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POTENTIAL OF SATELLITE DATA IN CATASTROPHIC FLOOD 
RISK MAPPING AND ASSESSMENT: 
CASE STUDIES FROM ASIA AND AFRICA 
GIRIRAJ AMARNATH 
Contributors: Niranga Alahacoon, Ameer Rajah, Yoshiaki Inada, 
Ryosuke Inoue, Pramod Aggarwal, Vladimir Smakhtin 
International Water Management Institute (IWMI) 
Session: Space Observation, GIS and Risk Mapping 
5th International Disaster and Risk Conference IDRC 2014 
25 August 2014 - Davos 
Water for a food-secure world 
www.iwmi.org
OUTLINE 
• Synthesis of global flood occurrence and hotspot analysis 
• Flood Mapping Products using multi-scale satellite data for risk 
Water for a food-secure world 
www.iwmi.org 
assessment 
– South Asia & South east Asia 
– Niger – Benue River Basin 
– Gash catchment in Eastern Sudan 
• Blending satellite data and RADAR tool for rapid flood damage assessment 
in Agriculture: A case study in Sri Lanka
Where we are based: 
Tashkent 
Lahore 
New Delhi 
Anand 
Hyderabad 
Water for a food-secure world 
www.iwmi.org 
Colombo 
Pretoria 
Ouagadougou 
Cairo 
Addis Ababa 
Kathmandu 
Vientiane 
Washington, DC 
The Hague
THE PROBLEM 
• Floods – primary natural disasters 
• Precipitation intensity and variability is projected 
to increase – increasing risks of flooding 
globally and in Asia 
• Global flood losses in 2011 >$100 Billion 
Water for a food-secure world 
www.iwmi.org 
o Largest global losses: 
• Thailand (Jun-Nov) $40-50B 
• Australia (Jan-Feb) $20-30B 
• Hurricane Irene (Aug) $5-10B 
• May rise to over $450B by 2030
Mapping Flood Hotspots for Climatic Change
CATASTROPHIC FLOODS IN ASIA: 1900-2011 
Water for a food-secure world 
www.iwmi.org 
• Collated from 6 global sources 
• >4000 floods globally 
• Around 35% - in Asia 
Annual Flood Occurrence 
< 10 days 
< 50 days 
> 50days 
Flood Duration 
Country 
Flood 
Occurrence 
India 237 
China P Rep 209 
United States 155 
Indonesia 142 
Philippines 116 
Brazil 112 
Bangladesh 83 
Iran Islam Rep 72 
Pakistan 72 
Vietnam 67 
Source : DFO, SAARC, Sentinel Asia, NDMA etc.
IDENTIFYING FLOOD HOTSPOTS 
• 100 km grid over the globe; 
• numbers of floods in each cell over 1900-2011 
Water for a food-secure world 
www.iwmi.org
CHARACTERISING FLOOD HOTSPOTS 
Water for a food-secure world 
www.iwmi.org 
AGRICULTURE; 
PAGE (2005) 
POPULATION 
CIESIN - 2010 
FLOOD EXPOSED 
GDP 
WB, 2010
CHARACHERIZING FLOOD HOTSPOTS 
• Globally - 90 grid cells with catastrophic 
Water for a food-secure world 
www.iwmi.org 
flood occurrence ≥ 5; 
• 60% of these cells -in Asia 
• Estimated total over these hotspots: 
– annual economic loss due to floods - $20bn 
– 30 million affected people 
– 500,000 km2 of affected croplands
SUB-CONTINENTAL SCALE FLOOD MAPPING 
Examples from SA and SEA – MODIS images 
Indus Mekong 
Water for a food-secure world 
www.iwmi.org 
August 18, 2009 
August 17, 2010 
August 26, 2010 
August 24, 2011
SUB-CONTINENTAL SCALE FLOOD MAPPING 
Examples from SA and SEA – MODIS images 
• 8-days maps of inundation extent 
• Annual maps of maximum inundation 
• Inter-annual variation of regional flooding extent 
Flood 
Mixed (Crop) 
Water bodies 
Inter-annual variation (2000 – 2011) 
Normal River 
2010 
2010
Flood Duration : Indus Basin, Pakistan 
• Duration of annual flood inundation is defined from the start and 
end dates of annual flood inundation 
• Longer flood duration significantly increase the flood risk damage
Spatial Distribution of population growth (1980 – 2000) and 
location of the recent floods mapped using RS data 
• Sub-continental scale, the dynamics of human settlements ( i.e. population growth between 1980 
and 2000) and the location of latest floods in SA using RS data. 
• Highlights that most of the recent floods (i.e. period 2000 – 2011) have occurred where the 
population has increased more. 
