Deblurring DMSP nighttime lights: A new method using Gaussian filters and frequencies of illumination

被引:68
作者
Abrahams, Alexei [1 ]
Oram, Christopher [3 ]
Lozano-Gracia, Nancy [2 ]
机构
[1] Princeton Univ, Woodrow Wilson Sch Publ & Int Affairs, Niehaus Ctr, Princeton, NJ 08544 USA
[2] World Bank, GSURR Social Urban Rural & Resilience, 1818 H St NW, Washington, DC 20433 USA
[3] TRIUMF, Vancouver, BC, Canada
关键词
DMSP nighttime lights; Blurring; Urban boundaries; OPERATIONAL LINESCAN SYSTEM; MAP URBAN AREA; CITY LIGHTS;
D O I
10.1016/j.rse.2018.03.018
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
A well known difficulty with the Defense Meteorological Satellite Program's nighttime lights series (DMSP-NTL 1992-2012) is that the images suffer from pervasive blurring, dubbed 'overglow' or 'blooming'. In this paper we devise a new method that significantly mitigates blurring. We assemble a sample of isolated light sources around the globe and discover that blurring is governed by a symmetric Gaussian point-spread function (PSF), but that the brightness of sources widens the PSF. To make sense of this, we recreate step-by-step the satellite's data collection and storage process, and discover an important fact: any pixel containing a light source will tend to be lit at least as often as its neighbors. This regularity provides a second filter on the data that allows us to calibrate the dimensions of the PSF to each part of the globe, each satellite, and each year. We generate a user-friendly, open-access MATLAB script that deblurs all DMSP-NTL images for all years, and we showcase the enhanced images for a sample of locations around the globe.
引用
收藏
页码:242 / 258
页数:17
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