王俊华,张廷斌,易桂花,别小娟,刘栋,张甜甜

• 1:成都理工大学旅游与城乡规划学院
• 2:成都理工大学地球科学学院
• 3:成都理工大学工程技术学院
• 4:地学空间信息技术国土资源部重点实验室

摘要(Abstract)：

针对DMSP/OLS夜间灯光数据模拟省级格网GDP问题,该文选取2000、2006以及2010年DMSP/OLS稳定夜间灯光数据、辐射定标夜间灯光数据和四川省第二、三产业社会经济GDP数据,运用相关性分析、对比分析以及回归分析的方法,模拟出四川省GDP空间化密度图并分析与高程之间的关系。结果表明:在省级范围内,GDP与辐射定标灯光数据的相关性明显高于与稳定灯光数据的相关性,且前者的灯光指数CNLI与GDP相关性最高;运用3年的辐射定标灯光数据模拟得到四川省GDP密度图与GDP统计数据的拟合精度均达到0.99以上;2000—2010年四川省GDP呈现由成都市向四周不断扩张的趋势并随高程变化显著,四川省GDP高值区主要集中在高程1 000m以下的成都平原及周边区域,西部高原和山地地区GDP值较低。

关键词(KeyWords)： DMSP/OLS夜间灯光数据;格网GDP;回归分析;高程;四川省

Abstract:

Keywords:

基金项目(Foundation): 中国地质调查局项目(DD20160015-26);; 国家自然科学基金项目(41801099)

