夜间灯光遥感数据应用综述和展望
|
摘要
在遥感应用研究中,夜间灯光遥感作为发展活跃的一个重要分支,近年来受到越来越多来自自然科学领域和社会经济领域的关注。与传统的光学遥感卫星获取地物辐射信息不同,夜间灯光遥感是获取夜间无云条件下地表发射的可见光-近红外电磁波信息。相比于普通的遥感卫星影像,夜间灯光遥感所使用的夜间灯光影像记录的地表灯光强度信息更直接反映人类活动差异,因而被广泛应用于城市化进程研究、不透水面提取、社会经济指标空间化估算、重大事件评估、生态环境评估等领域。目前,虽然基于夜间灯光数据的应用研究成果正在不断积累,但对成果的系统性总结、整理的研究目前存在着覆盖面不全、时效性不强等不足。基于此,论文通过对近几十年来有关夜间灯光数据的研究成果的详细梳理,从数据处理与技术方法、应用研究等方面进行归纳总结。最后,文章从多源数据融合、应用领域拓展和短周期地表灯光监测3个方面指出了未来的研究热点。
In remote sensing research, night light remote sensing as an important branch of active development has attracted increasingly more attention from the fields of natural and social science research in recent decades.Different from traditional daytime optical satellite remote sensing that obtains ground object radiation information, nighttime light remote sensing is the acquisition of visible-near-infrared electromagnetic information transmitted from the Earth's surface under cloud-free conditions at night. Compared to the ordinary satellite remote sensing images, ground light intensity information recorded by the night light images directly reflects the difference of human activity. Therefore, it is widely used in urbanization research, extraction of impervious surfaces, estimation of socioeconomic indicators, major events assessment, ecological environment assessment, and other fields. At present, although research results based on nighttime light data are continuously accumulating, there is a general lack of systematic review of these results and the current reviews suffer from incomplete coverage and poor timeliness. Therefore, this article summarizes the research results of nighttime light data in recent decades and examines them from the aspects of data processing and technical approaches,urbanization application research, and parameterization. Finally, we identify the following three research hotspots: multi-source data fusion, application expansion, and short-period surface light monitoring.
In remote sensing research, night light remote sensing as an important branch of active development has attracted increasingly more attention from the fields of natural and social science research in recent decades.Different from traditional daytime optical satellite remote sensing that obtains ground object radiation information, nighttime light remote sensing is the acquisition of visible-near-infrared electromagnetic information transmitted from the Earth's surface under cloud-free conditions at night. Compared to the ordinary satellite remote sensing images, ground light intensity information recorded by the night light images directly reflects the difference of human activity. Therefore, it is widely used in urbanization research, extraction of impervious surfaces, estimation of socioeconomic indicators, major events assessment, ecological environment assessment, and other fields. At present, although research results based on nighttime light data are continuously accumulating, there is a general lack of systematic review of these results and the current reviews suffer from incomplete coverage and poor timeliness. Therefore, this article summarizes the research results of nighttime light data in recent decades and examines them from the aspects of data processing and technical approaches,urbanization application research, and parameterization. Finally, we identify the following three research hotspots: multi-source data fusion, application expansion, and short-period surface light monitoring.
引文
曹丽琴,李平湘,张良培.2009.基于DMSP/OLS夜间灯光数据的城市人口估算:以湖北省各县市为例[J].遥感信息,(1):83-87.[Cao L Q,Li P X,Zhang L P.2009.Urban population estimation based on the DMSP/OLS nighttime satellite data:A case of Hubei Province.Remote Sensing Information,(1):83-87.]
曹子阳.2016.基于夜间灯光影像的GDP空间分布模拟研究及其与PM2.5浓度的相关分析[D].北京:中国科学院大学.[Cao Z Y.2016.Estimating the spatial distribution of GDP based on nighttime light image and analysis of correlation between it and PM2.5concentration.Beijing,China:University of Chinese Academy of Sciences.]
曹子阳,吴志峰,匡耀求,等.2015.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,17(9):1092-1102.[Cao Z Y,Wu Z F,Kuang Y Q,et al.2015.Correction of DMSP/OLS night-time light images and its application in China.Journal of Geo-information Science,17(9):1092-1102.]
柴子为,王帅磊,乔纪纲.2015.基于夜间灯光数据的珠三角地区镇级GDP估算[J].热带地理,35(3):379-385.[Chai Z W,Wang S L,Qiao J G.2015.Township GDP estimation of the Pearl River Delta based on the NPP/VIIRSnight-time satellite data.Tropical Geography,35(3):379-385.]
陈晴,侯西勇.2015.集成土地利用数据和夜间灯光数据优化人口空间化模型[J].地球信息科学学报,17(11):1370-1377.[Chen Q,Hou X Y.2015.An improved population spatialization model by combining land use data and DMSP/OLS data.Journal of Geo-information Science,17(11):1370-1377.]
陈晴,侯西勇,吴莉.2014.基于土地利用数据和夜间灯光数据的人口空间化模型对比分析:以黄河三角洲高效生态经济区为例[J].人文地理,29(5):94-100.[Chen Q,Hou X Y,Wu L.2014.Comparing of population spatialization models based on land use data and DMSP/OLS data respectively:A case study in the efficient ecological economic zone of the Yellow River Delta.Human Geography,29(5):94-100.]
陈佐旗.2017.基于多源夜间灯光遥感影像的多尺度城市空间形态结构分析[D].上海:华东师范大学.[Chen Z Q.2017.A multiscale analysis on urban area and spatial structure based on nighttime light data.Shanghai,China:East China Normal University.]
成王玉.2015.南海油气钻井平台遥感提取研究[D].南京:南京大学.[Cheng W Y.2015.Research on extraction of oil and gas drilling platforms with remote sensing in the South China Sea.Nanjing,China:Nanjing University.]
程熙,吴炜,夏列钢,等.2017.集成夜间灯光数据与LandsatTM影像的不透水面自动提取方法研究[J].地球信息科学学报,19(10):1364-1374.[Cheng X,Wu W,Xia L G,et al.2017.Automatic extraction method for impervious surface area by integrating nighttime light data and Landsat TM images.Journal of Geo-information Science,19(10):1364-1374.]
董晨炜,曹宇,谭永忠.2017.基于夜间灯光数据的环杭州湾城市扩张及植被变化[J].应用生态学报,28(1):231-238.[Dong C W,Cao Y,Tan Y Z.2017.Urban expansion and vegetation changes in Hangzhou Bay area using Nightlight data.Chinese Journal of Applied Ecology,28(1):231-238.]
范俊甫,马廷,周成虎,等.2013.1992-2010年基于DMSP-OLS图像的环渤海城市群空间格局变化分析[J].地球信息科学学报,15(2):280-288.[Fan J F,Ma T,Zhou C H,et al.2013.Changes in spatial patterns of urban landscape in Bohai Rim from 1992 to 2010 using DMSP/OLS data.Journal of Geo-information Science,15(2):280-288.]
高倩,阿里木江·卡斯木.2017.基于DMSP/OLS夜间灯光数据的天山北坡城市群人口分布空间模拟[J].西北人口,38(3):113-120.[Gao Q,Alimujiang K.2017.Modeling the population spatial distribution of Tianshan north-slope urban agglomeration based on DMSP/OLS night lighting data.Northwest Population,38(3):113-120.]
高亚红,顾羊羊,乔旭宁,等.2017.基于夜间灯光数据的南京城镇用地提取[J].测绘科学,42(6):93-98.[Gao Y H,Gu Y Y,Qiao X N,et al.2017.Study on extracting urban area in Nanjing based on DMSP/OLS nighttime light data.Science of Surveying and Mapping,42(6):93-98.]
高义,王辉,王培涛,等.2013.基于人口普查与多源夜间灯光数据的海岸带人口空间化分析[J].资源科学,35(12):2517-2523.[Gao Y,Wang H,Wang P T,et al.2013.Population spatial processing for Chinese coastal zones based on census and multiple night light data.Resources Science,35(12):2517-2523.]
郭刚刚,樊伟,薛嘉伦,等.2017.基于NPP/VIIIRS夜光遥感影像的作业灯光围网渔船识别[J].农业工程学报,33(10):245-251.[Guo G G,Fan W,Xue J L,et al.2017.Identification for operating pelagic light-fishing vessels based on NPP/VIIRS low light imaging data.Transactions of the Chinese Society of Agricultural Engineering,33(10):245-251.]
郭伟.2015.夜间灯光数椐和MODIS数据用于大尺度不透水面制图研究[D].武汉:武汉大学.[Guo W.2015.Using nighttime light data and MODIS data for large-scale impervious surface mapping research.Wuhan,China:Wuhan University.]
郭永德,高金环,马洪兵.2016.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),56(10):1122-1130.[Guo Y D,Gao J H,Ma H B.2016.Spatial correlation analysis of Suomi-NPP nighttime light data and GDP data.Journal of Tsinghua University(Science and Technology),56(10):1122-1130.]
韩向娣,周艺,王世新,等.2012.夜间灯光遥感数据的GDP空间化处理方法[J].地球信息科学学报,14(1):128-136.[Han X D,Zhou Y,Wang S X,et al.2012.GDP spatialization in China based on nighttime imagery.Journal of Geoinformation Science,14(1):128-136.]
何月,蔡菊珍,张小伟,等.2009.基于MODIS数据的浙江省地表温度空间分布研究[C]//第六届长三角气象科技论坛论文集.浙江省气象学会,江苏省气象学会,上海市气象学会.[He Y,Cai J Z,Zhang X W.2009.Spatial distribution of land surface temperature in Zhejiang Province based on MODIS//Proceedings of 6th Yangtze river delta meteorological technology BBS.Zhejiang Meteorological Society,Jiangsu Meteorological Society,Shanghai Meteorological Society.]
胡云锋,赵冠华,张千力.2018.基于夜间灯光与LUC数据的川渝地区人口空间化研究[J].地球信息科学学报,20(1):68-78.[Hu Y F.Zhao G H,Zhang Q L.2018.Spatial distribution of population data based on nighttime light and LUC data in the Sichuan Chongqing Region.Journal of Geo-information Science,20(1):68-78.]
黄璐,杨英宝,朱琴.2018.基于DMSP/OLS数据的南京市建成区扩展研究[J].地理空间信息,16(1):94-97.[Huang L,Yang Y B,Zhu Q.2018.Expansion research on the build up area in Nanjing City based on DMSP/OLS data.Geospatial Information,16(1):94-97.]
黄杰,闫庆武,刘永伟.2015.基于DMSP/OLS与土地利用的江苏省人口数据空间化研究[J].长江流域资源与环境,24(5):735-741.[Huang J,Yan Q W,Liu Y W.2015.Modeling the population density of Jiangsu Province based on DMSP/OLS satellite imagery and land use data.Resources and Environment in the Yangtze Basin,24(5):735-741.]
