ASSESSING THE IMPACT OF COVID-19 ON HUMAN ACTIVITIES IN THE GREATER TORONTO AREA BY NIGHTTIME LIGHT IMAGES AND ACTIVE COVID-19 CASES

被引:2
|
作者
Wang, Lanying [1 ]
Wang, Jianshen [1 ]
Fatholahi, Sarah Narges [1 ]
Chapman, Michael A. [2 ]
Chen, Yiping [3 ]
Li, Jonathan [1 ,4 ]
机构
[1] Univ Waterloo, Dept Geog & Environm Management, Waterloo, ON N2L 3G1, Canada
[2] Ryerson Univ, Dept Civil Engn, Toronto, ON M5B 2K3, Canada
[3] Sun Yat Sen Univ, Sch Geospatial Engn & Sci, Zhuhai 519082, Peoples R China
[4] Univ Waterloo, Dept Syst Design Engn, Waterloo, ON N2L 3G1, Canada
关键词
nighttime light; COVID-19; VIIRS; spatial analysis; image classification;
D O I
10.1109/IGARSS46834.2022.9884325
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
This paper explores the effect of COVID-19 outbreaks on human activity through nighttime light images of Greater Toronto Area (GTA), Canada. The methods used in this paper include image preprocessing, image classification, and spatial analysis. By using the nighttime light radiance data from VIIRS/NPP data products and COVID-19 cases and comparing this data from the pre-pandemic year, the impact of COVID-19 was analyzed. The result shows that during the pandemic year the monthly average nighttime light radiance has decreased about 4.3-5.0% compared to the pre-pandemic year. The classification results shows that the average percentage of changes in residential areas, public facilities, and commercial areas are 0.3%, -0.7%, and -1.2%, respectively of each corresponding month. Meanwhile, the spatial analysis results show population distribution patterns in GTA during the pandemic year. Overall, the nighttime lights (NTL) images can be used for a preliminary understanding of how COVID-19 affected human activities and is corroborated with other forms data collection used for the pandemic analysis.
引用
收藏
页码:7847 / 7850
页数:4
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