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contributor authorYong Liu
contributor authorLulu He
contributor authorJinzhu Wang
contributor authorYihao Zhang
contributor authorQiaoran Yang
date accessioned2024-04-27T22:33:46Z
date available2024-04-27T22:33:46Z
date issued2024/03/01
identifier other10.1061-JUPDDM.UPENG-4701.pdf
identifier urihttp://yetl.yabesh.ir/yetl1/handle/yetl/4296948
description abstractAlthough urban growth boundaries (UGBs) have been employed as a planning tool in certain Western cities for decades, they have recently been adopted in Chinese cities to address urban sprawl. However, the effectiveness of UGBs in different types of Chinese cities, particularly those on flatlands versus mountains, has not been studied. This study aimed to compare the efficacy of UGBs in a city on flatlands (Chengdu, China) and a mountainous city (Chongqing, China). We used a deep learning architecture (U-Net) to project urban expansions in 2035 with the presence/absence of UGBs and landscape metrics to evaluate UGBs’ effectiveness in mitigating urban sprawl. We found significant differences in historical urban expansion between Chengdu and Chongqing from 1992 to 2019. Chengdu experienced spillover sprawl under a monocentric-dominated urban form, while Chongqing witnessed leapfrog and piece-mall sprawl under a polycentric form. Despite the differences in UGBs designation, the simulations demonstrated that UGBs could mitigate urban sprawl in both cities in 2035, with Chengdu exhibiting more pronounced effectiveness. Notably, UGBs were more effective in controlling spillover sprawl in Chengdu, whereas they could effectively reduce leapfrog sprawl in Chongqing. However, UGBs were constrained by strict top-down land quotas, limiting their potential. These findings suggested that implementing UGBs should adopt differentiated goals and strategies for different types of cities.
publisherASCE
titleDeep Learning Analysis of Urban Growth Boundaries: An Evaluation of Effectiveness in Mitigating Urban Sprawl in China
typeJournal Article
journal volume150
journal issue1
journal titleJournal of Urban Planning and Development
identifier doi10.1061/JUPDDM.UPENG-4701
journal fristpage04023058-1
journal lastpage04023058-15
page15
treeJournal of Urban Planning and Development:;2024:;Volume ( 150 ):;issue: 001
contenttypeFulltext


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