黄益修.2016.基于夜间灯光遥感影像和社会感知数据的人口空间化研究[D].上海:华东师范大学.[Huang Y X.2016.Spatialization of population using nighttime light remote sensing images and social sensing data.Shanghai,China:East China Normal University.]
景欣,晏艺真,晏磊,等.2017.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,33(1):35-39.[Jing X,Yan Y Z,Yan L,et al.2017.A novel method for saturation effect calibration of DMSP/OLS stable light product based on GDP grid data in China mainland at city level.Geography and Geo-Information Science,33(1):35-39.]
匡文慧,刘纪远,陆灯盛.2011.京津唐城市群不透水地表增长格局以及水环境效应[J].地理学报,66(11):1486-1496.[Kuang W H,Liu J Y,Lu D S.2011.Pattern of impervious surface change and its effect on water environment in the Beijing-Tianjin-Tangshan metropolitan area.Acta Geographica Sinica,66(11):1486-1496.]
李德仁,李熙.2015.论夜光遥感数据挖掘[J].测绘学报,44(6):591-601.[Li D R,Li X.2015.An overview on data mining of nighttime light remote sensing.Acta Geodaetica et Cartographica Sinica,44(6):591-601.]
李峰,米晓楠,刘军,等.2016.基于NPP-VIIRS夜间灯光数据的北京市GDP空间化方法[J].国土资源遥感,28(3):19-24.[Li F,Mi X N,Liu J,et al.2016.Spatialization of GDP in Beijing using NPP/VIIRS data.Remote Sensing for Land and Resources,28(3):19-24.]
李峰,卫爱霞,米晓楠,等.2016.基于NPP-VIIRS夜间灯光数据的河北省GDP空间化方法[J].信阳师范学院学报(自然科学版),29(1):152-156.[Li F,Wei A X,Mi X N,et al.2016.An approach of GDP spatialization in Hebei Province using NPP/VIIRS nighttime light data.Journal of Xinyang Normal University(Natural Science Edition),29(1):152-156.]
李钢.2014.GIS支持下的浙江省台风灾害直接经济损失评估[D].南京:南京信息工程大学.[Li G.2014.GIS assisted on assessment of direct economic losses from typhoon in Zhejiang Province.Nanjing,China:Nanjing University of Information Science&Technology.]
李俊峰.2015.基于DMSP/OLS数据的中国电力消耗量估算及时空动态研究[D].兰州:西北师范大学.[Li J F.2015.Estimate and spatiotemporal dynamics of electricity consumption in China based on DMSP/OLS.Lanzhou,China:Northwest Normal University.]
李强,苏奋振,王雯玥.2017.基于VIIRS数据的油气平台提取技术研究[J].地球信息科学学报,19(3):398-406.[Li Q,Su F Z,Wang W Y.2017.Research on oil and gas platform extraction technology based on VIIRS data.Journal of Geo-information Science,19(3):398-406.]
李润亚.2015.夜间灯光数据反演大气细颗粒物浓度方法研究[D].北京:中国地质大学(北京).[Li R Y.2015.Study on the methodology of using nighttime light data to retrieve atmospheric fine particle's concentration.Beijing,China:China University of Geosciences(Beijing).]
李通,何春阳,杨洋,等.2011.1995-2008年中国大陆电力消费量时空动态[J].地理学报,66(10):1403-1412.[Li T,He C Y,Yang Y,et al.2011.Understanding electricity consumption changes in Chinese mainland from 1995 to 2008by using DMSP/OLS stable nighttime light time series data.Acta Geographica Sinica,66(10):1403-1412.]
李伟,郑新奇.2015.结合VIIRS和监测数据插值的北京雾霾监测方法[J].测绘学报,44(b12):123-128.[Li W,Zheng X Q.2015.A haze monitoring method combined VIIRSimages with real-time observation data interpolation in Beijing.Acta Geodaetica et Cartographica Sinica,44(b12):123-128.]
李翔,陈振杰,吴洁璇,等.2017.数据和空间回归模型的城市常住人口格网化方法研究[J].地球信息科学学报,19(10):1298-1305.[Li X,Chen Z J,Wu J X,et al.2017.Gridding methods of city permanent population based on night light data and spatial regression models.Journal of Geo-information Science,19(10):1298-1305.]
李宗光,胡德勇,李吉贺,等.2016.基于夜间灯光数据的连片特困区GDP估算及其空间化[J].国土资源遥感,28(2):168-174.[Li Z G,Hu D Y,Li J H,et al.2016.Simulation and spatialization of GDP in poverty areas based on night light imagery.Remote Sensing for Land and Resources,28(2):168-174.]
梁友嘉,徐中民.2012.基于LUCC和夜间灯光辐射数据的张掖市甘州区人口空间分布建模[J].冰川冻土,34(4):999-1006.[Liang Y J,Xu Z M.2012.Modeling the spatial distribution of population based on night light radiation and LUCC:A case study in Ganzhou District,Zhangye Municipality.Journal of Glaciology and Geocryology,34(4):999-1006.]
梁友嘉,徐中民.2013.基于夜间灯光辐射数据的张掖市甘州区GDP空间分布建模[J].冰川冻土,35(1):249-254.[Liang Y J,Xu Z M.2013.Modeling the spatial distribution of GDP based on night light radiation:A case study in Ganzhou,Zhangye Municipality.Journal of Glaciology and Geocryology,35(1):249-254.]
廖兵,魏康霞,宋巍巍.2012.DMSP/OLS夜间灯光数据在城镇体系空间格局研究中的应用与评价:以近16年江西省间城镇空间格局为例[J].长江流域资源与环境,21(11):1295-1300.[Liao B,Wei K X,Song W W.2012.Assessment and application of DMSP/OLS nighttime light data in the spatial structure of urban system:A case of Jiangxi Province in nearly 16 years.Resources and Environment in the Yangtze Basin,21(11):1295-1300.]
刘双庆.2012.引入一种新型震害快速评估基础数据的尝试:DMSP/OLS卫星夜光数据的使用[J].防灾科技学院学报,14(3):70-75.[Liu S Q.2012.A try to import a new basic data for fast evaluation of earthquake hazards:Utilizing the DMSP/OLS satellite nighttime light data.Journal of Institute of Disaster Prevention,14(3):70-75.]
刘占成,王安建,于汶加,等.2010.中国区域碳排放研究[J].地球学报,31(5):727-732.[Liu Z C,Wang A J,Yu W J,et al.2010.Research on regional carbon emissions in China.Acta Geoscientica Sinica,31(5):727-732.]
马钰琪,朱秀芳,刘宪锋,等.2015.基于夜间灯光数据和多地理因子数据的人口空间化方法:以辽宁省为例[J].北京师范大学学报(自然科学版),51(S1):57-61.[Ma Y Q,Zhu X F,Liu X F,et al.2015.A population spatialization method based on DMSP/OLS nighttime light data and weight multi-geographic factors:The example of Liaoning Province.Journal of Beijing Normal University(Natural Science),51(S1):57-61.]
潘竟虎,李俊峰.2016.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,35(4):627-638.[Pan JH,Li J F.2016.Estimate and spatio-temporal dynamics of electricity consumption in China based on DMSP/OLS images.Geographical Research,35(4):627-638.]
舒松,余柏蒗,吴健平,等.2011.基于夜间灯光数据的城市建成区提取方法评价与应用[J].遥感技术与应用,26(2):169-176.[Shu S,Yu B L,Wu J P,et al.2011.Method for deriving urban built-up area using night-light data:Assessment and application.Remote Sensing Technology and Application,26(2):169-176.]
苏泳娴.2015.基于DMSP/OLS夜间灯光数据的中国能源消费碳排放研究[D].北京:中国科学院研究生院.[Su Y X.2015.Study on the carbon emissions from energy consumption in China using DMSP/OLS night light imageries.Beijing,China:University of Chinese Academy of Sciences.]
苏泳娴,陈修治,叶玉瑶,等.2013.基于夜间灯光数据的中国能源消费碳排放特征及机理[J].地理学报,68(11):1513-1526.[Su Y X,Chen X Z,Ye Y Y,et al.2013.The characteristics and mechanisms of carbon emissions from energy consumption in China using DMSP/OLS night light imageries.Acta Geographica Sinica,68(11):1513-1526.]
唐梁博,崔海山.2017.基于NPP-VIIRS夜间灯光数据和Landsat-8数据的城镇建筑用地提取方法改进:以广州市为例[J].测绘与空间地理信息,40(9):69-73.[Tang L B,Cui H S.2017.Improvement of urban construction land extraction method based on NPP/VIIRS nighttime light data and Landsat-8 data:A case study of Guangzhou City.Geomatics&Spatial Information Technology,40(9):69-73.]
唐敏.2017.基于对数变换的NPP-VIIRS夜间灯光遥感影像在城市建成区提取中的应用[D].上海:华东师范大学.[Tang M.2017.Urban built-up area extraction from logarithm transformed NPP/VIIRS nighttime light composite data.Shanghai,China:East China Normal University.]
王浩,卢善龙,吴炳方,等.2013.不透水面遥感提取及应用研究进展[J].地球科学进展,28(3):327-336.[Wang H,Lu S L,Wu B F,et al.2013.Advances in remote sensing of impervious surfaces extraction and its application.Advances in Earth Science,28(3):327-336.]
王鹤饶,袁涛.2012.DMSP/OLS数据应用研究综述[J].地理科学进展,10(1):11-18.[Wang H R,Yuan T.2012.Overview of researches based on DMSP/OLS nighttime light data.Progress in Geography,10(1):11-18.]
王珂靖,蔡红艳,杨小唤,等.2015.基于城镇居民用地再分类的人口数据空间化方法研究:以长江中游4省为例[J].遥感技术与应用,30(5):987-995.[Wang K J,Cai HY,Yang X H,et al.2015.Spatialization method for census data based on reclassifying residential land use in urban areas:A case study in the middle reaches of the Yangtze River Watershed.Remote Sensing Technology and Application,30(5):987-995.]
王琪,袁涛,郑新奇.2013.基于夜间灯光数据的中国省域GDP总量分析[J].城市发展研究,20(7):44-48.[Wang Q,Yuan T,Zheng X Q.2013.GDP gross analysis at provincelevel in China based on night-time lightsatellite imagery.Urban Development Studies,20(7):44-48.]
吴健生,牛妍,彭建,等.2014.基于DMSP/OLS夜间灯光数据的1995-2009年中国地级市能源消费动态[J].地理研究,33(4):625-634.[Wu J S,Niu Y,Peng J,et al.2014.Research on energy consumption dynamic among prefecturelevel cities in China based on DMSP/OLS nighttime light.Geographical Research,33(4):625-634.]
乌云德吉.2014.基于GIS的草原火遥感监测与火险评估[D].呼和浩特:内蒙古师范大学.[Wuyundeji.2014.Remote sensing monitoring of grassland fire and fire risk assessment based on GIS.Huhhot,China:Inner Mongolia Normal University.]
