统一的全球夜间灯光(1992-2020年)DMSP NTL数据集

举报
此星光明 发表于 2023/05/13 19:08:49 2023/05/13
【摘要】 ​统一的全球夜间灯光(1992-2020年)在这项研究中,作者通过协调来自DMSP数据的相互校准的NTL观测值和来自VIIRS数据的模拟的类似DMSP的NTL观测值,在全球范围内生成了一个综合的、一致的NTL数据集。生成的全球DMSP NTL时间序列数据(1992-2018)显示出一致的时间趋势。这个时间上扩展的DMSP NTL数据集为与人类活动有关的各种研究提供了宝贵的支持,如电力消耗和城...

统一的全球夜间灯光(1992-2020年)
在这项研究中,作者通过协调来自DMSP数据的相互校准的NTL观测值和来自VIIRS数据的模拟的类似DMSP的NTL观测值,在全球范围内生成了一个综合的、一致的NTL数据集。生成的全球DMSP NTL时间序列数据(1992-2018)显示出一致的时间趋势。这个时间上扩展的DMSP NTL数据集为与人类活动有关的各种研究提供了宝贵的支持,如电力消耗和城市范围动态。该数据集包含

1992-2013年经过时间校准的DMSP-OLS NTL时间序列数据;以及
从VIIRS数据中转换的NTL时间序列(2014-2020)。
空间分辨率:30角秒(约1公里)。

作者建议使用DN值大于7的像素。

来自国防气象卫星计划(DMSP)/作业线扫描系统(OLS)和苏米国家极轨合作卫星上的可见光红外成像辐射仪套件(VIIRS)的夜间光照(NTL)数据为监测从区域到全球范围的人类活动提供了一个巨大的机会。尽管DMSP(1992-2013年)和VIIRS(2012-2018年)提供了宝贵的夜景记录,但由于DMSP和VIIRS之间的严重不一致,NTL观测的历史档案的潜力还没有被充分挖掘出来。在这项研究中,我们通过协调来自DMSP数据的相互校准的NTL观测数据和来自VIIRS数据的模拟的类似DMSP的NTL观测数据,在全球范围内生成了一个综合的、一致的NTL数据集。生成的全球DMSP NTL时间序列数据(1992-2018)显示出一致的时间趋势。这个时间上扩展的DMSP NTL数据集为与人类活动有关的各种研究提供了宝贵的支持,如电力消耗和城市范围动态。

 Harmonization of DMSP and VIIRS nighttime light data from 1992-2020 at the global scale

Data Citation

Li, Xuecao; Zhou, Yuyu; zhao, Min; Zhao, Xia (2020): Harmonization of DMSP and VIIRS nighttime
light data from 1992-2020 at the global scale. figshare. Dataset.
https://doi.org/10.6084/m9.figshare.9828827.v5

Paper Citation

Li, Xuecao, Yuyu Zhou, Min Zhao, and Xia Zhao. "A harmonized global nighttime light dataset 1992–2018." Scientific data 7, no. 1 (2020): 1-9.

Earth Engine Snippet

var dmsp = ee.ImageCollection("projects/sat-io/open-datasets/Harmonized_NTL/dmsp");
var viirs = ee.ImageCollection("projects/sat-io/open-datasets/Harmonized_NTL/viirs");

var dmsp = ee.ImageCollection("projects/sat-io/open-datasets/Harmonized_NTL/dmsp"),
    viirs = ee.ImageCollection("projects/sat-io/open-datasets/Harmonized_NTL/viirs");
    
var viz = ["67001f","b2182b","d6604d","f4a582","fddbc7","ffffff","e0e0e0","bababa","878787","4d4d4d"].reverse()

Map.addLayer(dmsp.first(),{'min':50,'max':65,'palette':viz},'DMSP NTL 1992')
Map.addLayer(viirs.sort('system:time_start',false).first().updateMask(ee.Image(viirs.sort('system:time_start',false).first()).gte(50)),{'min':50,'max':65,'palette':viz},'Harmonized Simulated VIIRS NTL 2020')


