Aligning Pixel Values of DMSP and VIIRS Nighttime Light Images to Evaluate Urban Dynamics

被引:68
作者
Wu, Kang [1 ,2 ]
Wang, Xiaonan [1 ,3 ]
机构
[1] Capital Univ Econ & Business, Beijing Key Lab Megareg Sustainable Dev Modelling, Beijing 100070, Peoples R China
[2] Capital Univ Econ & Business, Sch Urban Econ & Publ Adm, Beijing 100070, Peoples R China
[3] Capital Univ Econ & Business, Inst Megalopolis Social Econ Dev, Beijing 100070, Peoples R China
关键词
nighttime light image; urban dynamics; Beijing; pixel value; intercalibration; CHINA; INTERCALIBRATION; OLS;
D O I
10.3390/rs11121463
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The brightness of pixels in nighttime light images (NTL) has been regarded as the proxy of the urban dynamics. However, the great difference between the pixel values of NTL from the Defense Meteorological Satellite Program's Operational Linescan System (DMSP/OLS) and the Suomi National Polar-orbiting Partnership satellite's Visible Infrared Imaging Radiometer Suite (Suomi NPP/VIIRS) poses obstacles to analyze economic and social development with NTL in a continuous temporal sequence. This research proposes a methodology to align the pixel values of both NTL by calibrating annual DMSP images between the years 1992-2013 with a robust regression algorithm with a quadratic polynomial regression model and simulating annual DMSP images with VIIRS images between years 2012 and 2018 with a model consisting of a power function and a Gaussian low pass filter. As a result, DMSP annual images between years 1992-2018 can be produced. Case study of Beijing and Yiwu are conducted and evaluated with local gross domestic product (GDP). Compared with the values of DMSP and VIIRS annual composites, the Pearson correlation coefficients of DMSP and simulated DMSP annual composites in 2012 and in 2013 increase significantly, while the root mean square error (RMSE) decrease evidently. In addition, the correlation of the sum of light of NTL and local GDP is enhanced with a simulation process. These results demonstrate the feasibility of the proposed method in narrowing the gap between DMSP and VIIRS NTL in pixel values.
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页数:18
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  • [1] Shared Socio-Economic Pathways of the Energy Sector - Quantifying the Narratives
    Bauer, Nico
    Calvin, Katherine
    Emmerling, Johannes
    Fricko, Oliver
    Fujimori, Shinichiro
    Hilaire, Jerome
    Eom, Jiyong
    Krey, Volker
    Kriegler, Elmar
    Mouratiadou, Ioanna
    de Boer, Harmen Sytze
    van den Berg, Maarten
    Carrara, Samuel
    Daioglou, Vassilis
    Drouet, Laurent
    Edmonds, James E.
    Gernaat, David
    Havlik, Petr
    Johnson, Nils
    Klein, David
    Kyle, Page
    Marangoni, Giacomo
    Masui, Toshihiko
    Pietzcker, Robert C.
    Strubegger, Manfred
    Wise, Marshall
    Riahi, Keywan
    van Vuuren, Detlef P.
    [J]. GLOBAL ENVIRONMENTAL CHANGE-HUMAN AND POLICY DIMENSIONS, 2017, 42 : 316 - 330
  • [2] Advances in using multitemporal night-time lights satellite imagery to detect, estimate, and monitor socioeconomic dynamics
    Bennett, Mia M.
    Smith, Laurence C.
    [J]. REMOTE SENSING OF ENVIRONMENT, 2017, 192 : 176 - 197
  • [3] A Fifteen Year Record of Global Natural Gas Flaring Derived from Satellite Data
    Elvidge, Christopher D.
    Ziskin, Daniel
    Baugh, Kimberly E.
    Tuttle, Benjamin T.
    Ghosh, Tilottama
    Pack, Dee W.
    Erwin, Edward H.
    Zhizhin, Mikhail
    [J]. ENERGIES, 2009, 2 (03): : 595 - 622
  • [4] Modeling spatiotemporal pattern of agriculture-feasible land in China
    Guan, Weihe Wendy
    Wu, Kang
    Carnes, Fei
    [J]. TRANSACTIONS IN GIS, 2016, 20 (03) : 426 - 447
  • [5] Urban expansion dynamics and natural habitat loss in China: a multiscale landscape perspective
    He, Chunyang
    Liu, Zhifeng
    Tian, Jie
    Ma, Qun
    [J]. GLOBAL CHANGE BIOLOGY, 2014, 20 (09) : 2886 - 2902
  • [6] Global urbanization projections for the Shared Socioeconomic Pathways
    Jiang, Leiwen
    O'Neill, Brian C.
    [J]. GLOBAL ENVIRONMENTAL CHANGE-HUMAN AND POLICY DIMENSIONS, 2017, 42 : 193 - 199
  • [7] Future growth patterns of world regions - A GDP scenario approach
    Leimbach, Marian
    Kriegler, Elmar
    Roming, Niklas
    Schwanitz, Jana
    [J]. GLOBAL ENVIRONMENTAL CHANGE-HUMAN AND POLICY DIMENSIONS, 2017, 42 : 215 - 225
  • [8] Intercalibration between DMSP/OLS and VIIRS night-time light images to evaluate city light dynamics of Syria's major human settlement during Syrian Civil War
    Li, Xi
    Li, Deren
    Xu, Huimin
    Wu, Chuanqing
    [J]. INTERNATIONAL JOURNAL OF REMOTE SENSING, 2017, 38 (21) : 5934 - 5951
  • [9] Automatic intercalibration of night-time light imagery using robust regression
    Li, Xi
    Chen, Xiaoling
    Zhao, Yousong
    Xu, Jia
    Chen, Fengrui
    Li, Hui
    [J]. REMOTE SENSING LETTERS, 2013, 4 (01) : 46 - 55
  • [10] Night-time light derived estimation of spatio-temporal characteristics of urbanization dynamics using DMSP/OLS satellite data
    Ma, Ting
    Zhou, Yuke
    Zhou, Chenghu
    Haynie, Susan
    Pei, Tao
    Xu, Tao
    [J]. REMOTE SENSING OF ENVIRONMENT, 2015, 158 : 453 - 464