{"id":"https://openalex.org/W7225311600","doi":"https://doi.org/10.3390/su182111323","title":"Spatial Matching and Type Transitions Between Regional Innovation Capability and Territorial Space Use Efficiency: Evidence from the Pearl River Delta Urban Agglomeration","display_name":"Spatial Matching and Type Transitions Between Regional Innovation Capability and Territorial Space Use Efficiency: Evidence from the Pearl River Delta Urban Agglomeration","publication_year":2026,"publication_date":"2026-11-05","ids":{"openalex":"https://openalex.org/W7225311600","doi":"https://doi.org/10.3390/su182111323"},"language":"en","primary_location":{"id":"doi:10.3390/su182111323","doi":"https://doi.org/10.3390/su182111323","is_oa":true,"landing_page_url":"https://doi.org/10.3390/su182111323","pdf_url":null,"source":{"id":"https://openalex.org/S10134376","display_name":"Sustainability","issn_l":"2071-1050","issn":["2071-1050"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","poland-100","russia-white-list-1","vabb-shw"],"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":"Sustainability","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3390/su182111323","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5153444059","display_name":"An\u2019an Chen","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Anan Chen","raw_affiliation_strings":["School of Design and Architecture, Zhejiang University of Technology, Hangzhou 310023, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Design and Architecture, Zhejiang University of Technology, Hangzhou 310023, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054147216","display_name":"Yaozu Wu","orcid":"https://orcid.org/0000-0002-1137-4660","observed_orcids":["https://orcid.org/0000-0002-1137-4660"]},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yizhou Wu","raw_affiliation_strings":["School of Design and Architecture, Zhejiang University of Technology, Hangzhou 310023, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Design and Architecture, Zhejiang University of Technology, Hangzhou 310023, China","institution_ids":["https://openalex.org/I55712492"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5054147216"],"corresponding_institution_ids":["https://openalex.org/I55712492"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2896},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2896},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"18","issue":"21","first_page":"11323","last_page":"11323"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14051","display_name":"Regional Economic Trends and Sectoral Structure","score":0.2831999957561493,"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"}},"topics":[{"id":"https://openalex.org/T14051","display_name":"Regional Economic Trends and Sectoral Structure","score":0.2831999957561493,"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/T10357","display_name":"Efficiency Analysis Using DEA","score":0.27880001068115234,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11014","display_name":"Agglomeration and Urban Systems","score":0.19509999454021454,"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/regional-innovation-capacity","display_name":"regional innovation capacity","score":0.9829999804496765},{"id":"https://openalex.org/keywords/spatial-matching","display_name":"spatial matching","score":0.6919999718666077},{"id":"https://openalex.org/keywords/pearl-river-delta-urban-agglomeration","display_name":"Pearl River Delta urban agglomeration","score":0.9570000171661377},{"id":"https://openalex.org/keywords/core-periphery-pattern","display_name":"core-periphery pattern","score":0.8679999709129333},{"id":"https://openalex.org/keywords/spatial-governance","display_name":"spatial governance","score":0.7590000033378601},{"id":"https://openalex.org/keywords/diffusion-of-innovations","display_name":"diffusion of innovations","score":0.5289999842643738},{"id":"https://openalex.org/keywords/spatiotemporal-patterns","display_name":"spatiotemporal patterns","score":0.7940000295639038}],"concepts":[{"id":"https://openalex.org/C154611951","wikidata":"https://www.wikidata.org/wiki/Q393233","display_name":"Urban agglomeration","level":2,"score":0.7671999931335449},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.6940000057220459},{"id":"https://openalex.org/C26271046","wikidata":"https://www.wikidata.org/wiki/Q187097","display_name":"Economic geography","level":1,"score":0.6234999895095825},{"id":"https://openalex.org/C131850264","wikidata":"https://www.wikidata.org/wiki/Q383056","display_name":"Economies of agglomeration","level":2,"score":0.5792999863624573},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.5386000275611877},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.5070000290870667},{"id":"https://openalex.org/C552854447","wikidata":"https://www.wikidata.org/wiki/Q131201","display_name":"Sustainable development","level":2,"score":0.45669999718666077},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.3901999890804291},{"id":"https://openalex.org/C5072461","wikidata":"https://www.wikidata.org/wiki/Q49506","display_name":"Delta","level":2,"score":0.376800000667572},{"id":"https://openalex.org/C158709400","wikidata":"https://www.wikidata.org/wiki/Q3578586","display_name":"Spatial ecology","level":2,"score":0.3716000020503998},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.3677000105381012},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.36149999499320984},{"id":"https://openalex.org/C148383697","wikidata":"https://www.wikidata.org/wiki/Q1781695","display_name":"Regional