SlideShare a Scribd company logo
1 of 26
Center for Research and Application for Satellite Remote Sensing
Yamaguchi University
Disaster Damage Assessment and Recovery
Monitoring Using Night-time Light on GEE
Nighttime Light Data
Monthly composite of night-time light
data (2-3 month-delay from real-time)
https://eogdata.mines.edu/download_dnb_composites.html
Possibly useful to assess
disaster damages and recovery
in post-disaster situations.
Earthquake in Hokkaido, Japan, Sept 2018
https://en.wikipedia.org/wiki/2018_Hokkaido_Eastern_Iburi_earthquake
Hokkaido Earthquake
Post-disaster night-time light, August 2018
Post-disaster night-time light, September 2018
Post-disaster night-time light, October 2018
Changes between
September – August 2018
Decrease of
brightness
🡪 damages in
post-disaster
Changes were identified by μ±2σ in the differences.
Change detection from monthly composite
Recovery in
post-disaster
Changes between
October – September 2018
Changes were identified by μ±2σ in the differences.
Change detection from monthly composite
Impact of dam eruption in Laos, July 2018
Xepian-Xe Nam Noy Dam, Laos
Night-time light in post-disaster, May 2018
Night-time light in post-disaster, August 2018
Night-time light in post-disaster, September 2018
Change detection from monthly composite
Attapeu
Changes between
August – May 2018
Decrease of brightness
🡪 damages in post-disaster
Extent of the
product from SA
Changes were identified by μ±2σ in the differences.
Change detection from monthly composite
Attapeu
Extent of the
product from SA
Changes between
September – August 2018
Recovery in post-disaster
Changes were identified by μ±2σ in the differences.
Extents of active settlements identified from NTL
2018 Kerala Floods, India
Browse NTL on GEE
https://code.earthengine.google.com/e7b529e0e9e84ca3daf305bf4dbde87
0
Adjust opacity
https://code.earthengine.google.com/737eef75d6d92dae927eb2fccb339f35
On/off visibility of the images to compare
Night-time light profiling
https://code.earthengine.google.com/a0602ac97ed7a6abf800fda306930d4a
Geometry is removed
Configure areas to profile night-time light
Draw a
polygon/rectangle
over the map
Time series profile is updated
Configure areas to profile night-time light

More Related Content

More from NopphawanTamkuan

More from NopphawanTamkuan (20)

Application of OpenStreetMap in Disaster Risk Management
Application of OpenStreetMap in Disaster Risk ManagementApplication of OpenStreetMap in Disaster Risk Management
Application of OpenStreetMap in Disaster Risk Management
 
Unmanned Aerial Vehicle Application
Unmanned Aerial Vehicle ApplicationUnmanned Aerial Vehicle Application
Unmanned Aerial Vehicle Application
 
Co-Registration of Small-Scale Satellite Data
Co-Registration of Small-Scale Satellite DataCo-Registration of Small-Scale Satellite Data
Co-Registration of Small-Scale Satellite Data
 
Visualizing CDR Data
Visualizing CDR DataVisualizing CDR Data
Visualizing CDR Data
 
Introduction to Synthetic Aperture Radar (SAR)
Introduction to Synthetic Aperture Radar (SAR)Introduction to Synthetic Aperture Radar (SAR)
Introduction to Synthetic Aperture Radar (SAR)
 
Differential SAR Interferometry Using Sentinel-1 Data for Kumamoto Earthquake
Differential SAR Interferometry Using Sentinel-1 Data for Kumamoto EarthquakeDifferential SAR Interferometry Using Sentinel-1 Data for Kumamoto Earthquake
Differential SAR Interferometry Using Sentinel-1 Data for Kumamoto Earthquake
 
Color Composite in ENVI (Case Study: Flood in Vietnam)
Color Composite in ENVI (Case Study: Flood in Vietnam)Color Composite in ENVI (Case Study: Flood in Vietnam)
Color Composite in ENVI (Case Study: Flood in Vietnam)
 
Earthquake Damage Detection Using SAR Interferometric Coherence
Earthquake Damage Detection Using SAR Interferometric CoherenceEarthquake Damage Detection Using SAR Interferometric Coherence
Earthquake Damage Detection Using SAR Interferometric Coherence
 
