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Estimation of consumption potentiality using VIIRS night-time light data
- Source :
- PLoS ONE, PLoS ONE, Vol 13, Iss 10, p e0206230 (2018)
- Publication Year :
- 2018
- Publisher :
- Public Library of Science, 2018.
-
Abstract
- As an informative proxy measure for a range of urbanisation and socioeconomic variables, satellite-derived night-time light data have been widely used to investigate the diverse anthropogenic activities and reveal social economy development disparities from the regional to the national scale. The new-generation night-time light data have been proven to potentially improve our understanding in the development and inequality of urban social economy due to its high spatial resolution, strong timeliness and minimal background noise. These night-time light data are derived from the visible infrared imaging radiometer suite (VIIRS) instrument with day/night band located on the Suomi National Polar-orbiting Partnership (NPP) satellite. This study proposed a hybrid model to estimate urban consumption potentiality based on the comprehensive information of human activities obtained from the VIIRS night-time light data. Our method established a flexible geographically weighted regression-based estimation model based on the residential consumption data and DN values of the VIIRS data to predict the possible consumption potentiality of other urban areas in dynamic time. The experiment conducted in Guiyang, a provincial capital in China, affirms that our model is proven to have higher accuracy compared with traditional regression models and can potentially provide guidance for improved business management and increased profit.
- Subjects :
- Satellite Imagery
Visible Infrared Imaging Radiometer Suite
010504 meteorology & atmospheric sciences
Light
Economics
Data management
Statistics as Topic
0211 other engineering and technologies
lcsh:Medicine
Social Sciences
02 engineering and technology
01 natural sciences
Proxy (climate)
Geographical Locations
Remote Sensing
High spatial resolution
Business management
lcsh:Science
Geographic Areas
Spatial Regression
Data Management
Multidisciplinary
Geography
Ecology
Physics
Electromagnetic Radiation
Commerce
Regression analysis
Circadian Rhythm
Physical Sciences
Engineering and Technology
Research Article
Urban Areas
Environmental Monitoring
China
Computer and Information Sciences
Asia
Visible Light
Shops
Infrared Rays
Provincial capital
Urbanization
Humans
Urban Ecology
Radiometry
Lighting
021101 geological & geomatics engineering
0105 earth and related environmental sciences
Remote sensing
business.industry
lcsh:R
Retail
Ecology and Environmental Sciences
Biology and Life Sciences
Socioeconomic Factors
People and Places
Remote Sensing Technology
Earth Sciences
Environmental science
lcsh:Q
business
Subjects
Details
- Language :
- English
- ISSN :
- 19326203
- Volume :
- 13
- Issue :
- 10
- Database :
- OpenAIRE
- Journal :
- PLoS ONE
- Accession number :
- edsair.doi.dedup.....61a107b80227f5ec91f03c92e91a5575