science","level":1,"score":0.35839998722076416},{"id":"https://openalex.org/C66204764","wikidata":"https://www.wikidata.org/wiki/Q219416","display_name":"Sustainability","level":2,"score":0.3483000099658966},{"id":"https://openalex.org/C107826830","wikidata":"https://www.wikidata.org/wiki/Q929380","display_name":"Environmental resource management","level":1,"score":0.32440000772476196},{"id":"https://openalex.org/C2779251273","wikidata":"https://www.wikidata.org/wiki/Q43436","display_name":"Pearl","level":2,"score":0.3181000053882599},{"id":"https://openalex.org/C88160329","wikidata":"https://www.wikidata.org/wiki/Q47053","display_name":"Estuary","level":2,"score":0.31139999628067017},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.29919999837875366},{"id":"https://openalex.org/C2781179811","wikidata":"https://www.wikidata.org/wiki/Q28134081","display_name":"Spatial configuration","level":3,"score":0.28690001368522644},{"id":"https://openalex.org/C91375879","wikidata":"https://www.wikidata.org/wiki/Q15473274","display_name":"Environmental planning","level":1,"score":0.28540000319480896},{"id":"https://openalex.org/C2776873942","wikidata":"https://www.wikidata.org/wiki/Q149013","display_name":"Spatial planning","level":2,"score":0.2775000035762787},{"id":"https://openalex.org/C173727882","wikidata":"https://www.wikidata.org/wiki/Q5153620","display_name":"Common spatial pattern","level":2,"score":0.27070000767707825},{"id":"https://openalex.org/C39853841","wikidata":"https://www.wikidata.org/wiki/Q161078","display_name":"Urbanization","level":2,"score":0.2597000002861023},{"id":"https://openalex.org/C2988954192","wikidata":"https://www.wikidata.org/wiki/Q482379","display_name":"Regional development","level":2,"score":0.2540999948978424}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3390/su182111323","doi":"https://doi.org/10.3390/su182111323","is_oa":true,"landing_page_url":"https://doi.org/10.3390/su182111323","pdf_url":null,"source":{"id":"https://openalex.org/S10134376","display_name":"Sustainability","issn_l":"2071-1050","issn":["2071-1050"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","poland-100","russia-white-list-1","vabb-shw"],"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":"Sustainability","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.3390/su182111323","doi":"https://doi.org/10.3390/su182111323","is_oa":true,"landing_page_url":"https://doi.org/10.3390/su182111323","pdf_url":null,"source":{"id":"https://openalex.org/S10134376","display_name":"Sustainability","issn_l":"2071-1050","issn":["2071-1050"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","poland-100","russia-white-list-1","vabb-shw"],"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":"Sustainability","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":1.0},{"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities","score":0.761900007724762}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3177400126","https://openalex.org/W3098694379","https://openalex.org/W3025911555","https://openalex.org/W4407648854","https://openalex.org/W4392060299","https://openalex.org/W2347711351","https://openalex.org/W4363674652","https://openalex.org/W4281664804","https://openalex.org/W3202959716","https://openalex.org/W4417493547"],"abstract_inverted_index":{"Aligning":[0],"regional":[1,13],"innovation":[2,59,66,156,162,186],"capability":[3,60],"with":[4,93],"territorial":[5],"space":[6],"use":[7],"efficiency":[8,70],"(TSUE)":[9],"is":[10],"important":[11],"for":[12],"sustainable":[14],"development.":[15],"Using":[16],"data":[17],"from":[18,118,123],"2010":[19],"to":[20,120,125],"2020,":[21],"this":[22],"study":[23],"examines":[24],"their":[25],"spatiotemporal":[26],"patterns":[27],"and":[28,50,61,85,102,122,128,144,155,171,174,180],"matching-type":[29],"transitions":[30,117],"in":[31,106],"the":[32,98],"Pearl":[33,99],"River":[34,100],"Delta":[35],"urban":[36],"agglomeration":[37],"through":[38],"entropy-weighted":[39],"TOPSIS,":[40],"a":[41,81],"super-efficiency":[42],"slacks-based":[43],"measure":[44],"(SBM)":[45],"model":[46],"incorporating":[47],"undesirable":[48],"outputs,":[49],"four-quadrant":[51],"analysis.":[52],"The":[53,74],"results":[54],"show":[55],"that:":[56],"(1)":[57],"Both":[58],"TSUE":[62],"increased":[63],"overall,":[64],"but":[65],"disparities":[67,71],"widened":[68],"while":[69,183],"narrowed.":[72],"(2)":[73],"composition":[75],"of":[76,83],"matching":[77],"types":[78,111],"shifted":[79],"toward":[80],"predominance":[82],"high\u2013high":[84,94,149],"innovation-lagging":[86,103,121,129,158],"units.":[87],"A":[88],"core\u2013periphery":[89],"pattern":[90],"was":[91],"evident,":[92],"units":[95,104,130],"concentrated":[96],"along":[97],"Estuary":[101],"widespread":[105],"peripheral":[107],"areas.":[108],"(3)":[109],"Matching":[110],"exhibited":[112],"substantial":[113],"persistence,":[114,134],"alongside":[115],"prominent":[116],"low\u2013low":[119,175],"efficiency-lagging":[124,164],"high\u2013high.":[126],"High\u2013high":[127],"showed":[131],"particularly":[132],"strong":[133],"although":[135],"some":[136],"reversals":[137],"also":[138],"occurred.":[139],"These":[140],"findings":[141],"support":[142],"differentiated":[143],"locally":[145],"adapted":[146],"spatial":[147,153],"governance:":[148],"areas":[150,159,165,176],"should":[151,160,166,177],"enhance":[152],"quality":[154],"diffusion;":[157],"strengthen":[161],"capability;":[163],"prioritize":[167],"site-specific":[168],"industrial-land":[169],"regeneration":[170],"functional":[172],"restructuring;":[173],"improve":[178],"infrastructure":[179],"industrial":[181],"conditions":[182],"gradually":[184],"cultivating":[185],"capacity.":[187]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-11-06T00:00:00"}