How to better understand SAR, interpret SAR products and realize the limitations
How to better understand SAR, interpret SAR products and realize the limitationsHow to better understand SAR, interpret SAR products and realize the limitations
How to better understand SAR, interpret SAR products and realize the limitations
 
SAR Interferometry Technique
SAR Interferometry TechniqueSAR Interferometry Technique
SAR Interferometry Technique
 
Flood Detection Using ALOS-2 Images in SNAP
Flood Detection Using ALOS-2 Images in SNAPFlood Detection Using ALOS-2 Images in SNAP
Flood Detection Using ALOS-2 Images in SNAP
 
Differential SAR Interferometry Using ALOS-2 Data for Nepal Earthquake
Differential SAR Interferometry Using ALOS-2 Data for Nepal EarthquakeDifferential SAR Interferometry Using ALOS-2 Data for Nepal Earthquake
Differential SAR Interferometry Using ALOS-2 Data for Nepal Earthquake
 
Flood Detection Using During-Flood SAR Image in QGIS
Flood Detection Using During-Flood SAR Image in QGISFlood Detection Using During-Flood SAR Image in QGIS
Flood Detection Using During-Flood SAR Image in QGIS
 
Color Composite in ENVI (Case Study: Flood in Myanmar)
Color Composite in ENVI (Case Study: Flood in Myanmar)Color Composite in ENVI (Case Study: Flood in Myanmar)
Color Composite in ENVI (Case Study: Flood in Myanmar)
 
Play with Vector and Make Map
Play with Vector and Make MapPlay with Vector and Make Map
Play with Vector and Make Map
 
Raster Analysis (Color Composite and Remote Sensing Indices)
Raster Analysis (Color Composite and Remote Sensing Indices)Raster Analysis (Color Composite and Remote Sensing Indices)
Raster Analysis (Color Composite and Remote Sensing Indices)
 
Image Classification
Image ClassificationImage Classification
Image Classification
 
Useful Tools in QGIS
Useful Tools in QGISUseful Tools in QGIS
Useful Tools in QGIS
 
Understanding Basic of Python
Understanding Basic of PythonUnderstanding Basic of Python
Understanding Basic of Python
 
Introduction to Geospatial Data
Introduction to Geospatial DataIntroduction to Geospatial Data
Introduction to Geospatial Data
 

Recently uploaded

1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdf
QucHHunhnh
 
Gardella_Mateo_IntellectualProperty.pdf.
Gardella_Mateo_IntellectualProperty.pdf.Gardella_Mateo_IntellectualProperty.pdf.
Gardella_Mateo_IntellectualProperty.pdf.
MateoGardella
 
An Overview of Mutual Funds Bcom Project.pdf
An Overview of Mutual Funds Bcom Project.pdfAn Overview of Mutual Funds Bcom Project.pdf
An Overview of Mutual Funds Bcom Project.pdf
SanaAli374401
 
The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptx
heathfieldcps1
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
kauryashika82
 

Recently uploaded (20)

1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdf
 
Gardella_Mateo_IntellectualProperty.pdf.
Gardella_Mateo_IntellectualProperty.pdf.Gardella_Mateo_IntellectualProperty.pdf.
Gardella_Mateo_IntellectualProperty.pdf.
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdf
 
psychiatric nursing HISTORY COLLECTION .docx
psychiatric  nursing HISTORY  COLLECTION  .docxpsychiatric  nursing HISTORY  COLLECTION  .docx
psychiatric nursing HISTORY COLLECTION .docx
 
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impact
 
Unit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxUnit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptx
 
Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...
Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...
Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...
 
An Overview of Mutual Funds Bcom Project.pdf
An Overview of Mutual Funds Bcom Project.pdfAn Overview of Mutual Funds Bcom Project.pdf
An Overview of Mutual Funds Bcom Project.pdf
 
Measures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SDMeasures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SD
 
APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across Sectors
 
PROCESS RECORDING FORMAT.docx
PROCESS      RECORDING        FORMAT.docxPROCESS      RECORDING        FORMAT.docx
PROCESS RECORDING FORMAT.docx
 
Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17
 
The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptx
 
Measures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeMeasures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and Mode
 
fourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writingfourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writing
 
Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
 
Application orientated numerical on hev.ppt
Application orientated numerical on hev.pptApplication orientated numerical on hev.ppt
Application orientated numerical on hev.ppt
 

Disaster Damage Assessment and Recovery Monitoring Using Night-Time Light on GEE