杨眉,王世新,周艺,等.2011.DMSP/OLS夜间灯光数据应用研究综述[J].遥感技术与应用,26(1):45-51.[Yang M,Wang S X,Zhou Y.2011.Review on applications of DMSP/OLS night-time emissions data.Remote Sensing Technology and Application,26(1):45-51.]
杨任飞,罗红霞,周盛,等.2017.夜间灯光数据驱动的成渝城市群空间形成过程重建及分析[J].地球信息科学学报,19(5):653-661.[Yang R F,Luo H X,Zhou S,et al.2017.Restoring and analyzing the space forming process of Chengdu-Chongqing urban agglomeration by using DMSP/OLS night-time light data.Journal of Geo-information Science,19(5):653-661.]
杨洋,黄庆旭,章立玲.2015.基于DMSP/OLS夜间灯光数据的土地城镇化水平时空测度研究:以环渤海地区为例[J].经济地理,35(2):141-148.[Yang Y,Huang Q X,Zhang L L.2015.The spatial-temporal measurement on the land urbanization level using DMSP/OLS nighttime light data:A case study of Bohai Rim.Economic Geography,35(2):141-148.]
杨洋,马学广,王晨.2015.基于夜间灯光数据的中国土地城镇化水平时空动态[J].人文地理,(5):91-98.[Yang Y,Ma X G,Wang C.2015.The spatial-temporal dynamics of the land urbanization level in China based on nighttime light data.Human Geography,(5):91-98.]
张宝军.2018.2003-2013年汶川地震极重灾区夜间灯光年际变化分析[J].灾害学,33(1):12-18.[Zhang B J.2018.Analysis of the inter-annual variation of nighttime lights in the most affected area of Wenchuan earthquake from 2003to 2013.Journal of Catastrophology,33(1):12-18,22.]
张思宇.2017.基于夜间灯光数据的南海渔业捕捞动态变化研究[D].南京:南京大学.[Zhang S Y.2017.Research on fishing dynamic changes in the South China Sea using nighttime light data.Nanjing,China:Nanjing University.]
张志刚,张安明,郭欢欢.2016.基于DMSP/OLS夜间灯光数据的城乡结合部空间识别研究:以重庆市主城区为例[J].地理与地理信息科学,32(6):37-42.[Zhang Z G,Zhang A M,Guo H H.2016.Spatial recognition of the urban-rural fringe based on DMSP/OLS nighttime light data:A case study of the main urban areas of Chongqing.Geography and Geo-information Science,32(6):37-42.]
张志杰.2016.基于夜间灯光影像的地震受灾区域和人口评估研究[D].焦作:河南理工大学.[Zhang Z J.2016.Assessment of damaged areas and affected population in earthquake disasters based on nighttime imageries.Jiaozuo,China:Henan Polytechnic University.]
赵敏,程维明.2015.基于DMSP/OLS夜间灯光数据的城市空间扩展研究综述[J].测绘与空间地理信息,38(3):64-68.[Zhao M,Cheng W M.2015.Overview of researches based on urban expansion via DMSP/OLS nighttime light data.Geomatics&Spatial Information Technology,38(3):64-68.]
赵笑然,石汉青,杨平吕,等.2017.NPP卫星VIIRS微光资料反演夜间PM2.5质量浓度[J].遥感学报,21(2):291-299.[Zhao X R,Shi H Q,Yang P L,et al.2017.Inversion algorithm of PM2.5air quality based on nighttime light data from NPP/VIIRS.Journal of Remote Sensing,21(2):291-299.]
郑子豪,陈颖彪,吴志峰,等.2018.单元路网长度的DMSP/OLS夜间灯光数据去饱和方法[J].遥感学报,22(1):161-173.[Zheng Z H,Chen Y B,Wu Z F,et al.2018.Method to reduce saturation of DMSP/OLS nighttime light data based on UNL.Journal of Remote Sensing,22(1):161-173.]
朱林富.2015.基于夜间灯光数据的重庆电力消费时空动态与影响因素分析[D].重庆:重庆师范大学.[Zhu L F.2015.Studying the electricity consumption changes in Chongqing by using DMSP/OLS stable nighttime light data.Chongqing,China:Chongqing Normal University.]
卓莉,陈晋,史培军,等.2005.基于夜间灯光数据的中国人口密度模拟[J].地理学报,60(2):266-276.[Zhuo L,Chen J,Shi P J,et al.2005.Modeling population density of China in 1998 based on DMSP/OLS nighttime light image.Acta Geographica Sinica,60(2):266-276.]
卓莉,张晓帆,郑璟,等.2015.基于EVI指数的DMSP/OLS夜间灯光数据去饱和方法[J].地理学报,70(8):1339-1350.[Zhuo L,Zhang X F,Zheng J,et al.2015.An EVI-based method to reduce saturation of DMSP/OLS nighttime light data.Acta Geographica Sinica,70(8):1339-1350.]
Agnew J,Gillespie T W,Gonzalez J,et al.2008.Baghdad nights:Evaluating the US military"Surge"using nighttime light signatures[J].Environment&Planning A,40(10):2285-2295.
Amaral S,Camara G,Monteiro A M V,et al.2005.Estimating population and energy consumption in Brazilian Amazonia using DMSP night-time satellite data[J].Computers,Environment and Urban Systems,29(2):179-195.
Arnold Jr C L,Gibbons C J.1996.Impervious surface coverage:The emergence of a key environmental indicator[J].Journal of the American Planning Association,62(2):243-258.
Aubrecht C,Elvidge C D,Longcore T,et al.2008.A global inventory of coral reef stressors based on satellite observed nighttime lights[J].Geocarto International,23(6):467-479.
Bennie J,Davies T W,Duffy J P,et al.2014.Contrasting trends in light pollution across Europe based on satellite observed night time lights[J].Scientific Reports,4(3):3789.
Brabec E,Schulte S,Richards P L.2002.Impervious surfaces and water quality:A review of current literature and its implications for watershed planning[J].Journal of Planning Literature,16(4):499-514.
Cao C Y,Shao X,Uprety S.2013.Detecting light outages after severe storms using the S-NPP/VIIRS Day/Night Band radiances[J].IEEE Geoscience&Remote Sensing Letters,10(6):1582-1586.
Cao X,Chen J,Imura H,et al.2009.A SVM-based method to extract urban areas from DMSP/OLS and SPOT VGT data[J].Remote Sensing of Environment,113(10):2205-2209.
Cao Z Y,Wu Z F,Kuang Y,et al.2016.Coupling an intercalibration of radiance-calibrated nighttime light images and land use/cover data for modeling and analyzing the distribution of GDP in Guangdong,China[J].Sustainability,8(2):108.
Chand T R K,Badarinath K V S,Elvidge C D,et al.2009.Spatial characterization of electrical power consumption patterns over India using temporal DMSP-OLS night-time satellite data[J].International Journal of Remote Sensing,30(3):647-661.
Chand T R K,Badarinath K V S,Murthy M S R,et al.2007.Active forest fire monitoring in Uttaranchal State,India using multi-temporal DMSP-OLS and MODIS data[J].International Journal of Remote Sensing,28(10):2123-2132.
Chen X,Nordhaus W D.2011.Using luminosity data as a proxy for economic statistics[J].PNAS,108(21):8589-8594.
Cho K,Ito R,Shimoda H,et al.1999.Technical note and cover fishing fleet lights and sea surface temperature distribution observed by DMSP/OLS sensor[J].International Journal of Remote Sensing,20(1):3-9.
Cho K,Ito R,Shimoda H,et al.2010.Fishing fleet lights and sea surface temperature distribution observed by DMSP/OLS sensor[J].International Journal of Remote Sensing,20(1):3-9.
Croft T A.1978.Nighttime images of the earth from space[J].Scientific American,239(1):86-98.
De Souza Filho C R,Zullo Jr J,Elvidge C.2004.Brazil's 2001energy crisis monitored from space[J].International Journal of Remote Sensing,25(12):2475-2482.
Doll C N H,Muller J P,Elvidge C D.2000.Night-time imagery as a tool for global mapping of socioeconomic parameters and greenhouse gas emissions[J].AMBIO:A Journal of the Human Environment,29(3):157-162.
Doll C N H,Muller J P,Morley J G.2006.Mapping regional economic activity from night-time light satellite imagery[J].Ecological Economics,57(1):75-92.
Elvidge C D,Baugh K E,Kihn E A,et al.1997.Relation between satellite observed visible-near infrared emissions,population,economic activity and electric power consumption[J].International Journal of Remote Sensing,18(6):1373-1379.
Elvidge C D,Hobson V R,Baugh K E,et al.2001.DMSP/OLS estimation of tropical forest area impacted by surface fires in Roraima,Brazil:1995 versus 1998[J].International Journal of Remote Sensing,22(14):2661-2673.
Elvidge C D,Imhoff M L,Baugh K E,et al.2001.Night-time lights of the world:1994-1995[J].ISPRS Journal of Photogrammetry and Remote Sensing,56(2):81-99.
Elvidge C D,Tuttle B T,Sutton P C,et al.2007.Global distribution and density of constructed impervious surfaces[J].Sensors,7(9):1962-1979.
Elvidge C D,Ziskin D,Baugh K E,et al.2009.A fifteen year record of global natural gas flaring derived from satellite data[J].Energies,2(3):595-622.
Foster A J L.1983.Observations of the earth using nighttime visible imagery[J].Proceedings of SPIE-The International Society for Optical Engineering,414(6):187.
Ghosh T,Elvidge C D,Sutton P C,et al.2010.Creating a global grid of distributed fossil fuel CO2emissions from nighttime satellite imagery[J].Energies,3(12):1895-1913.
Gillies R R,Box J B,Symanzik J,et al.2003.Effects of urbanization on the aquatic fauna of the Line Creek Watershed,Atlanta:A satellite perspective[J].Remote Sensing of environment,86(3):411-422.
Hall F G,Strebel D E,Nickeson J E,et al.1991.Radiometric rectification:Toward a common radiometric response among multidate,multi-sensor images[J].Remote Sensing of Environment,35(1):11-27.
Hara M,Okada S,Yagi H,et al.2010.Progress for stable artificial lights distribution extraction accuracy and estimation of electric power consumption by means of DMSP/OLSnighttime imagery[J].International Journal of Remote Sensing&Earth Sciences,1(1):31-42.
Hayashi H,Hashitera S,Kohiyama M,et al.2000.International collaboration for the early damaged area estimation system using DMSP/OLS nighttime images[C]//Geoscience and Remote Sensing Symposium,2000.Proceedings.IGARSS 2000.IEEE 2000 International.IEEE,6:2697-2699.
He C Y,Ma Q,Liu Z F,et al.2014.Modeling the spatiotemporal dynamics of electric power consumption in Mainland China using saturation-corrected DMSP/OLS nighttime stable light data[J].International Journal of Digital Earth,7(12):993-1014.
