TY - JOUR
T1 - Nighttime Vitality and Its Relationship to Urban Diversity
T2 - An Exploratory Analysis in Shenzhen, China
AU - Zhang, Junwei
AU - Liu, Xintao
AU - Tan, Xiaoyue
AU - Jia, Tao
AU - Senousi, Ahmad M.
AU - Huang, Jianwei
AU - Yin, Ling
AU - Zhang, Fan
N1 - Funding Information:
This work was supported in part by the Research Institute for Sustainable Urban of The Hong Kong Polytechnic University under Grant 1-BBWD
Publisher Copyright:
© 2008-2012 IEEE.
PY - 2021/11
Y1 - 2021/11
N2 - Relationship between urban diversity and urban vitality is imperative for guiding better design in urban development, although existing frameworks are not able to efficiently examine the relationship at multiple scales. In this article, we propose a new framework to integrate nighttime light (NTL) imagery and multisource urban data into multiscale geographically weighted regression (MGWR) models to examine the varying relationship between diversity and vitality across space and time. NTL is used as a proxy for urban nighttime vitality. Public transport, taxi transit, and points of interest data are used to derive three aspects of urban diversity indices: ridership diversity, spatial interaction diversity, and built environment diversity. By comparing the models in holiday and nonholiday weeks in Shenzhen, China, the NTL-based vitality proxy was found to be strongly correlated with the urban diversity indices, given by the satisfactory goodness of fit (r-squared = 0.9) of the MGWR models. The spatially varying relationships between diversity indices and nighttime vitality were observed and patterns discussed. The analysis of the coefficients revealed the importance of stable public transport and fluctuating taxi trips for nighttime vitality. The new index proposed for the diversity of spatial interaction (DSI) is a strong indicator for nighttime vitality, adding to existing vitality indicators. Furthermore, this study found that DSI and density of catering have less temporal variation, indicating their robustness in measuring nighttime vitality. This study provided empirical insights into how nighttime vitality is related to urban diversity, demonstrating new applications of NTL for intracity studies.
AB - Relationship between urban diversity and urban vitality is imperative for guiding better design in urban development, although existing frameworks are not able to efficiently examine the relationship at multiple scales. In this article, we propose a new framework to integrate nighttime light (NTL) imagery and multisource urban data into multiscale geographically weighted regression (MGWR) models to examine the varying relationship between diversity and vitality across space and time. NTL is used as a proxy for urban nighttime vitality. Public transport, taxi transit, and points of interest data are used to derive three aspects of urban diversity indices: ridership diversity, spatial interaction diversity, and built environment diversity. By comparing the models in holiday and nonholiday weeks in Shenzhen, China, the NTL-based vitality proxy was found to be strongly correlated with the urban diversity indices, given by the satisfactory goodness of fit (r-squared = 0.9) of the MGWR models. The spatially varying relationships between diversity indices and nighttime vitality were observed and patterns discussed. The analysis of the coefficients revealed the importance of stable public transport and fluctuating taxi trips for nighttime vitality. The new index proposed for the diversity of spatial interaction (DSI) is a strong indicator for nighttime vitality, adding to existing vitality indicators. Furthermore, this study found that DSI and density of catering have less temporal variation, indicating their robustness in measuring nighttime vitality. This study provided empirical insights into how nighttime vitality is related to urban diversity, demonstrating new applications of NTL for intracity studies.
KW - Multiscale geographically weighted regression (mgwr)
KW - Nighttime light (ntl)
KW - Spatiotemporal variation
KW - Urban diversity
KW - Urban vitality
UR - http://www.scopus.com/inward/record.url?scp=85120562272&partnerID=8YFLogxK
U2 - 10.1109/JSTARS.2021.3130763
DO - 10.1109/JSTARS.2021.3130763
M3 - Journal article
AN - SCOPUS:85120562272
SN - 1939-1404
VL - 15
SP - 309
EP - 322
JO - IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
JF - IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
ER -