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Quantitative Analysis of Urban Polycentric Interaction Using Nighttime Light Data: A Case Study of Shanghai, China
被引:8
|作者:
Tu, Yue
[1
]
Chen, Zuoqi
[1
]
Wang, Congxiao
[2
,3
]
Yu, Bailang
[2
,3
]
Liu, Bingjie
[1
]
机构:
[1] Fuzhou Univ, Natl & Local Joint Engn Res Ctr Satellite Geospat, Acad Digital China, Key Lab Spatial Data Min & Informat Sharing,Minis, Fuzhou 350108, Peoples R China
[2] East China Normal Univ, Key Lab Geog Informat Sci, Minist Educ, Shanghai 200241, Peoples R China
[3] East China Normal Univ, Sch Geog Sci, Shanghai 200241, Peoples R China
基金:
中国国家自然科学基金;
中国博士后科学基金;
关键词:
Urban areas;
Sociology;
Public transportation;
Pollution measurement;
Gravity;
Data models;
Analytical models;
Adjusted radiation model;
nighttime light data (NTL);
NPP-VIIRS;
urban centers;
SPATIAL INTERACTION;
TIME-SERIES;
AIR PASSENGER;
NETWORK;
MODEL;
MIGRATION;
DYNAMICS;
PATTERNS;
CITIES;
CONNECTIVITY;
D O I:
10.1109/JSTARS.2021.3137167
中图分类号:
TM [电工技术];
TN [电子技术、通信技术];
学科分类号:
0808 ;
0809 ;
摘要:
The urban polycentric structure is connected to the economy and enormously impacts socioeconomic development and policies. Unlike traffic data and big geographic data, remote sensing data have shown an accessible way to measure urban spatial interaction. However, most existing studies only focused on the interaction among cities rather than within cities. Meanwhile, the urban spatial interaction, which should be directional, was always expressed as an undirected graph. Therefore, this article developed a network-based radiation model using nighttime light remote sensing data and mapped a directed interaction network (inward and outward direction) among urban centers. Taking the region within the outer ring of Shanghai as an example, the taxi trajectory data were adopted to validate the result with the R-2 of 0.61. We discovered that: the urban polycentric interaction network is dumbbell-shaped with an east-west development corridor crossing the main center and connecting two main urban center clusters. The in-strength and out-strength interaction of each urban center have a similar distribution. The urban centers with higher in-strength and out-strength are mainly concentrated toward the main center, especially in the east-west direction. At the urban center level, the total inward interaction is slightly higher than the total outward interaction of most urban centers. Spatially, an unbalanced distribution was found. In summary, our proposed method effectively indicates the urban polycentric interaction and is applicable to other regions since it requires no arbitrary parameters and the input data (e.g., nighttime light data) is readily available.
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页码:1114 / 1122
页数:9
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