He C Y,Shi P J,Li J G,et al.2006.Restoring urbanization process in China in the 1990s by using non-radiance-calibrated DMSP/OLS nighttime light imagery and statistical data[J].Chinese Science Bulletin,51(13):1614-1620.
Henderson M,Yeh E T,Gong P,et al.2003.Validation of urban boundaries derived from global night-time satellite imagery[J].International Journal of Remote Sensing,24(3):595-609.
Hsu F C,Baugh K E,Ghosh T,et al.2015.DMSP/OLS radiance calibrated nighttime lights time series with intercalibration[J].Remote Sensing,7(2):1855-1876.
Imhoff M L,Lawrence W T,Elvidge C D,et al.1997.Using nighttime DMSP/OLS images of city lights to estimate the impact of urban land use on soil resources in the United States[J].Remote Sensing of Environment,59(1):105-117.
Kiyofuji H,Saitoh S I.2004.Use of nighttime visible images to detect Japanese common squid todarodes Pacificus fishing areas and potential migration routes in the Sea of Japan[J].Marine Ecology Progress Series,276:173-186.
Kohiyama M,Hayashi H,Maki N,et al.2004.Early damaged area estimation system using DMSP/OLS night-time imagery[J].International Journal of Remote Sensing,25(11):2015-2036.
Lenney M P,Woodcock C E,Collins J B,et al.1996.The status of agricultural lands in Egypt:The use of multitemporal NDVI features derived from Landsat TM[J].Remote Sensing of Environment,56(1):8-20.
Letu H,Hara M,Tana G,et al.2012.A saturated light correction method for DMSP/OLS nighttime satellite imagery[J].IEEE Transactions on Geoscience&Remote Sensing,50(2):389-396.
Letu H,Hara M,Yagi H,et al.2009.Estimating the energy consumption with nighttime city light from the DMSP/OLS imagery[C]//Urban Remote Sensing Event,Joint.IEEE:1-7.
Letu H,Hara M,Yagi H,et al.2010.Estimating energy consumption from night-time DMPS/OLS imagery after correcting for saturation effects[J].International Journal of Remote Sensing,31(16):4443-4458.
Li W M,Qin Z H,li W J,et al.2010.Comparison and analysis of MODIS NDVI and MODIS EVI[J].Remote Sensing Information,6:73-78.
Li X,Chen F R,Chen X L.2013.Satellite-Observed nighttime light variation as evidence for global armed conflicts[J].IEEE Journal of Selected Topics in Applied Earth Observations&Remote Sensing,6(5):2302-2315.
Li X,Chen X L,Zhao Y S,et al.2013.Automatic intercalibration of night-time light imagery using robust regression[J].Remote Sensing Letters,4(1):45-54.
Li X,Ge L L,Chen X L.2013.Detecting Zimbabwe's decadal economic decline using nighttime light imagery[J].Remote Sensing,5(9):4551-4570.
Li X,Li D R.2014.Can night-time light images play a role in evaluating the Syrian Crisis?[J].International Journal of Remote Sensing,35(18):6648-6661.
Li X,Xu H M,Chen X L,et al.2013.Potential of NPP/VIIRSnighttime light imagery for modeling the regional economy of China[J].Remote Sensing,5(6):3057-3081.
Liu Y X,Yang Y P,Jing W L,et al.2017.A new urban index for expressing inner-city patterns based on MODIS LSTand EVI regulated DMSP/OLS NTL[J].Remote Sensing,9(8):777.doi:10.3390/rs9080777.
Liu Z F,He C Y,Zhang Q F,et al.2012.Extracting the dynamics of urban expansion in China using DMSP/OLS nighttime light data from 1992 to 2008[J].Landscape&Urban Planning,106(1):62-72.
Lo C P.2001.Modeling the population of China using DMSPoperational linescan system nighttime data[J].Photogrammetric Engineering&Remote Sensing,67(9):1037-1048.
Lu D,Tian H,Zhou G,et al.2008.Regional mapping of human settlements in Southeastern China with multi-sensor remotely sensed data[J].Remote Sensing of Environment,112(9):3668-3679.
Ma L,Wu J S,Li W F,et al.2014.Evaluating saturation correction methods for DMSP/OLS nighttime light data:Acase study from China's cities[J].Remote Sensing,6(10):9853-9872.
Ma T,Zhou Y K,Zhou C H,et al.2015.Night-time light derived estimation of spatio-temporal characteristics of urbanization dynamics using DMSP/OLS satellite data[J].Remote Sensing of Environment,158:453-464.
Mantero P,Moser G,Serpico S B.2005.Partially supervised classification of remote sensing images through SVM-based probability density estimation[J].IEEE Transactions on Geoscience&Remote Sensing,43(3):559-570.
Meng L,Graus W,Worrell E,et al.2014.Estimating CO2,(carbon dioxide)emissions at urban scales by DMSP/OLS(Defense Meteorological Satellite Program's Operational Linescan System)nighttime light imagery:Methodological challenges and a case study for China[J].Energy,71:468-478.
Milesi C,Elvidge C D,Nemani R R,et al.2003.Assessing the impact of urban land development on net primary productivity in the southeastern United States[J].Remote Sensing of Environment,86(3):401-410.
Min B,Gaba K M,Sarr O F,et al.2013.Detection of rural electrification in Africa using DMSP-OLS night lights imagery[J].International Journal of Remote Sensing,34(22):8118-8141.
Moscrip A L,Montgomery D R.1997.Urbanization,flood frequency,and salmon abundance in Puget lowland streams[J].JAWRA Journal of the American Water Resources Association,33(6):1289-1297.
Pandey B,Joshi P K,Seto K C.2013.Monitoring urbanization dynamics in India using DMSP/OLS night time lights and SPOT-VGT data[J].International Journal of Applied Earth Observation&Geoinformation,23(1):49-61.
Pandey B,Zhang Q,Seto K C.2017.Comparative evaluation of relative calibration methods for DMSP/OLS nighttime lights[J].Remote Sensing of Environment,195:67-78.
Pozzi F,Small C.2005.Analysis of urban land cover and population density in the united states[J].Photogrammetric Engineering&Remote Sensing,71(6):719-726.
Raupach M R,Rayner P J,Paget M.2010.Regional variations in spatial structure of nightlights,population density and fossil-fuel CO2emissions[J].Energy Policy,38(9):4756-4764.
Shi K F,Huang C,Yu B L,et al.2014.Evaluation of NPP/VI-IRS night-time light composite data for extracting built-up urban areas[J].Remote Sensing Letters,5(4):358-366.
Shi K F,Yu B L,Huang C,et al.2018.Exploring spatiotemporal patterns of electric power consumption in countries along the Belt and Road[J].Energy,150:847-859.
Shi K F,Yu B L,Huang Y X,et al.2014.Evaluating the ability of NPP/VIIRS nighttime light data to estimate the gross domestic product and the electric power consumption of China at multiple scales:A comparison with DMSP/OLSdata[J].Remote Sensing,6(2):1705-1724.
Small C.2001.Estimation of urban vegetation abundance by spectral mixture analysis[J].International Journal of Remote Sensing,22(7):1305-1334.
Small C,Pozzi F,Elvidge C D.2005.Spatial analysis of global urban extent from DMSP/OLS night lights[J].Remote Sensing of Environment,96(3):277-291.
Su Y X,Chen X Z,Li Y,et al.2014.China's 19-year city-level carbon emissions of energy consumptions,driving forces and regionalized mitigation guidelines[J].Renewable&Sustainable Energy Reviews,35(C):231-243.
Sutton P.1997.Modeling population density with night-time satellite imagery and GIS[J].Computers Environment&Urban Systems,21(3-4):227-244.
Sutton P,Roberts D,Elvidge C,et al.1997.A Comparison of Nighttime Satellite Imagery and Population Density for the Continental United States[J].Photogrammetric Engineering&Remote Sensing,63(11):1303-1313.
Sutton P,Roberts D,Elvidge C,et al.2001.Census from heaven:An estimate of the global human population using night-time satellite imagery[J].International Journal of Remote Sensing,22(16):3061-3076.
Sutton P C,Costanza R.2002.Global estimates of market and non-market values derived from nighttime satellite imagery,land cover,and ecosystem service valuation[J].Ecological Economics,41(3):509-527.
Vapnik V.2000.The nature of statistical learning theory[M].New York:Springer-Verlag.
Waluda C M,Griffiths H J,Rodhouse P G.2008.Remotely sensed spatial dynamics of the illex argentinus fishery,Southwest Atlantic[J].Fisheries Research,91(2-3):196-202.
Waluda C M,Yamashiro C,Elvidge C D,et al.2004.Quantifying light-fishing for dosidicus gigas in the eastern Pacific using satellite remote sensing[J].Remote Sensing of Environment,91(2):129-133.
Wang J,Aegerter C,Xu X,et al.2016.Potential application of VIIRS Day/Night Band for monitoring nighttime surface PM2.5air quality from space[J].Atmospheric Environment,124:55-63.
Welch R.1980.Monitoring urban population and energy utilization patterns from satellite data[J].Remote Sensing of Environment,9(1):1-9.
Weng Q H,Lu D S,Liang B Q.2006.Urban surface biophysical descriptors and land surface temperature variations[J].Photogrammetric Engineering&Remote Sensing,72(11):1275-1286.
Weng Q H,Lu D S,Schubring J.2004.Estimation of land surface temperature-vegetation abundance relationship for urban heat island studies[J].Remote Sensing of Environment,89(4):467-483.
Witmer F W,O'Loughlin J.2011.Detecting the effects of wars in the Caucasus regions of Russia and Georgia using radiometrically normalized DMSP/OLS nighttime lights imagery[J].Mapping Sciences&Remote Sensing,48(4):478-500.
Wu J S,He S B,Peng J,et al.2013.Intercalibration of DMSP/OLS night-time light data by the invariant region method[J].International Journal of Remote Sensing,34(20):7356-7368.
Wu J S,Ma L,Li W F,et al.2014.Dynamics of urban density in China:Estimations based on DMSP/OLS nighttime light data[J].IEEE Journal of Selected Topics in Applied Earth Observations&Remote Sensing,7(10):4266-4275.
Xiao P,Wang X,Feng X,et al.2014.Detecting China's urban expansion over the past three decades using nighttime light data[J].IEEE Journal of Selected Topics in Applied Earth Observations&Remote Sensing,7(10):4095-4106.
Yi K P,Tani H,Li Q,et al.2014.Mapping and evaluating the urbanization process in Northeast China using DMSP/OLSnighttime light data[J].Sensors,14(2):3207-3226.
Yu B L,Shu S,Liu H X,et al.2014.Object-based spatial cluster analysis of urban landscape pattern using nighttime light satellite images:A case study of China[J].International Journal of Geographical Information Science,28(11):2328-2355.
