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Effects of the spatial patterns of urban parks on public satisfaction: evidence from Shanghai, China

Context Urban parks need to meet the growing demand for activities vital to residents’ well-being and urban development. A holistic understanding of public satisfaction with urban parks is a prerequisite for improving management. Objective The spatial patterns and composition of urban parks vary gre...

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Published in:Landscape ecology 2023-05, Vol.38 (5), p.1265-1277
Main Authors: Li, Jie, Fu, Jing, Gao, Jun, Zhou, Rui, Wang, Keyue, Zhou, Kaiyue
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Language:English
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description Context Urban parks need to meet the growing demand for activities vital to residents’ well-being and urban development. A holistic understanding of public satisfaction with urban parks is a prerequisite for improving management. Objective The spatial patterns and composition of urban parks vary greatly, and the objective of this study is to comprehensively investigate public satisfaction with urban parks and the impact of their structure. Methods With the metropolis of Shanghai, China, as an example, we employed 111,814 social media data sets for 50 urban park sites to quantify public satisfaction via the long short-term memory model. We analyzed the internal, boundary and external dimensions of spatial patterns and described the internal landscape patterns from the perspectives of size, heterogeneity, aggregation, shape, diversity and landscape elements. Moreover, we used all-subset regression and hierarchical partitioning to quantify the relationship and mechanism of action between spatial patterns and public satisfaction. Results The results indicate that the mean value of public satisfaction with urban parks was 0.716 (ranging from 0 to 1), which is generally positive or neutral. Satisfaction was influenced by the internal, boundary, and external spatial patterns of urban parks. The independent contribution rates of external transportation facility density (51.49%) and internal edge density (48.51%) to satisfaction. Conclusions We highlight the roles of spatial patterns, especially the degree of external transportation convenience and the edge density of urban parks at the landscape level. The findings provide guidance and recommendations for the planning and design of public satisfaction-oriented urban parks.
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A holistic understanding of public satisfaction with urban parks is a prerequisite for improving management. Objective The spatial patterns and composition of urban parks vary greatly, and the objective of this study is to comprehensively investigate public satisfaction with urban parks and the impact of their structure. Methods With the metropolis of Shanghai, China, as an example, we employed 111,814 social media data sets for 50 urban park sites to quantify public satisfaction via the long short-term memory model. We analyzed the internal, boundary and external dimensions of spatial patterns and described the internal landscape patterns from the perspectives of size, heterogeneity, aggregation, shape, diversity and landscape elements. Moreover, we used all-subset regression and hierarchical partitioning to quantify the relationship and mechanism of action between spatial patterns and public satisfaction. Results The results indicate that the mean value of public satisfaction with urban parks was 0.716 (ranging from 0 to 1), which is generally positive or neutral. Satisfaction was influenced by the internal, boundary, and external spatial patterns of urban parks. The independent contribution rates of external transportation facility density (51.49%) and internal edge density (48.51%) to satisfaction. Conclusions We highlight the roles of spatial patterns, especially the degree of external transportation convenience and the edge density of urban parks at the landscape level. The findings provide guidance and recommendations for the planning and design of public satisfaction-oriented urban parks.</description><identifier>ISSN: 0921-2973</identifier><identifier>EISSN: 1572-9761</identifier><identifier>DOI: 10.1007/s10980-023-01615-z</identifier><identifier>PMID: 37051135</identifier><language>eng</language><publisher>Dordrecht: Springer Netherlands</publisher><subject>Aesthetics ; Biomedical and Life Sciences ; Citizen participation ; Density ; Ecology ; Emotions ; Environmental Management ; Happiness ; Heterogeneity ; Influence ; Landscape Ecology ; Landscape/Regional and Urban Planning ; Life Sciences ; Long short-term memory ; Nature Conservation ; Original Paper ; Parks ; Parks &amp; recreation areas ; Questionnaires ; Social networks ; Sustainable Development ; Transportation ; Urban areas ; Urban development</subject><ispartof>Landscape ecology, 2023-05, Vol.38 (5), p.1265-1277</ispartof><rights>The Author(s), under exclusive licence to Springer Nature B.V. 2023. 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A holistic understanding of public satisfaction with urban parks is a prerequisite for improving management. Objective The spatial patterns and composition of urban parks vary greatly, and the objective of this study is to comprehensively investigate public satisfaction with urban parks and the impact of their structure. Methods With the metropolis of Shanghai, China, as an example, we employed 111,814 social media data sets for 50 urban park sites to quantify public satisfaction via the long short-term memory model. We analyzed the internal, boundary and external dimensions of spatial patterns and described the internal landscape patterns from the perspectives of size, heterogeneity, aggregation, shape, diversity and landscape elements. Moreover, we used all-subset regression and hierarchical partitioning to quantify the relationship and mechanism of action between spatial patterns and public satisfaction. 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subjects Aesthetics
Biomedical and Life Sciences
Citizen participation
Density
Ecology
Emotions
Environmental Management
Happiness
Heterogeneity
Influence
Landscape Ecology
Landscape/Regional and Urban Planning
Life Sciences
Long short-term memory
Nature Conservation
Original Paper
Parks
Parks & recreation areas
Questionnaires
Social networks
Sustainable Development
Transportation
Urban areas
Urban development
title Effects of the spatial patterns of urban parks on public satisfaction: evidence from Shanghai, China
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