AN EMPIRICAL STUDY OF RELATIONSHIPS BETWEEN URBAN LIGHTING INDICATORS AND NIGHT-TIME LIGHT RADIANCE

被引:1
|
作者
Kekula, F. [1 ]
Hrubes, P. [1 ]
机构
[1] Czech Tech Univ, Fac Transportat Sci, Konviktska 20, CZ-11000 Prague 1, Czech Republic
关键词
night-time lights radiance; urban lighting indicators; Pearson correla-; tion coefficient; generalized linear model; zero-inflated Poisson model; POISSON REGRESSION; VIIRS; IMPACT; SAFETY; OVERDISPERSION; PERCEPTION; PROXY;
D O I
10.14311/NNW.2023.33.021
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Night-time light (NTL) radiance has a great potential in analyses of dynamic changes in patterns of human activities, and socio-economic and demographic factors. However, most of those analyses are focused on factors at global scales such as the population size, gross domestic product, electric power consumption, fossil fuel carbon dioxide emission etc. In this study we investigate the relationships between three urban lighting indicators and monthly averaged NTL radiance obtained from NASA's Black Marble monthly NTL composites for 4 study areas in the Czech Republic at local scale. The Pearson correlation analysis was used to identify a strength of the correlations between the indicators and radiance at near-nadir for two different snow conditions. The results from the correlation show that radiance has a strong positive correlation with the number of street lighting points and their total nominal power, while for the average mast height there were observed moderate correlation coefficients. However, the areas with larger scales have higher correlation coefficients. Moreover, we found that the correlation coefficients are higher for snow-covered condition radiances. Generalized linear (GL) regression analysis was used to examine an association between the radiance and selected indicators. Owing to the excess zeros and overdispersion in the data, the zero-inflated regression performs better than the GL regression. Results from the regression analysis evince a statistically significant relationship between the radiance and selected indicators.
引用
收藏
页码:375 / 396
页数:22
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