Yuan F,Bauer M E.2007.Comparison of impervious surface area and normalized difference vegetation index as indicators of surface urban heat island effects in Landsat imagery[J].Remote Sensing of Environment,106(3):375-386.
Yue W,Gao J,Yang X.2014.Estimation of gross domestic product using multi-sensor remote sensing data:A case study in Zhejiang Province,East China[J].Remote Sensing,6(8):7260-7275.
Zhang Q L,Pandey B,Seto K C.2016.A robust method to generate a consistent time series from DMSP/OLS nighttime light data[J].IEEE Transactions on Geoscience&Remote Sensing,54(10):5821-5831.
Zhang Q L,Schaaf C,Seto K C.2013.The vegetation adjusted NTL urban index:A new approach to reduce saturation and increase variation in nighttime luminosity[J].Remote Sensing of Environment,129(2):32-41.
Zhang Q L,Seto K C.2011.Mapping urbanization dynamics at regional and global scales using multi-temporal DMSP/OLS nighttime light data[J].Remote Sensing of Environment,115(9):2320-2329.
Zhao N,Ghosh T,Samson E.2012.Mapping spatio-temporal changes of Chinese electric power consumption using night-time imagery[J].International Journal of Remote Sensing,33(20):6304-6320.
Zhou Y,Smith S J,Elvidge C D,et al.2014.A cluster-based method to map urban area from DMSP/OLS nightlights[J].Remote Sensing of Environment,147(18):173-185.
Zhuo L,Zheng J,Zheng J,et al.2009.Modelling the population density of China at the pixel level based on DMSP/OLS non-radiance-calibrated night-time light images[J].International Journal of Remote Sensing,30(4):1003-1018.
曹子阳.2016.基于夜间灯光影像的GDP空间分布模拟研究及其与PM2.5浓度的相关分析[D].北京:中国科学院大学.[Cao Z Y.2016.Estimating the spatial distribution of GDP based on nighttime light image and analysis of correlation between it and PM2.5concentration.Beijing,China:University of Chinese Academy of Sciences.]
曹子阳,吴志峰,匡耀求,等.2015.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,17(9):1092-1102.[Cao Z Y,Wu Z F,Kuang Y Q,et al.2015.Correction of DMSP/OLS night-time light images and its application in China.Journal of Geo-information Science,17(9):1092-1102.]
柴子为,王帅磊,乔纪纲.2015.基于夜间灯光数据的珠三角地区镇级GDP估算[J].热带地理,35(3):379-385.[Chai Z W,Wang S L,Qiao J G.2015.Township GDP estimation of the Pearl River Delta based on the NPP/VIIRSnight-time satellite data.Tropical Geography,35(3):379-385.]
陈晴,侯西勇.2015.集成土地利用数据和夜间灯光数据优化人口空间化模型[J].地球信息科学学报,17(11):1370-1377.[Chen Q,Hou X Y.2015.An improved population spatialization model by combining land use data and DMSP/OLS data.Journal of Geo-information Science,17(11):1370-1377.]
陈晴,侯西勇,吴莉.2014.基于土地利用数据和夜间灯光数据的人口空间化模型对比分析:以黄河三角洲高效生态经济区为例[J].人文地理,29(5):94-100.[Chen Q,Hou X Y,Wu L.2014.Comparing of population spatialization models based on land use data and DMSP/OLS data respectively:A case study in the efficient ecological economic zone of the Yellow River Delta.Human Geography,29(5):94-100.]
陈佐旗.2017.基于多源夜间灯光遥感影像的多尺度城市空间形态结构分析[D].上海:华东师范大学.[Chen Z Q.2017.A multiscale analysis on urban area and spatial structure based on nighttime light data.Shanghai,China:East China Normal University.]
成王玉.2015.南海油气钻井平台遥感提取研究[D].南京:南京大学.[Cheng W Y.2015.Research on extraction of oil and gas drilling platforms with remote sensing in the South China Sea.Nanjing,China:Nanjing University.]
程熙,吴炜,夏列钢,等.2017.集成夜间灯光数据与LandsatTM影像的不透水面自动提取方法研究[J].地球信息科学学报,19(10):1364-1374.[Cheng X,Wu W,Xia L G,et al.2017.Automatic extraction method for impervious surface area by integrating nighttime light data and Landsat TM images.Journal of Geo-information Science,19(10):1364-1374.]
董晨炜,曹宇,谭永忠.2017.基于夜间灯光数据的环杭州湾城市扩张及植被变化[J].应用生态学报,28(1):231-238.[Dong C W,Cao Y,Tan Y Z.2017.Urban expansion and vegetation changes in Hangzhou Bay area using Nightlight data.Chinese Journal of Applied Ecology,28(1):231-238.]
范俊甫,马廷,周成虎,等.2013.1992-2010年基于DMSP-OLS图像的环渤海城市群空间格局变化分析[J].地球信息科学学报,15(2):280-288.[Fan J F,Ma T,Zhou C H,et al.2013.Changes in spatial patterns of urban landscape in Bohai Rim from 1992 to 2010 using DMSP/OLS data.Journal of Geo-information Science,15(2):280-288.]
高倩,阿里木江·卡斯木.2017.基于DMSP/OLS夜间灯光数据的天山北坡城市群人口分布空间模拟[J].西北人口,38(3):113-120.[Gao Q,Alimujiang K.2017.Modeling the population spatial distribution of Tianshan north-slope urban agglomeration based on DMSP/OLS night lighting data.Northwest Population,38(3):113-120.]
高亚红,顾羊羊,乔旭宁,等.2017.基于夜间灯光数据的南京城镇用地提取[J].测绘科学,42(6):93-98.[Gao Y H,Gu Y Y,Qiao X N,et al.2017.Study on extracting urban area in Nanjing based on DMSP/OLS nighttime light data.Science of Surveying and Mapping,42(6):93-98.]
高义,王辉,王培涛,等.2013.基于人口普查与多源夜间灯光数据的海岸带人口空间化分析[J].资源科学,35(12):2517-2523.[Gao Y,Wang H,Wang P T,et al.2013.Population spatial processing for Chinese coastal zones based on census and multiple night light data.Resources Science,35(12):2517-2523.]
郭刚刚,樊伟,薛嘉伦,等.2017.基于NPP/VIIIRS夜光遥感影像的作业灯光围网渔船识别[J].农业工程学报,33(10):245-251.[Guo G G,Fan W,Xue J L,et al.2017.Identification for operating pelagic light-fishing vessels based on NPP/VIIRS low light imaging data.Transactions of the Chinese Society of Agricultural Engineering,33(10):245-251.]
郭伟.2015.夜间灯光数椐和MODIS数据用于大尺度不透水面制图研究[D].武汉:武汉大学.[Guo W.2015.Using nighttime light data and MODIS data for large-scale impervious surface mapping research.Wuhan,China:Wuhan University.]
郭永德,高金环,马洪兵.2016.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),56(10):1122-1130.[Guo Y D,Gao J H,Ma H B.2016.Spatial correlation analysis of Suomi-NPP nighttime light data and GDP data.Journal of Tsinghua University(Science and Technology),56(10):1122-1130.]
韩向娣,周艺,王世新,等.2012.夜间灯光遥感数据的GDP空间化处理方法[J].地球信息科学学报,14(1):128-136.[Han X D,Zhou Y,Wang S X,et al.2012.GDP spatialization in China based on nighttime imagery.Journal of Geoinformation Science,14(1):128-136.]
何月,蔡菊珍,张小伟,等.2009.基于MODIS数据的浙江省地表温度空间分布研究[C]//第六届长三角气象科技论坛论文集.浙江省气象学会,江苏省气象学会,上海市气象学会.[He Y,Cai J Z,Zhang X W.2009.Spatial distribution of land surface temperature in Zhejiang Province based on MODIS//Proceedings of 6th Yangtze river delta meteorological technology BBS.Zhejiang Meteorological Society,Jiangsu Meteorological Society,Shanghai Meteorological Society.]
胡云锋,赵冠华,张千力.2018.基于夜间灯光与LUC数据的川渝地区人口空间化研究[J].地球信息科学学报,20(1):68-78.[Hu Y F.Zhao G H,Zhang Q L.2018.Spatial distribution of population data based on nighttime light and LUC data in the Sichuan Chongqing Region.Journal of Geo-information Science,20(1):68-78.]
黄璐,杨英宝,朱琴.2018.基于DMSP/OLS数据的南京市建成区扩展研究[J].地理空间信息,16(1):94-97.[Huang L,Yang Y B,Zhu Q.2018.Expansion research on the build up area in Nanjing City based on DMSP/OLS data.Geospatial Information,16(1):94-97.]
黄杰,闫庆武,刘永伟.2015.基于DMSP/OLS与土地利用的江苏省人口数据空间化研究[J].长江流域资源与环境,24(5):735-741.[Huang J,Yan Q W,Liu Y W.2015.Modeling the population density of Jiangsu Province based on DMSP/OLS satellite imagery and land use data.Resources and Environment in the Yangtze Basin,24(5):735-741.]
黄益修.2016.基于夜间灯光遥感影像和社会感知数据的人口空间化研究[D].上海:华东师范大学.[Huang Y X.2016.Spatialization of population using nighttime light remote sensing images and social sensing data.Shanghai,China:East China Normal University.]
景欣,晏艺真,晏磊,等.2017.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,33(1):35-39.[Jing X,Yan Y Z,Yan L,et al.2017.A novel method for saturation effect calibration of DMSP/OLS stable light product based on GDP grid data in China mainland at city level.Geography and Geo-Information Science,33(1):35-39.]
匡文慧,刘纪远,陆灯盛.2011.京津唐城市群不透水地表增长格局以及水环境效应[J].地理学报,66(11):1486-1496.[Kuang W H,Liu J Y,Lu D S.2011.Pattern of impervious surface change and its effect on water environment in the Beijing-Tianjin-Tangshan metropolitan area.Acta Geographica Sinica,66(11):1486-1496.]
李德仁,李熙.2015.论夜光遥感数据挖掘[J].测绘学报,44(6):591-601.[Li D R,Li X.2015.An overview on data mining of nighttime light remote sensing.Acta Geodaetica et Cartographica Sinica,44(6):591-601.]
李峰,米晓楠,刘军,等.2016.基于NPP-VIIRS夜间灯光数据的北京市GDP空间化方法[J].国土资源遥感,28(3):19-24.[Li F,Mi X N,Liu J,et al.2016.Spatialization of GDP in Beijing using NPP/VIIRS data.Remote Sensing for Land and Resources,28(3):19-24.]
李峰,卫爱霞,米晓楠,等.2016.基于NPP-VIIRS夜间灯光数据的河北省GDP空间化方法[J].信阳师范学院学报(自然科学版),29(1):152-156.[Li F,Wei A X,Mi X N,et al.2016.An approach of GDP spatialization in Hebei Province using NPP/VIIRS nighttime light data.Journal of Xinyang Normal University(Natural Science Edition),29(1):152-156.]