• Intensive and unplanned urbanization of flood-prone areas, played a major role in increasing the 
potential adverse consequences of floods 
Total 
Population 
Affected 
Population 
% 
Bangladesh 152,518,015 99,412,500 65.18 
India 1,210,193,422 131,107,100 10.83 
Nepal 26,620,080 323,995 1.22 
Pakistan 180,440,000 18,933,730 10.49 
Sri Lanka 20,277,597 901,151 4.44 
Flooding in SA has affected total 
population = 250million
Flood Data Web Services !!
SOUTH EAST ASIA++ Flood Mapping 
August 2011 
MODIS Terra Image 
MODIS 15 tiles covering SE Asia++ 
Total Images (2000 – 2011) = 7590 
MODIS Flood Maps 2011 completed. 
Validation ongoing 
Tonle Sap Inundation Map (28th August 2011)
Flood Mapping Products (Initial Results)
Flood Impact Assessment using RADAR 
Rapid Agriculture and Disaster Assessment Routine (RADAR)
Basic concept of RADAR – Flood Impact Assessment Tool 
Water for a food-secure world 
www.iwmi.org 
Measure an event intensity 
Event 
Event Intensity 
Percentage Loss 
Damage 
Flood depth, period 
Precipitation 
Model Base or Remote Sensing 
Knowledge Base 
Translate from intensity to loss 
Data Base 
Calculate the damage from 
component values
Basic concept of RADAR – Flood Impact Assessment Tool 
Damage is function of three variables 
Affected area Damage 
Z (%) 
Water for a food-secure world 
www.iwmi.org 
Value density 
Percentage 
Loss 
X (Rs/ha) 
Flood 
Y (ha) 
Damage 
(Rs)
Percentage Loss is expected value loss 
when the component is affected by flood event 
Percentage Loss based on precipitation intensity 
Intensity Moderate Rain Heavy Rain Torrential Rain Flood 
Paddy rice 5±2% 30±10% 60±20% 100±10% 
Livestock 0% 0±1% 15±1% 35±5% 
Farm Asset 0% 5±1% 15±10% 75±10% 
Water for a food-secure world 
www.iwmi.org 
Percentage Loss 
Percentage Loss based on inundation intensity 
Inundation depth 
(m) 
0-0.5 0.5-1.0 1.0-1.5 1.5-2.0 2.0-3.0 3.0- 
Duration period 
(days) 
1 - 2 3 - 4 5 - 6 7 - 1 - 2 3 - 4 5 - 6 7 - 1 - 2 3 - 4 5 - 6 7 - 
Paddy rice 21% 30% 35% 50% 25% 45% 50% 70% 35% 55% 65% 75% same as 1.0-1.5 
Livestock 10% 20% 60% 100% 
Farm Asset 15% 25% 30% 65% 70%
Flood Inundation Extent using ALOS PALSAR data
1. Input before Flood 
Just input affected area from GIS, then 
You can immediately estimate the damage 
Water for a food-secure world 
www.iwmi.org 
Data Synthesis 
2. Input after Flood 
(Affected area) 
3. Run the program and damage 
will be automatically calculated
Results (in Batticaloa District – Sri Lanka) 
Estimated Damage 
Paddy 
Livestock 
Farm asset 
Comparison with 
Direct measurement 
Water for a food-secure world 
www.iwmi.org 
887 mil.Rs 
762 mil.Rs 
276 mil.Rs 
2.43 billion Rs. 
1.93 billion Rs. 
