The desaturation method of DMSP/OLS nighttime light data based on vector data: taking the rapidly urbanized China as an example

被引:27
|
作者
Zheng, Zihao [1 ,2 ]
Chen, Yingbiao [1 ]
Wu, Zhifeng [1 ]
Ye, Xinyue [3 ]
Guo, Guanhua [1 ]
Qian, Qinglan [1 ]
机构
[1] Guangzhou Univ, Sch Geog Sci, Guangzhou, Guangdong, Peoples R China
[2] Univ Padua, Dept Land Environm Agr & Forestry, Padua, Italy
[3] New Jersey Inst Technol, Dept Informat, Urban Informat & Spatial Comp Lab, Newark, NJ 07102 USA
基金
中国国家自然科学基金;
关键词
VDANTLI; urbanization; DMSP/OLS; saturation; China; LAND-COVER CHANGE; SPATIOTEMPORAL DYNAMICS; MODIS-NDVI; CONSUMPTION; SATURATION; IMAGERY; GUANGZHOU; IMPACT;
D O I
10.1080/13658816.2018.1538516
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The saturation of night light data caused by sensor defects conceals the differences and details of light luminance in the urban area, which greatly limits the application of Nighttime Light (NTL) in the study of urbanization. Although some methods have been proposed to mitigate the saturation of NTL data, the research of desaturation is worth further advancing due to its shortcomings in highlighting light differences and spatial resolution. Therefore, we propose a new spectral index, the Vector Data Adjusted NTL Index (VDANTLI) after analyzing the influence of different auxiliary parameters on saturation elimination. Then, we select the three most developed urban agglomerations in China and make a series of qualitative and quantitative analysis. The results of various assessments confirm that VDANTLI can effectively alleviate NTL saturation and enhance urban lighting differences. Moreover, by dynamically adjusting the length of the grid and single-phase vector data modified time-series NTL data, we further achieve the resolution-series and time-series VDANTLI. Therefore, compared with previous desaturation models, the VDANTLI can be used as an effective indicator and even an indispensable basic data for urbanization research and socio-economic spatial analysis because of its unique advantages in spatial resolution and the capability in time-series native NTL desaturation.
引用
收藏
页码:431 / 453
页数:23
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