var Dark
 = 
[
  {
    "featureType": "all",
    "elementType": "labels",
    "stylers": [
      {
        "visibility": "off"
      }
    ]
  },
  {
    "featureType": "all",
    "elementType": "labels.text",
    "stylers": [
      {
        "visibility": "off"
      }
    ]
  },
  {
    "featureType": "all",
    "elementType": "labels.text.fill",
    "stylers": [
      {
        "saturation": 36
      },
      {
        "color": "#000000"
      },
      {
        "lightness": 40
      }
    ]
  },
  {
    "featureType": "all",
    "elementType": "labels.text.stroke",
    "stylers": [
      {
        "visibility": "on"
      },
      {
        "color": "#000000"
      },
      {
        "lightness": 16
      }
    ]
  },
  {
    "featureType": "all",
    "elementType": "labels.icon",
    "stylers": [
      {
        "visibility": "off"
      }
    ]
  },
  {
    "featureType": "administrative",
    "elementType": "geometry",
    "stylers": [
      {
        "visibility": "on"
      }
    ]
  },
  {
    "featureType": "administrative",
    "elementType": "geometry.fill",
    "stylers": [
      {
        "color": "#000000"
      },
      {
        "lightness": 20
      }
    ]
  },
  {
    "featureType": "administrative",
    "elementType": "geometry.stroke",
    "stylers": [
      {
        "color": "#000000"
      },
      {
        "lightness": 17
      },
      {
        "weight": 1.2
      }
    ]
  },
  {
    "featureType": "administrative",
    "elementType": "labels",
    "stylers": [
      {
        "visibility": "off"
      }
    ]
  },
  {
    "featureType": "administrative",
    "elementType": "labels.text",
    "stylers": [
      {
        "visibility": "off"
      }
    ]
  },
  {
    "featureType": "landscape",
    "elementType": "geometry",
    "stylers": [
      {
        "color": "#000000"
      },
      {
        "lightness": 20
      }
    ]
  },
  {
    "featureType": "landscape",
    "elementType": "labels.text",
    "stylers": [
      {
        "visibility": "off"
      }
    ]
  },
  {
    "featureType": "poi",
    "elementType": "geometry",
    "stylers": [
      {
        "color": "#000000"
      },
      {
        "lightness": 21
      }
    ]
  },
  {
    "featureType": "poi",
    "elementType": "labels.text",
    "stylers": [
      {
        "visibility": "off"
      }
    ]
  },
  {
    "featureType": "road",
    "elementType": "geometry.fill",
    "stylers": [
      {
        "visibility": "simplified"
      },
      {
        "color": "#8a4040"
      }
    ]
  },
  {
    "featureType": "road",
    "elementType": "geometry.stroke",
    "stylers": [
      {
        "visibility": "on"
      },
      {
        "color": "#ffffff"
      }
    ]
  },
  {
    "featureType": "road",
    "elementType": "labels.text",
    "stylers": [
      {
        "visibility": "off"
      }
    ]
  },
  {
    "featureType": "road.highway",
    "elementType": "geometry.fill",
    "stylers": [
      {
        "color": "#000000"
      },
      {
        "lightness": 17
      }
    ]
  },
  {
    "featureType": "road.highway",
    "elementType": "geometry.stroke",
    "stylers": [
      {
        "color": "#000000"
      },
      {
        "lightness": 29
      },
      {
        "weight": 0.2
      }
    ]
  },
  {
    "featureType": "road.arterial",
    "elementType": "geometry",
    "stylers": [
      {
        "color": "#000000"
      },
      {
        "lightness": 18
      }
    ]
  },
  {
    "featureType": "road.arterial",
    "elementType": "geometry.fill",
    "stylers": [
      {
        "color": "#ffffff"
      },
      {
        "visibility": "on"
      }
    ]
  },
  {
    "featureType": "road.local",
    "elementType": "geometry",
    "stylers": [
      {
        "color": "#000000"
      },
      {
        "lightness": 16
      }
    ]
  },
  {
    "featureType": "road.local",
    "elementType": "geometry.fill",
    "stylers": [
      {
        "visibility": "on"
      },
      {
        "color": "#faf2f2"
      }
    ]
  },
  {
    "featureType": "transit",
    "elementType": "geometry",
    "stylers": [
      {
        "color": "#000000"
      },
      {
        "lightness": 19
      }
    ]
  },
  {
    "featureType": "transit",
    "elementType": "labels",
    "stylers": [
      {
        "visibility": "off"
      }
    ]
  },
  {
    "featureType": "transit",
    "elementType": "labels.text",
    "stylers": [
      {
        "visibility": "off"
      }
    ]
  },
  {
    "featureType": "water",
    "elementType": "geometry",
    "stylers": [
      {
        "color": "#b4bcc2"
      },
      {
        "lightness": 17
      }
    ]
  },
  {
    "featureType": "water",
    "elementType": "labels",
    "stylers": [
      {
        "visibility": "on"
      }
    ]
  },
  {
    "featureType": "water",
    "elementType": "labels.text",
    "stylers": [
      {
        "visibility": "off"
      }
    ]
  }
]
Map.setOptions('Dark', {Dark
: Dark
})

Sample Code: https://code.earthengine.google.com/?scriptPath=users/sat-io/awesome-gee-catalog-examples:global-utilities-assets-amenities/HARMONIZED-GLOBAL-NTL

License

This work is licensed under the Creative Commons Attribution 4.0 International License (Creative Commons — Attribution 4.0 International — CC BY 4.0 ). Users are free to use, copy, distribute, transmit, and adapt the work for commercial and non-commercial purposes, without restriction, as long as clear attribution of the source is provided.

Created by: Xuecao Li et al

Curated by: Samapriya Roy

Keywords: : DMSP/OLS data, VIIRS, nighttime light, calibration, consistent, global

Last updated: 2021-11-26

【版权声明】本文为华为云社区用户原创内容,转载时必须标注文章的来源(华为云社区)、文章链接、文章作者等基本信息, 否则作者和本社区有权追究责任。如果您发现本社区中有涉嫌抄袭的内容,欢迎发送邮件进行举报,并提供相关证据,一经查实,本社区将立刻删除涉嫌侵权内容,举报邮箱: cloudbbs@huaweicloud.com
  • 点赞
  • 收藏
  • 关注作者

评论(0

0/1000
抱歉,系统识别当前为高风险访问,暂不支持该操作

全部回复

上滑加载中

设置昵称

在此一键设置昵称,即可参与社区互动!

*长度不超过10个汉字或20个英文字符,设置后3个月内不可修改。

*长度不超过10个汉字或20个英文字符,设置后3个月内不可修改。