李钢.2014.GIS支持下的浙江省台风灾害直接经济损失评估[D].南京:南京信息工程大学.[Li G.2014.GIS assisted on assessment of direct economic losses from typhoon in Zhejiang Province.Nanjing,China:Nanjing University of Information Science&Technology.]
李俊峰.2015.基于DMSP/OLS数据的中国电力消耗量估算及时空动态研究[D].兰州:西北师范大学.[Li J F.2015.Estimate and spatiotemporal dynamics of electricity consumption in China based on DMSP/OLS.Lanzhou,China:Northwest Normal University.]
李强,苏奋振,王雯玥.2017.基于VIIRS数据的油气平台提取技术研究[J].地球信息科学学报,19(3):398-406.[Li Q,Su F Z,Wang W Y.2017.Research on oil and gas platform extraction technology based on VIIRS data.Journal of Geo-information Science,19(3):398-406.]
李润亚.2015.夜间灯光数据反演大气细颗粒物浓度方法研究[D].北京:中国地质大学(北京).[Li R Y.2015.Study on the methodology of using nighttime light data to retrieve atmospheric fine particle's concentration.Beijing,China:China University of Geosciences(Beijing).]
李通,何春阳,杨洋,等.2011.1995-2008年中国大陆电力消费量时空动态[J].地理学报,66(10):1403-1412.[Li T,He C Y,Yang Y,et al.2011.Understanding electricity consumption changes in Chinese mainland from 1995 to 2008by using DMSP/OLS stable nighttime light time series data.Acta Geographica Sinica,66(10):1403-1412.]
李伟,郑新奇.2015.结合VIIRS和监测数据插值的北京雾霾监测方法[J].测绘学报,44(b12):123-128.[Li W,Zheng X Q.2015.A haze monitoring method combined VIIRSimages with real-time observation data interpolation in Beijing.Acta Geodaetica et Cartographica Sinica,44(b12):123-128.]
李翔,陈振杰,吴洁璇,等.2017.数据和空间回归模型的城市常住人口格网化方法研究[J].地球信息科学学报,19(10):1298-1305.[Li X,Chen Z J,Wu J X,et al.2017.Gridding methods of city permanent population based on night light data and spatial regression models.Journal of Geo-information Science,19(10):1298-1305.]
李宗光,胡德勇,李吉贺,等.2016.基于夜间灯光数据的连片特困区GDP估算及其空间化[J].国土资源遥感,28(2):168-174.[Li Z G,Hu D Y,Li J H,et al.2016.Simulation and spatialization of GDP in poverty areas based on night light imagery.Remote Sensing for Land and Resources,28(2):168-174.]
梁友嘉,徐中民.2012.基于LUCC和夜间灯光辐射数据的张掖市甘州区人口空间分布建模[J].冰川冻土,34(4):999-1006.[Liang Y J,Xu Z M.2012.Modeling the spatial distribution of population based on night light radiation and LUCC:A case study in Ganzhou District,Zhangye Municipality.Journal of Glaciology and Geocryology,34(4):999-1006.]
梁友嘉,徐中民.2013.基于夜间灯光辐射数据的张掖市甘州区GDP空间分布建模[J].冰川冻土,35(1):249-254.[Liang Y J,Xu Z M.2013.Modeling the spatial distribution of GDP based on night light radiation:A case study in Ganzhou,Zhangye Municipality.Journal of Glaciology and Geocryology,35(1):249-254.]
廖兵,魏康霞,宋巍巍.2012.DMSP/OLS夜间灯光数据在城镇体系空间格局研究中的应用与评价:以近16年江西省间城镇空间格局为例[J].长江流域资源与环境,21(11):1295-1300.[Liao B,Wei K X,Song W W.2012.Assessment and application of DMSP/OLS nighttime light data in the spatial structure of urban system:A case of Jiangxi Province in nearly 16 years.Resources and Environment in the Yangtze Basin,21(11):1295-1300.]
刘双庆.2012.引入一种新型震害快速评估基础数据的尝试:DMSP/OLS卫星夜光数据的使用[J].防灾科技学院学报,14(3):70-75.[Liu S Q.2012.A try to import a new basic data for fast evaluation of earthquake hazards:Utilizing the DMSP/OLS satellite nighttime light data.Journal of Institute of Disaster Prevention,14(3):70-75.]
刘占成,王安建,于汶加,等.2010.中国区域碳排放研究[J].地球学报,31(5):727-732.[Liu Z C,Wang A J,Yu W J,et al.2010.Research on regional carbon emissions in China.Acta Geoscientica Sinica,31(5):727-732.]
马钰琪,朱秀芳,刘宪锋,等.2015.基于夜间灯光数据和多地理因子数据的人口空间化方法:以辽宁省为例[J].北京师范大学学报(自然科学版),51(S1):57-61.[Ma Y Q,Zhu X F,Liu X F,et al.2015.A population spatialization method based on DMSP/OLS nighttime light data and weight multi-geographic factors:The example of Liaoning Province.Journal of Beijing Normal University(Natural Science),51(S1):57-61.]
潘竟虎,李俊峰.2016.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,35(4):627-638.[Pan JH,Li J F.2016.Estimate and spatio-temporal dynamics of electricity consumption in China based on DMSP/OLS images.Geographical Research,35(4):627-638.]
舒松,余柏蒗,吴健平,等.2011.基于夜间灯光数据的城市建成区提取方法评价与应用[J].遥感技术与应用,26(2):169-176.[Shu S,Yu B L,Wu J P,et al.2011.Method for deriving urban built-up area using night-light data:Assessment and application.Remote Sensing Technology and Application,26(2):169-176.]
苏泳娴.2015.基于DMSP/OLS夜间灯光数据的中国能源消费碳排放研究[D].北京:中国科学院研究生院.[Su Y X.2015.Study on the carbon emissions from energy consumption in China using DMSP/OLS night light imageries.Beijing,China:University of Chinese Academy of Sciences.]
苏泳娴,陈修治,叶玉瑶,等.2013.基于夜间灯光数据的中国能源消费碳排放特征及机理[J].地理学报,68(11):1513-1526.[Su Y X,Chen X Z,Ye Y Y,et al.2013.The characteristics and mechanisms of carbon emissions from energy consumption in China using DMSP/OLS night light imageries.Acta Geographica Sinica,68(11):1513-1526.]
唐梁博,崔海山.2017.基于NPP-VIIRS夜间灯光数据和Landsat-8数据的城镇建筑用地提取方法改进:以广州市为例[J].测绘与空间地理信息,40(9):69-73.[Tang L B,Cui H S.2017.Improvement of urban construction land extraction method based on NPP/VIIRS nighttime light data and Landsat-8 data:A case study of Guangzhou City.Geomatics&Spatial Information Technology,40(9):69-73.]
唐敏.2017.基于对数变换的NPP-VIIRS夜间灯光遥感影像在城市建成区提取中的应用[D].上海:华东师范大学.[Tang M.2017.Urban built-up area extraction from logarithm transformed NPP/VIIRS nighttime light composite data.Shanghai,China:East China Normal University.]
王浩,卢善龙,吴炳方,等.2013.不透水面遥感提取及应用研究进展[J].地球科学进展,28(3):327-336.[Wang H,Lu S L,Wu B F,et al.2013.Advances in remote sensing of impervious surfaces extraction and its application.Advances in Earth Science,28(3):327-336.]
王鹤饶,袁涛.2012.DMSP/OLS数据应用研究综述[J].地理科学进展,10(1):11-18.[Wang H R,Yuan T.2012.Overview of researches based on DMSP/OLS nighttime light data.Progress in Geography,10(1):11-18.]
王珂靖,蔡红艳,杨小唤,等.2015.基于城镇居民用地再分类的人口数据空间化方法研究:以长江中游4省为例[J].遥感技术与应用,30(5):987-995.[Wang K J,Cai HY,Yang X H,et al.2015.Spatialization method for census data based on reclassifying residential land use in urban areas:A case study in the middle reaches of the Yangtze River Watershed.Remote Sensing Technology and Application,30(5):987-995.]
王琪,袁涛,郑新奇.2013.基于夜间灯光数据的中国省域GDP总量分析[J].城市发展研究,20(7):44-48.[Wang Q,Yuan T,Zheng X Q.2013.GDP gross analysis at provincelevel in China based on night-time lightsatellite imagery.Urban Development Studies,20(7):44-48.]
吴健生,牛妍,彭建,等.2014.基于DMSP/OLS夜间灯光数据的1995-2009年中国地级市能源消费动态[J].地理研究,33(4):625-634.[Wu J S,Niu Y,Peng J,et al.2014.Research on energy consumption dynamic among prefecturelevel cities in China based on DMSP/OLS nighttime light.Geographical Research,33(4):625-634.]
乌云德吉.2014.基于GIS的草原火遥感监测与火险评估[D].呼和浩特:内蒙古师范大学.[Wuyundeji.2014.Remote sensing monitoring of grassland fire and fire risk assessment based on GIS.Huhhot,China:Inner Mongolia Normal University.]
杨眉,王世新,周艺,等.2011.DMSP/OLS夜间灯光数据应用研究综述[J].遥感技术与应用,26(1):45-51.[Yang M,Wang S X,Zhou Y.2011.Review on applications of DMSP/OLS night-time emissions data.Remote Sensing Technology and Application,26(1):45-51.]
杨任飞,罗红霞,周盛,等.2017.夜间灯光数据驱动的成渝城市群空间形成过程重建及分析[J].地球信息科学学报,19(5):653-661.[Yang R F,Luo H X,Zhou S,et al.2017.Restoring and analyzing the space forming process of Chengdu-Chongqing urban agglomeration by using DMSP/OLS night-time light data.Journal of Geo-information Science,19(5):653-661.]
杨洋,黄庆旭,章立玲.2015.基于DMSP/OLS夜间灯光数据的土地城镇化水平时空测度研究:以环渤海地区为例[J].经济地理,35(2):141-148.[Yang Y,Huang Q X,Zhang L L.2015.The spatial-temporal measurement on the land urbanization level using DMSP/OLS nighttime light data:A case study of Bohai Rim.Economic Geography,35(2):141-148.]
杨洋,马学广,王晨.2015.基于夜间灯光数据的中国土地城镇化水平时空动态[J].人文地理,(5):91-98.[Yang Y,Ma X G,Wang C.2015.The spatial-temporal dynamics of the land urbanization level in China based on nighttime light data.Human Geography,(5):91-98.]
张宝军.2018.2003-2013年汶川地震极重灾区夜间灯光年际变化分析[J].灾害学,33(1):12-18.[Zhang B J.2018.Analysis of the inter-annual variation of nighttime lights in the most affected area of Wenchuan earthquake from 2003to 2013.Journal of Catastrophology,33(1):12-18,22.]
