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A platform for research: civil engineering, architecture and urbanism
Measuring megaregional structure in the Pearl River Delta by mobile phone signaling data: A complex network approach
Abstract Understanding the spatial structure of a megaregion, like the Pearl River Delta (PRD) or the emerging Guangdong-Hong Kong-Macao Greater Bay Area in China, is important for regional planning and governance. However, few studies have conceptualized varying regional spatial structure via the network perspective. This study thus develops a complex network approach, particularly by adopting a novel machine-learning-based weighted stochastic block model and visual analytics, to measuring potential spatial mesoscale structures in PRD. We build a finer-grained commuting network with 60 sub-city divisions as nodes by aggregating a large set of mobile phone signaling data collected in 2018. Results detect a hybrid polycentric configuration of two community components, each with a core-periphery structure inside. One community centered on Guangzhou has a semi-core commuting belt alongside the intercity railway and high-speed rails, while the other centered on Shenzhen exhibits a concentric commuting ring. Intercity transport infrastructure, spatial proximity, and regional integration policies appear to play important roles in shaping spatial and network structures in the megaregion, while the constraint of administrative boundary is dissolving. This study finally discusses the implication for regional coordination policies and spatial planning strategies in PRD and the Greater Bay Area.
Highlights Conceptualizing and measuring varying spatial structure by a complex network approach. Developing a weighted stochastic block model and related visual analytics for city networks. Building a regional commuting network by a large set of mobile phone signaling data PRD has a hybrid polycentric configuration mixed with community and core-periphery structures. Intercity transport, spatial proximity, and regional integration policies are key factors shaping PRD’s spatial structure.
Measuring megaregional structure in the Pearl River Delta by mobile phone signaling data: A complex network approach
Abstract Understanding the spatial structure of a megaregion, like the Pearl River Delta (PRD) or the emerging Guangdong-Hong Kong-Macao Greater Bay Area in China, is important for regional planning and governance. However, few studies have conceptualized varying regional spatial structure via the network perspective. This study thus develops a complex network approach, particularly by adopting a novel machine-learning-based weighted stochastic block model and visual analytics, to measuring potential spatial mesoscale structures in PRD. We build a finer-grained commuting network with 60 sub-city divisions as nodes by aggregating a large set of mobile phone signaling data collected in 2018. Results detect a hybrid polycentric configuration of two community components, each with a core-periphery structure inside. One community centered on Guangzhou has a semi-core commuting belt alongside the intercity railway and high-speed rails, while the other centered on Shenzhen exhibits a concentric commuting ring. Intercity transport infrastructure, spatial proximity, and regional integration policies appear to play important roles in shaping spatial and network structures in the megaregion, while the constraint of administrative boundary is dissolving. This study finally discusses the implication for regional coordination policies and spatial planning strategies in PRD and the Greater Bay Area.
Highlights Conceptualizing and measuring varying spatial structure by a complex network approach. Developing a weighted stochastic block model and related visual analytics for city networks. Building a regional commuting network by a large set of mobile phone signaling data PRD has a hybrid polycentric configuration mixed with community and core-periphery structures. Intercity transport, spatial proximity, and regional integration policies are key factors shaping PRD’s spatial structure.
Measuring megaregional structure in the Pearl River Delta by mobile phone signaling data: A complex network approach
Zhang, Wenjia (author) / Fang, Chenyu (author) / Zhou, Lin (author) / Zhu, Jiancheng (author)
Cities ; 104
2020-05-20
Article (Journal)
Electronic Resource
English
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