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基于NPP-VIIRS夜间灯光数据的山西省GDP空间化模拟
引用本文:魏凯艳,孙九林,张仲伍,赵雪倩,何雪宁.基于NPP-VIIRS夜间灯光数据的山西省GDP空间化模拟[J].浙江大学学报(理学版),2021,48(6):735-740.
作者姓名:魏凯艳  孙九林  张仲伍  赵雪倩  何雪宁
作者单位:1.山西师范大学 地理科学学院,山西 临汾 041000
2.中国科学院地理科学与资源研究所,北京 100101
基金项目:临汾市科技局2019年度科技研发专项资金项目(1925).
摘    要:选取山西省为研究对象,以美国国家极轨合作仪件-可见红外成像辐射计套件(NPP-VIIRS)夜间灯光数据、GDP统计数据等为数据源,构建GDP空间化拟合模型,建立山西省GDP密度图,据此研究山西省经济的空间差异性。通过对NPP-VIIRS夜间灯光数据的空间化处理,提取灯光指数,并将其与GDP进行回归拟合,建立最佳回归模型,得到GDP密度拟合图;利用县级GDP数据进行线性纠正,从而提高GDP的模拟精度。结果表明:(1)NPP-VIIRS夜间灯光数据与GDP的相关性较高,可用于山西省GDP模拟;(2)与GDP分区建模相比,GDP整体建模的精度更高;(3)山西省GDP的空间分布整体呈由城市中心逐渐向周边辐射的特点,构成GDP过渡带。

关 键 词:GDP  NPP-VIIRS夜间灯光数据  空间化模拟  回归分析  精度验证  
收稿时间:2020-04-07

Simulation of Shanxi province's GDP spatial distribution based on NPP-VIIRS night light data
WEI Kaiyan,SUN Jiulin,ZHANG Zhongwu,ZHAO Xueqian,HE Xuening.Simulation of Shanxi province's GDP spatial distribution based on NPP-VIIRS night light data[J].Journal of Zhejiang University(Sciences Edition),2021,48(6):735-740.
Authors:WEI Kaiyan  SUN Jiulin  ZHANG Zhongwu  ZHAO Xueqian  HE Xuening
Institution:1.School of Geography Science, Shanxi Normal University, Linfen 041000, Shanxi Province, China
2.Institute of Geographical Sciences and Resources, Chinese Academy of Sciences, Beijing 100101, China
Abstract:This work select Shanxi province as the research object, uses national polar-orbiting partnership-visible infrared imaging radiometer suite (NPP-VIIRS) night light data, GDP statistical data, etc. as data sources, constructs a GDP spatial distribution simulation model, then establishes a GDP density map of Shanxi province, and studies the spatial difference of Shanxi province on this basis.Through the spatial processing of NPP-VIIRS night light data, it extracts the light index and GDP for regression fitting, use the county-level GDP for linear correction to improve the accuracy of GDP simulation. The experimental results show that: (1) The correlation of NPP-VIIRS night light data and GDP is high,NPP-VIIRS night light data can be employed to simulate the Shanxi province GDP spatial distribution; (2) Compared with GDP zoning modeling, GDP overall modeling has higher accuracy; (3) Shanxi province GDP spatial distribution can be generally characterized as a gradual radiation from the city centers to their surroundings which forms a certain transition zone.
Keywords:GDP  NPP-VIIRS night light data  spatial simulation  regression analysis  precision verification  
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