张思宇.2017.基于夜间灯光数据的南海渔业捕捞动态变化研究[D].南京:南京大学.[Zhang S Y.2017.Research on fishing dynamic changes in the South China Sea using nighttime light data.Nanjing,China:Nanjing University.]
张志刚,张安明,郭欢欢.2016.基于DMSP/OLS夜间灯光数据的城乡结合部空间识别研究:以重庆市主城区为例[J].地理与地理信息科学,32(6):37-42.[Zhang Z G,Zhang A M,Guo H H.2016.Spatial recognition of the urban-rural fringe based on DMSP/OLS nighttime light data:A case study of the main urban areas of Chongqing.Geography and Geo-information Science,32(6):37-42.]
张志杰.2016.基于夜间灯光影像的地震受灾区域和人口评估研究[D].焦作:河南理工大学.[Zhang Z J.2016.Assessment of damaged areas and affected population in earthquake disasters based on nighttime imageries.Jiaozuo,China:Henan Polytechnic University.]
赵敏,程维明.2015.基于DMSP/OLS夜间灯光数据的城市空间扩展研究综述[J].测绘与空间地理信息,38(3):64-68.[Zhao M,Cheng W M.2015.Overview of researches based on urban expansion via DMSP/OLS nighttime light data.Geomatics&Spatial Information Technology,38(3):64-68.]
赵笑然,石汉青,杨平吕,等.2017.NPP卫星VIIRS微光资料反演夜间PM2.5质量浓度[J].遥感学报,21(2):291-299.[Zhao X R,Shi H Q,Yang P L,et al.2017.Inversion algorithm of PM2.5air quality based on nighttime light data from NPP/VIIRS.Journal of Remote Sensing,21(2):291-299.]
郑子豪,陈颖彪,吴志峰,等.2018.单元路网长度的DMSP/OLS夜间灯光数据去饱和方法[J].遥感学报,22(1):161-173.[Zheng Z H,Chen Y B,Wu Z F,et al.2018.Method to reduce saturation of DMSP/OLS nighttime light data based on UNL.Journal of Remote Sensing,22(1):161-173.]
朱林富.2015.基于夜间灯光数据的重庆电力消费时空动态与影响因素分析[D].重庆:重庆师范大学.[Zhu L F.2015.Studying the electricity consumption changes in Chongqing by using DMSP/OLS stable nighttime light data.Chongqing,China:Chongqing Normal University.]
卓莉,陈晋,史培军,等.2005.基于夜间灯光数据的中国人口密度模拟[J].地理学报,60(2):266-276.[Zhuo L,Chen J,Shi P J,et al.2005.Modeling population density of China in 1998 based on DMSP/OLS nighttime light image.Acta Geographica Sinica,60(2):266-276.]
卓莉,张晓帆,郑璟,等.2015.基于EVI指数的DMSP/OLS夜间灯光数据去饱和方法[J].地理学报,70(8):1339-1350.[Zhuo L,Zhang X F,Zheng J,et al.2015.An EVI-based method to reduce saturation of DMSP/OLS nighttime light data.Acta Geographica Sinica,70(8):1339-1350.]
Agnew J,Gillespie T W,Gonzalez J,et al.2008.Baghdad nights:Evaluating the US military"Surge"using nighttime light signatures[J].Environment&Planning A,40(10):2285-2295.
Amaral S,Camara G,Monteiro A M V,et al.2005.Estimating population and energy consumption in Brazilian Amazonia using DMSP night-time satellite data[J].Computers,Environment and Urban Systems,29(2):179-195.
Arnold Jr C L,Gibbons C J.1996.Impervious surface coverage:The emergence of a key environmental indicator[J].Journal of the American Planning Association,62(2):243-258.
Aubrecht C,Elvidge C D,Longcore T,et al.2008.A global inventory of coral reef stressors based on satellite observed nighttime lights[J].Geocarto International,23(6):467-479.
Bennie J,Davies T W,Duffy J P,et al.2014.Contrasting trends in light pollution across Europe based on satellite observed night time lights[J].Scientific Reports,4(3):3789.
Brabec E,Schulte S,Richards P L.2002.Impervious surfaces and water quality:A review of current literature and its implications for watershed planning[J].Journal of Planning Literature,16(4):499-514.
Cao C Y,Shao X,Uprety S.2013.Detecting light outages after severe storms using the S-NPP/VIIRS Day/Night Band radiances[J].IEEE Geoscience&Remote Sensing Letters,10(6):1582-1586.
Cao X,Chen J,Imura H,et al.2009.A SVM-based method to extract urban areas from DMSP/OLS and SPOT VGT data[J].Remote Sensing of Environment,113(10):2205-2209.
Cao Z Y,Wu Z F,Kuang Y,et al.2016.Coupling an intercalibration of radiance-calibrated nighttime light images and land use/cover data for modeling and analyzing the distribution of GDP in Guangdong,China[J].Sustainability,8(2):108.
Chand T R K,Badarinath K V S,Elvidge C D,et al.2009.Spatial characterization of electrical power consumption patterns over India using temporal DMSP-OLS night-time satellite data[J].International Journal of Remote Sensing,30(3):647-661.
Chand T R K,Badarinath K V S,Murthy M S R,et al.2007.Active forest fire monitoring in Uttaranchal State,India using multi-temporal DMSP-OLS and MODIS data[J].International Journal of Remote Sensing,28(10):2123-2132.
Chen X,Nordhaus W D.2011.Using luminosity data as a proxy for economic statistics[J].PNAS,108(21):8589-8594.
Cho K,Ito R,Shimoda H,et al.1999.Technical note and cover fishing fleet lights and sea surface temperature distribution observed by DMSP/OLS sensor[J].International Journal of Remote Sensing,20(1):3-9.
Cho K,Ito R,Shimoda H,et al.2010.Fishing fleet lights and sea surface temperature distribution observed by DMSP/OLS sensor[J].International Journal of Remote Sensing,20(1):3-9.
Croft T A.1978.Nighttime images of the earth from space[J].Scientific American,239(1):86-98.
De Souza Filho C R,Zullo Jr J,Elvidge C.2004.Brazil's 2001energy crisis monitored from space[J].International Journal of Remote Sensing,25(12):2475-2482.
Doll C N H,Muller J P,Elvidge C D.2000.Night-time imagery as a tool for global mapping of socioeconomic parameters and greenhouse gas emissions[J].AMBIO:A Journal of the Human Environment,29(3):157-162.
Doll C N H,Muller J P,Morley J G.2006.Mapping regional economic activity from night-time light satellite imagery[J].Ecological Economics,57(1):75-92.
Elvidge C D,Baugh K E,Kihn E A,et al.1997.Relation between satellite observed visible-near infrared emissions,population,economic activity and electric power consumption[J].International Journal of Remote Sensing,18(6):1373-1379.
Elvidge C D,Hobson V R,Baugh K E,et al.2001.DMSP/OLS estimation of tropical forest area impacted by surface fires in Roraima,Brazil:1995 versus 1998[J].International Journal of Remote Sensing,22(14):2661-2673.
Elvidge C D,Imhoff M L,Baugh K E,et al.2001.Night-time lights of the world:1994-1995[J].ISPRS Journal of Photogrammetry and Remote Sensing,56(2):81-99.
Elvidge C D,Tuttle B T,Sutton P C,et al.2007.Global distribution and density of constructed impervious surfaces[J].Sensors,7(9):1962-1979.
Elvidge C D,Ziskin D,Baugh K E,et al.2009.A fifteen year record of global natural gas flaring derived from satellite data[J].Energies,2(3):595-622.
Foster A J L.1983.Observations of the earth using nighttime visible imagery[J].Proceedings of SPIE-The International Society for Optical Engineering,414(6):187.
Ghosh T,Elvidge C D,Sutton P C,et al.2010.Creating a global grid of distributed fossil fuel CO2emissions from nighttime satellite imagery[J].Energies,3(12):1895-1913.
Gillies R R,Box J B,Symanzik J,et al.2003.Effects of urbanization on the aquatic fauna of the Line Creek Watershed,Atlanta:A satellite perspective[J].Remote Sensing of environment,86(3):411-422.
Hall F G,Strebel D E,Nickeson J E,et al.1991.Radiometric rectification:Toward a common radiometric response among multidate,multi-sensor images[J].Remote Sensing of Environment,35(1):11-27.
Hara M,Okada S,Yagi H,et al.2010.Progress for stable artificial lights distribution extraction accuracy and estimation of electric power consumption by means of DMSP/OLSnighttime imagery[J].International Journal of Remote Sensing&Earth Sciences,1(1):31-42.
Hayashi H,Hashitera S,Kohiyama M,et al.2000.International collaboration for the early damaged area estimation system using DMSP/OLS nighttime images[C]//Geoscience and Remote Sensing Symposium,2000.Proceedings.IGARSS 2000.IEEE 2000 International.IEEE,6:2697-2699.
He C Y,Ma Q,Liu Z F,et al.2014.Modeling the spatiotemporal dynamics of electric power consumption in Mainland China using saturation-corrected DMSP/OLS nighttime stable light data[J].International Journal of Digital Earth,7(12):993-1014.
He C Y,Shi P J,Li J G,et al.2006.Restoring urbanization process in China in the 1990s by using non-radiance-calibrated DMSP/OLS nighttime light imagery and statistical data[J].Chinese Science Bulletin,51(13):1614-1620.
Henderson M,Yeh E T,Gong P,et al.2003.Validation of urban boundaries derived from global night-time satellite imagery[J].International Journal of Remote Sensing,24(3):595-609.
Hsu F C,Baugh K E,Ghosh T,et al.2015.DMSP/OLS radiance calibrated nighttime lights time series with intercalibration[J].Remote Sensing,7(2):1855-1876.
Imhoff M L,Lawrence W T,Elvidge C D,et al.1997.Using nighttime DMSP/OLS images of city lights to estimate the impact of urban land use on soil resources in the United States[J].Remote Sensing of Environment,59(1):105-117.
Kiyofuji H,Saitoh S I.2004.Use of nighttime visible images to detect Japanese common squid todarodes Pacificus fishing areas and potential migration routes in the Sea of Japan[J].Marine Ecology Progress Series,276:173-186.
Kohiyama M,Hayashi H,Maki N,et al.2004.Early damaged area estimation system using DMSP/OLS night-time imagery[J].International Journal of Remote Sensing,25(11):2015-2036.
Lenney M P,Woodcock C E,Collins J B,et al.1996.The status of agricultural lands in Egypt:The use of multitemporal NDVI features derived from Landsat TM[J].Remote Sensing of Environment,56(1):8-20.
Letu H,Hara M,Tana G,et al.2012.A saturated light correction method for DMSP/OLS nighttime satellite imagery[J].IEEE Transactions on Geoscience&Remote Sensing,50(2):389-396.
Letu H,Hara M,Yagi H,et al.2009.Estimating the energy consumption with nighttime city light from the DMSP/OLS imagery[C]//Urban Remote Sensing Event,Joint.IEEE:1-7.
