex.org/W2767721208","https://openalex.org/W2781977181","https://openalex.org/W2811366936","https://openalex.org/W2886982951","https://openalex.org/W2905589480","https://openalex.org/W2964015378","https://openalex.org/W2991494819","https://openalex.org/W3001724894","https://openalex.org/W3012122273","https://openalex.org/W3014738005","https://openalex.org/W3015693246","https://openalex.org/W3021148811","https://openalex.org/W3026351651","https://openalex.org/W3034720740","https://openalex.org/W3040850180","https://openalex.org/W3049736620","https://openalex.org/W3080919303","https://openalex.org/W3087563434","https://openalex.org/W3095353805","https://openalex.org/W3114793782","https://openalex.org/W3119729445","https://openalex.org/W3124340474","https://openalex.org/W3126846770","https://openalex.org/W3134421572","https://openalex.org/W3180955724","https://openalex.org/W3201485987","https://openalex.org/W3202291808","https://openalex.org/W3204731106","https://openalex.org/W3205905007","https://openalex.org/W3206052460","https://openalex.org/W3207792384","https://openalex.org/W4210541032","https://openalex.org/W4213310158","https://openalex.org/W4220871972","https://openalex.org/W4224303501","https://openalex.org/W4224313485","https://openalex.org/W4225314263","https://openalex.org/W4226070402","https://openalex.org/W4280563105","https://openalex.org/W4280620226","https://openalex.org/W4291912900","https://openalex.org/W4295571591","https://openalex.org/W4295754627","https://openalex.org/W4296794741","https://openalex.org/W4297973483","https://openalex.org/W4303980603","https://openalex.org/W4307903674","https://openalex.org/W4309082769","https://openalex.org/W4309787456","https://openalex.org/W4310178574","https://openalex.org/W4312059129","https://openalex.org/W4313909045","https://openalex.org/W4317039373","https://openalex.org/W4323896850","https://openalex.org/W4362014056","https://openalex.org/W4362472226","https://openalex.org/W4362690177","https://openalex.org/W4367178727","https://openalex.org/W4379093660","https://openalex.org/W4381570173","https://openalex.org/W4382371057","https://openalex.org/W4384521492","https://openalex.org/W4398883017"],"related_works":["https://openalex.org/W2560215812","https://openalex.org/W2949601986","https://openalex.org/W2788972299","https://openalex.org/W2521347458","https://openalex.org/W2498789492","https://openalex.org/W2729981612","https://openalex.org/W2925692864","https://openalex.org/W4233449973","https://openalex.org/W4391013256","https://openalex.org/W4300237897"],"abstract_inverted_index":{"Land":[0],"use/cover":[1],"change":[2],"is":[3,33,131],"a":[4,35,40,55,81,116],"major":[5],"cause":[6],"of":[7,22,104,136,143,152],"ecological":[8],"degradation.":[9,159],"Reliable":[10],"LUCC":[11],"data":[12,76],"are":[13,110,139,183],"essential":[14],"for":[15],"evaluating":[16],"habitat":[17,158,169],"quality.":[18],"The":[19,133],"current":[20],"method":[21],"surface":[23,129],"cover":[24],"classification":[25,117,134],"based":[26],"on":[27],"the":[28,46,64,75,89,98,105,108,127,144,150],"convolutional":[29,42],"neural":[30],"networks":[31],"(CNNs)":[32],"usually":[34],"local":[36],"spatial":[37,99],"operation":[38],"using":[39,91,112],"regular":[41],"kernel,":[43],"which":[44],"ignores":[45],"correlation":[47],"between":[48,168],"adjacent":[49],"image":[50],"elements.":[51],"This":[52],"paper":[53],"proposes":[54],"combination":[56],"network":[57,84,138],"with":[58,119,126],"two":[59],"branches,":[60],"branch":[61,86],"1":[62],"uses":[63,74],"K-nearest":[65],"neighbor":[66],"clustering":[67],"algorithm":[68],"to":[69,79,96,186],"construct":[70,80],"superpixels":[71],"and":[72,93,100,115,123,172,174,191],"then":[73],"transformation":[77],"module":[78],"graph":[82],"attention":[83,92],"(GAT);":[85],"2":[87],"constructs":[88],"CNN":[90],"residual":[94],"modules":[95],"obtain":[97],"higher-order":[101],"semantic":[102],"information":[103],"images.":[106],"Finally,":[107],"features":[109],"fused":[111],"weighted":[113],"fusion,":[114],"map":[118],"less":[120],"point":[121],"noise":[122],"greater":[124],"consistency":[125],"real":[128],"coverage":[130],"obtained.":[132],"results":[135],"this":[137],"better":[140],"than":[141,188],"those":[142],"other":[145],"competitive":[146],"methods.":[147],"In":[148],"addition,":[149],"urbanization":[151],"Sanya":[153],"has":[154],"resulted":[155],"in":[156,164,179],"significant":[157],"A":[160],"good":[161],"fit":[162],"(R2":[163],"2020":[165],"=":[166],"0.639)":[167],"quality":[170],"(HQ)":[171],"natural":[173],"socioeconomic":[175,189],"factors":[176,182,190],"was":[177],"observed":[178],"Sanya.":[180],"Natural":[181],"more":[184],"relevant":[185],"HQ":[187],"vary":[192],"spatially.":[193]},"counts_by_year":[{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