作者(Author): 王俊华,张廷斌,易桂花,别小娟,刘栋,张甜甜

DOI: 10.16251/j.cnki.1009-2307.2019.08.008

参考文献(References)：

• [1]张虹,黄民生,胡晓辉.基于能值分析的福建省绿色GDP核算[J].地理学报,2010,65(11):1421-1428.(ZHANG Hong,HUANG Minsheng,HU Xiaohui.Green GDP calculation of Fujian province based on energy analysis[J].Acta Geographica Sinica,2010,65(11):1421-1428.)
• [2]黄莹,包安明,陈曦,等.基于绿洲土地利用的区域GDP公里格网化研究[J].冰川冻土,2009,31(1):158-165.(HUANG Ying,BAO Anming,CHEN Xi,et al.Studying the GDP in 1km square grid-cells based on oasis land use[J].Journal of Glaciology and Geocryology,2009,31(1):158-165.)
• [3]韩向娣,周艺,王世新,等.基于夜间灯光和土地利用数据的GDP空间化[J].遥感技术与应用,2012,27(3):396-405.(HAN Xiangdi,ZHOU Yi,WANG Shixin.et al.GDP spatialization in China based on DMSP/OLSdata and land use data[J].Remote Sensing Technology and Application,2012,27(3):396-405.)
• [4]郭永德,高金环,马洪兵.Suomi-NPP夜间灯光数据与GDP的空间关系分析[J].清华大学学报(自然科学版),2016,56(10):1122-1130.(GUO Yongde,GAOJinhuan,MA Hongbing.Spatial correlation analysis of Suomi-NPP nighttime light data and GDP data[J].Journal of Tsinghua University(Science and Technology),2016,56(10):1122-1130.)
• [5]李峰,米晓楠,王粉鸽,等.基于DMSP/OLS和Landsat8数据的省域GDP空间化方法:以北京市为例[J].重庆师范大学学报(自然科学版),2016,33(1):138-142.(LI Feng,MI Xiaonan,WANG Fenge,et al.Provincial GDP spatialization technique based on DMSP-OLS and Landsat 8images of Beijing[J].Journal of Chongqing Normal University(Natural Science),2016,33(1):138-142.)
• [6]吴健生,刘浩,彭建,等.中国城市体系等级结构及其空间格局:基于DMSP/OLS夜间灯光数据的实证[J].地理学报,2014,69(6):759-770.(WU Jiansheng,LIUHao,PENG Jian,et al.Hierarchical structure and spatial pattern of China’s urban system:evidence from DMSP/OLS nightlight data[J].Acta Geographica Sinica,2014,69(6):759-770.)
• [7]LI Xi,CHEN Fengrui,CHEN Xiaoling.Satellite-observed nighttime light variation as evidence for global armed conflicts[J].IEEE Journal of Selected Topics in Applied Earth Observations&Remote Sensing,2013,6(5):2302-2315.
• [8]BENNIE J,DAVIES T W,DUFFY J P,et al.Contrasting trends in light pollution across Europe based on satellite observed night time lights[J].Scientific Reports,2014,4(3):3789.
• [9]WU J,HE S,PENG J,et al.Intercalibration of DMSP-OLS night-time light data by the invariant region method[J].International Journal for Remote Sensing,2013,34(20):7356-7368.
• [10]景欣,晏艺真,晏磊,等.基于GDP格网的中国大陆城市DMSP/OLS稳定灯光数据饱和标定方法[J].地理与地理信息科学,2017,33(1):35-39.(JING Xin,YANYizhen,YAN Lei,et al.The novel method for saturation effect calibration of DMSP/OLS stable light product based on GDP grid data in China mainland at city level[J].Geography and Geo-Information Science,2017,33(1):35-39.)
• [11]曹子阳,吴志峰,匡耀求,等.DMSP/OLS夜间灯光影像中国区域的校正及应用[J].地球信息科学学报,2015,17(9):1092-1102.(CAO Ziyang,WU Zhifeng,KUANG Yaoqiu,et al.Correction of DMSP/OLSnight-time light images and its application in China[J].Journal of Geo-Information Science,2015,17(9):1092-1102.)
• [12]卓莉,史培军,陈晋,等.20世纪90年代中国城市时空变化特征:基于灯光指数CNLI方法的探讨[J].地理学报,2003,58(6):893-902.(ZHUO Li,SHI Peijun,CHEN Jin,et al.Application of compound night light index derived from DMSP/OLS data to urbanization analysis in China in the 1990s[J].Acta Geographica Sinica,2003,58(6):893-902.)
• [13]张雨晨.基于DMSP/OLS夜间灯光数据的中原城市群时空格局分析[D].成都:成都理工大学,2016.(ZHANG Yuchen.Analysis of the temporal and spatial pattern of the Central Plains urban agglomeration based on DMSP/OLS nighttime data[D].Chengdu:Chengdu University of Technology,2016.)
• [14]蓝婷,余明,徐智邦,等.基于DMSP/OLS的闽东南地区1992-2013年城市发展格局与扩展过程研究[J].福建师大学报(自然科学版),2017,33(4):73-80.(LAN Ting,YU Ming,XU Zhibang,et al.Pattern and process of urbanization in southeast of Fujian province from 1992to 2013using DMSP/OLS nighttime lights[J].Journal of Fujian Normal University(Natural Science Edition),2017,33(4):73-80.)