Letu H,Hara M,Yagi H,et al.2010.Estimating energy consumption from night-time DMPS/OLS imagery after correcting for saturation effects[J].International Journal of Remote Sensing,31(16):4443-4458.
Li W M,Qin Z H,li W J,et al.2010.Comparison and analysis of MODIS NDVI and MODIS EVI[J].Remote Sensing Information,6:73-78.
Li X,Chen F R,Chen X L.2013.Satellite-Observed nighttime light variation as evidence for global armed conflicts[J].IEEE Journal of Selected Topics in Applied Earth Observations&Remote Sensing,6(5):2302-2315.
Li X,Chen X L,Zhao Y S,et al.2013.Automatic intercalibration of night-time light imagery using robust regression[J].Remote Sensing Letters,4(1):45-54.
Li X,Ge L L,Chen X L.2013.Detecting Zimbabwe's decadal economic decline using nighttime light imagery[J].Remote Sensing,5(9):4551-4570.
Li X,Li D R.2014.Can night-time light images play a role in evaluating the Syrian Crisis?[J].International Journal of Remote Sensing,35(18):6648-6661.
Li X,Xu H M,Chen X L,et al.2013.Potential of NPP/VIIRSnighttime light imagery for modeling the regional economy of China[J].Remote Sensing,5(6):3057-3081.
Liu Y X,Yang Y P,Jing W L,et al.2017.A new urban index for expressing inner-city patterns based on MODIS LSTand EVI regulated DMSP/OLS NTL[J].Remote Sensing,9(8):777.doi:10.3390/rs9080777.
Liu Z F,He C Y,Zhang Q F,et al.2012.Extracting the dynamics of urban expansion in China using DMSP/OLS nighttime light data from 1992 to 2008[J].Landscape&Urban Planning,106(1):62-72.
Lo C P.2001.Modeling the population of China using DMSPoperational linescan system nighttime data[J].Photogrammetric Engineering&Remote Sensing,67(9):1037-1048.
Lu D,Tian H,Zhou G,et al.2008.Regional mapping of human settlements in Southeastern China with multi-sensor remotely sensed data[J].Remote Sensing of Environment,112(9):3668-3679.
Ma L,Wu J S,Li W F,et al.2014.Evaluating saturation correction methods for DMSP/OLS nighttime light data:Acase study from China's cities[J].Remote Sensing,6(10):9853-9872.
Ma T,Zhou Y K,Zhou C H,et al.2015.Night-time light derived estimation of spatio-temporal characteristics of urbanization dynamics using DMSP/OLS satellite data[J].Remote Sensing of Environment,158:453-464.
Mantero P,Moser G,Serpico S B.2005.Partially supervised classification of remote sensing images through SVM-based probability density estimation[J].IEEE Transactions on Geoscience&Remote Sensing,43(3):559-570.
Meng L,Graus W,Worrell E,et al.2014.Estimating CO2,(carbon dioxide)emissions at urban scales by DMSP/OLS(Defense Meteorological Satellite Program's Operational Linescan System)nighttime light imagery:Methodological challenges and a case study for China[J].Energy,71:468-478.
Milesi C,Elvidge C D,Nemani R R,et al.2003.Assessing the impact of urban land development on net primary productivity in the southeastern United States[J].Remote Sensing of Environment,86(3):401-410.
Min B,Gaba K M,Sarr O F,et al.2013.Detection of rural electrification in Africa using DMSP-OLS night lights imagery[J].International Journal of Remote Sensing,34(22):8118-8141.
Moscrip A L,Montgomery D R.1997.Urbanization,flood frequency,and salmon abundance in Puget lowland streams[J].JAWRA Journal of the American Water Resources Association,33(6):1289-1297.
Pandey B,Joshi P K,Seto K C.2013.Monitoring urbanization dynamics in India using DMSP/OLS night time lights and SPOT-VGT data[J].International Journal of Applied Earth Observation&Geoinformation,23(1):49-61.
Pandey B,Zhang Q,Seto K C.2017.Comparative evaluation of relative calibration methods for DMSP/OLS nighttime lights[J].Remote Sensing of Environment,195:67-78.
Pozzi F,Small C.2005.Analysis of urban land cover and population density in the united states[J].Photogrammetric Engineering&Remote Sensing,71(6):719-726.
Raupach M R,Rayner P J,Paget M.2010.Regional variations in spatial structure of nightlights,population density and fossil-fuel CO2emissions[J].Energy Policy,38(9):4756-4764.
Shi K F,Huang C,Yu B L,et al.2014.Evaluation of NPP/VI-IRS night-time light composite data for extracting built-up urban areas[J].Remote Sensing Letters,5(4):358-366.
Shi K F,Yu B L,Huang C,et al.2018.Exploring spatiotemporal patterns of electric power consumption in countries along the Belt and Road[J].Energy,150:847-859.
Shi K F,Yu B L,Huang Y X,et al.2014.Evaluating the ability of NPP/VIIRS nighttime light data to estimate the gross domestic product and the electric power consumption of China at multiple scales:A comparison with DMSP/OLSdata[J].Remote Sensing,6(2):1705-1724.
Small C.2001.Estimation of urban vegetation abundance by spectral mixture analysis[J].International Journal of Remote Sensing,22(7):1305-1334.
Small C,Pozzi F,Elvidge C D.2005.Spatial analysis of global urban extent from DMSP/OLS night lights[J].Remote Sensing of Environment,96(3):277-291.
Su Y X,Chen X Z,Li Y,et al.2014.China's 19-year city-level carbon emissions of energy consumptions,driving forces and regionalized mitigation guidelines[J].Renewable&Sustainable Energy Reviews,35(C):231-243.
Sutton P.1997.Modeling population density with night-time satellite imagery and GIS[J].Computers Environment&Urban Systems,21(3-4):227-244.
Sutton P,Roberts D,Elvidge C,et al.1997.A Comparison of Nighttime Satellite Imagery and Population Density for the Continental United States[J].Photogrammetric Engineering&Remote Sensing,63(11):1303-1313.
Sutton P,Roberts D,Elvidge C,et al.2001.Census from heaven:An estimate of the global human population using night-time satellite imagery[J].International Journal of Remote Sensing,22(16):3061-3076.
Sutton P C,Costanza R.2002.Global estimates of market and non-market values derived from nighttime satellite imagery,land cover,and ecosystem service valuation[J].Ecological Economics,41(3):509-527.
Vapnik V.2000.The nature of statistical learning theory[M].New York:Springer-Verlag.
Waluda C M,Griffiths H J,Rodhouse P G.2008.Remotely sensed spatial dynamics of the illex argentinus fishery,Southwest Atlantic[J].Fisheries Research,91(2-3):196-202.
Waluda C M,Yamashiro C,Elvidge C D,et al.2004.Quantifying light-fishing for dosidicus gigas in the eastern Pacific using satellite remote sensing[J].Remote Sensing of Environment,91(2):129-133.
Wang J,Aegerter C,Xu X,et al.2016.Potential application of VIIRS Day/Night Band for monitoring nighttime surface PM2.5air quality from space[J].Atmospheric Environment,124:55-63.
Welch R.1980.Monitoring urban population and energy utilization patterns from satellite data[J].Remote Sensing of Environment,9(1):1-9.
Weng Q H,Lu D S,Liang B Q.2006.Urban surface biophysical descriptors and land surface temperature variations[J].Photogrammetric Engineering&Remote Sensing,72(11):1275-1286.
Weng Q H,Lu D S,Schubring J.2004.Estimation of land surface temperature-vegetation abundance relationship for urban heat island studies[J].Remote Sensing of Environment,89(4):467-483.
Witmer F W,O'Loughlin J.2011.Detecting the effects of wars in the Caucasus regions of Russia and Georgia using radiometrically normalized DMSP/OLS nighttime lights imagery[J].Mapping Sciences&Remote Sensing,48(4):478-500.
Wu J S,He S B,Peng J,et al.2013.Intercalibration of DMSP/OLS night-time light data by the invariant region method[J].International Journal of Remote Sensing,34(20):7356-7368.
Wu J S,Ma L,Li W F,et al.2014.Dynamics of urban density in China:Estimations based on DMSP/OLS nighttime light data[J].IEEE Journal of Selected Topics in Applied Earth Observations&Remote Sensing,7(10):4266-4275.
Xiao P,Wang X,Feng X,et al.2014.Detecting China's urban expansion over the past three decades using nighttime light data[J].IEEE Journal of Selected Topics in Applied Earth Observations&Remote Sensing,7(10):4095-4106.
Yi K P,Tani H,Li Q,et al.2014.Mapping and evaluating the urbanization process in Northeast China using DMSP/OLSnighttime light data[J].Sensors,14(2):3207-3226.
Yu B L,Shu S,Liu H X,et al.2014.Object-based spatial cluster analysis of urban landscape pattern using nighttime light satellite images:A case study of China[J].International Journal of Geographical Information Science,28(11):2328-2355.
Yuan F,Bauer M E.2007.Comparison of impervious surface area and normalized difference vegetation index as indicators of surface urban heat island effects in Landsat imagery[J].Remote Sensing of Environment,106(3):375-386.
Yue W,Gao J,Yang X.2014.Estimation of gross domestic product using multi-sensor remote sensing data:A case study in Zhejiang Province,East China[J].Remote Sensing,6(8):7260-7275.
Zhang Q L,Pandey B,Seto K C.2016.A robust method to generate a consistent time series from DMSP/OLS nighttime light data[J].IEEE Transactions on Geoscience&Remote Sensing,54(10):5821-5831.
Zhang Q L,Schaaf C,Seto K C.2013.The vegetation adjusted NTL urban index:A new approach to reduce saturation and increase variation in nighttime luminosity[J].Remote Sensing of Environment,129(2):32-41.
Zhang Q L,Seto K C.2011.Mapping urbanization dynamics at regional and global scales using multi-temporal DMSP/OLS nighttime light data[J].Remote Sensing of Environment,115(9):2320-2329.
Zhao N,Ghosh T,Samson E.2012.Mapping spatio-temporal changes of Chinese electric power consumption using night-time imagery[J].International Journal of Remote Sensing,33(20):6304-6320.
Zhou Y,Smith S J,Elvidge C D,et al.2014.A cluster-based method to map urban area from DMSP/OLS nightlights[J].Remote Sensing of Environment,147(18):173-185.
Zhuo L,Zheng J,Zheng J,et al.2009.Modelling the population density of China at the pixel level based on DMSP/OLS non-radiance-calibrated night-time light images[J].International Journal of Remote Sensing,30(4):1003-1018.
© 2004-2018 中国地质图书馆版权所有 京ICP备05064691号 京公网安备11010802017129号 地址：北京市海淀区学院路29号 邮编：100083 电话：办公室：(+86 10)66554848；文献借阅、咨询服务、科技查新：66554700 |