• [15]SUTTON P C,COSTANZA R.Global estimates of market and non-market values derived from nighttime satellite imagery,land cover,and ecosystem service valuation[J].Ecological Economics,2002,41(3):509-527.
• [16]TANG Liang,CHENG Hui,QU Ge.Estimating provincial economic development level of China using DM-SP/OLS nighttime light satellite imagery[J].Advanced Materials Research,2013,807-809:1903-1908.
• [17]张淑源,任志远.西部大开发10年来四川省经济差异时空变化分析[J].经济地理,2011,31(6):903-909.(ZHANG Shuyuan,REN Zhiyuan.Spatial and temporal analysis on the reginoal economic disparities in Sichuan province in past 10years of China’s western development[J].Economic Geography,2011,31(6):903-909.)
• [18]熊俊楠,韦方强,苏鹏程,等.基于多源数据的四川省GDP公里格网化研究[J].应用基础与工程科学学报,2013,21(2):317-327.(XIONG Junnan,WEI Fangqiang,SU Pengcheng,et al.Research on GDP spatialization approach of Sichuan province supported by multi-source Data[J].Journal of Basic Science and Engineering,2013,21(2):317-327.)
• [19]林苹.四川省农业区域经济差异对农业经济增长的影响研究[J].中国农业资源与区划,2017,38(5):187-192.(LIN Ping.The influence of agricultural regional economic difference on agricultural economic growth in Sichuan province[J].Chinese Journal of Agricultural Resources and Regional Planning,2017,38(5):187-192.)
• [20]李德仁,李熙.论夜光遥感数据挖掘[J].测绘学报,2015,44(6):591-601.(LI Deren,LI Xi.An overview on data mining of nighttime light remote sensing[J].Acta Geodaetica et Cartographica Sinica,2015,44(6):591-601.)
• [21]LIU Zhifeng,HE Chunyang,ZHANG Qiaofeng,et al.Extracting the dynamics of urban expansion in China using DMSP/OLS nighttime light data from 1992to2008[J].Landscape&Urban Planning,2012,106(1):62-72.
• [22]潘竟虎,李俊峰.基于夜间灯光影像的中国电力消耗量估算及时空动态[J].地理研究,2016,35(4):627-638.(PAN Jinghu,LI Junfeng.Estimate and spatio-temporal dynamics of electricity consumption in China based on DMSP/OLS images[J].Geographical Research,2016,35(4):627-638.)
• [23]范子英,彭飞,刘冲.政治关联与经济增长:基于卫星灯光数据的研究[J].经济研究,2016(1):114-126.(FANZiying,PENG Fei,LIU Chong.Political connections and economic growth:evidence from the DMSP/OLSsatellite data[J].Economic Research Journal,2016(1):114-126.)
• [24]LETU H,HARA M,TANA G,et al.A saturated light correction method for DMSP/OLS nighttime satellite imagery[J].IEEE Transactions on Geoscience&Remote Sensing,2012,50(2):389-396.
• [25]ZHANG Q,SCHAAF C,SETO K C.The vegetation adjusted NTL urban index:a new approach to reduce saturation and increase variation in nighttime luminosity[J].Remote Sensing of Environment,2013,129(2):32-41.
• [26]ZISKIN D,BAUGH K,HSU F C,et al.Methods used for the 2006radiance lights[C/OL]∥Proceedings of the 30th Asia-Pacific Advanced Network Meeting,2010:131-142[2018-02-22].https:∥www.ngdc.noaa.gov/eog/pubs/APAN_30_Ziskin.pdf.
• [27]MA Lin,WU Jiansheng,LI Weifeng,et al.Evaluating saturation correction methods for DMSP/OLS nighttime light data:a case study from China’s cities[J].Remote Sensing,2014,6(10):9853-9872.
• [28]卓莉,张晓帆,郑璟,等.基于EVI指数的DMSP/OLS夜间灯光数据去饱和方法[J].地理学报,2015,70(8):1339-1350.(ZHUO Li,ZHANG Xiaofan,ZHENGJing,et al.An EVI-based method to reduce saturation of DMSP/OLS nighttime light data[J].Acta Geographica Sinica,2015,70(8):1339-1350.)
• [29]ZHAO J,THINH N X,LI C.Investigation of the impacts of urban land use patterns on energy consumption in China:a case study of 20provincial capital cities[J].Sustainability,2017,9(8):1383.
• [30]李德仁,余涵若,李熙.基于夜光遥感影像的“一带一路”沿线国家城市发展时空格局分析[J].武汉大学学报(信息科学版),2017,42(6):711-720.(LI Deren,YUHanruo,LI Xi.The spatial-temporal pattern analysis of city development in countries along the Belt and Road Initiative based on nighttime light data[J].Geomatics and Information Science of Wuhan University,2017,42(6):711-720.)