RADAR Estimate Reported Estimate* 
*source: District secretariat – Batticaloa and Disaster Management Centre
THANK YOU 
“ Let not a single drop of water received from rains go waste into the sea without benefiting 
the man and the beast ” 
Water for a food-secure world 
King Parakramabahu (1153-1186 AD) 
www.iwmi.org

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Giriraj_Floodactivities_IDRCAug252014

  • 1. POTENTIAL OF SATELLITE DATA IN CATASTROPHIC FLOOD RISK MAPPING AND ASSESSMENT: CASE STUDIES FROM ASIA AND AFRICA GIRIRAJ AMARNATH Contributors: Niranga Alahacoon, Ameer Rajah, Yoshiaki Inada, Ryosuke Inoue, Pramod Aggarwal, Vladimir Smakhtin International Water Management Institute (IWMI) Session: Space Observation, GIS and Risk Mapping 5th International Disaster and Risk Conference IDRC 2014 25 August 2014 - Davos Water for a food-secure world www.iwmi.org
  • 2. OUTLINE • Synthesis of global flood occurrence and hotspot analysis • Flood Mapping Products using multi-scale satellite data for risk Water for a food-secure world www.iwmi.org assessment – South Asia & South east Asia – Niger – Benue River Basin – Gash catchment in Eastern Sudan • Blending satellite data and RADAR tool for rapid flood damage assessment in Agriculture: A case study in Sri Lanka
  • 3. Where we are based: Tashkent Lahore New Delhi Anand Hyderabad Water for a food-secure world www.iwmi.org Colombo Pretoria Ouagadougou Cairo Addis Ababa Kathmandu Vientiane Washington, DC The Hague
  • 4. THE PROBLEM • Floods – primary natural disasters • Precipitation intensity and variability is projected to increase – increasing risks of flooding globally and in Asia • Global flood losses in 2011 >$100 Billion Water for a food-secure world www.iwmi.org o Largest global losses: • Thailand (Jun-Nov) $40-50B • Australia (Jan-Feb) $20-30B • Hurricane Irene (Aug) $5-10B • May rise to over $450B by 2030
  • 5. Mapping Flood Hotspots for Climatic Change
  • 6. CATASTROPHIC FLOODS IN ASIA: 1900-2011 Water for a food-secure world www.iwmi.org • Collated from 6 global sources • >4000 floods globally • Around 35% - in Asia Annual Flood Occurrence < 10 days < 50 days > 50days Flood Duration Country Flood Occurrence India 237 China P Rep 209 United States 155 Indonesia 142 Philippines 116 Brazil 112 Bangladesh 83 Iran Islam Rep 72 Pakistan 72 Vietnam 67 Source : DFO, SAARC, Sentinel Asia, NDMA etc.
  • 7. IDENTIFYING FLOOD HOTSPOTS • 100 km grid over the globe; • numbers of floods in each cell over 1900-2011 Water for a food-secure world www.iwmi.org
  • 8. CHARACTERISING FLOOD HOTSPOTS Water for a food-secure world www.iwmi.org AGRICULTURE; PAGE (2005) POPULATION CIESIN - 2010 FLOOD EXPOSED GDP WB, 2010
  • 9. CHARACHERIZING FLOOD HOTSPOTS • Globally - 90 grid cells with catastrophic Water for a food-secure world www.iwmi.org flood occurrence ≥ 5; • 60% of these cells -in Asia • Estimated total over these hotspots: – annual economic loss due to floods - $20bn – 30 million affected people – 500,000 km2 of affected croplands
  • 10. SUB-CONTINENTAL SCALE FLOOD MAPPING Examples from SA and SEA – MODIS images Indus Mekong Water for a food-secure world www.iwmi.org August 18, 2009 August 17, 2010 August 26, 2010 August 24, 2011
  • 11. SUB-CONTINENTAL SCALE FLOOD MAPPING Examples from SA and SEA – MODIS images • 8-days maps of inundation extent • Annual maps of maximum inundation • Inter-annual variation of regional flooding extent Flood Mixed (Crop) Water bodies Inter-annual variation (2000 – 2011) Normal River 2010 2010
  • 12. Flood Duration : Indus Basin, Pakistan • Duration of annual flood inundation is defined from the start and end dates of annual flood inundation • Longer flood duration significantly increase the flood risk damage
  • 13. Spatial Distribution of population growth (1980 – 2000) and location of the recent floods mapped using RS data • Sub-continental scale, the dynamics of human settlements ( i.e. population growth between 1980 and 2000) and the location of latest floods in SA using RS data. • Highlights that most of the recent floods (i.e. period 2000 – 2011) have occurred where the population has increased more. • Intensive and unplanned urbanization of flood-prone areas, played a major role in increasing the potential adverse consequences of floods Total Population Affected Population % Bangladesh 152,518,015 99,412,500 65.18 India 1,210,193,422 131,107,100 10.83 Nepal 26,620,080 323,995 1.22 Pakistan 180,440,000 18,933,730 10.49 Sri Lanka 20,277,597 901,151 4.44 Flooding in SA has affected total population = 250million
  • 14. Flood Data Web Services !!
  • 15. SOUTH EAST ASIA++ Flood Mapping August 2011 MODIS Terra Image MODIS 15 tiles covering SE Asia++ Total Images (2000 – 2011) = 7590 MODIS Flood Maps 2011 completed. Validation ongoing Tonle Sap Inundation Map (28th August 2011)
  • 16. Flood Mapping Products (Initial Results)
  • 17. Flood Impact Assessment using RADAR Rapid Agriculture and Disaster Assessment Routine (RADAR)
  • 18. Basic concept of RADAR – Flood Impact Assessment Tool Water for a food-secure world www.iwmi.org Measure an event intensity Event Event Intensity Percentage Loss Damage Flood depth, period Precipitation Model Base or Remote Sensing Knowledge Base Translate from intensity to loss Data Base Calculate the damage from component values
  • 19. Basic concept of RADAR – Flood Impact Assessment Tool Damage is function of three variables Affected area Damage Z (%) Water for a food-secure world www.iwmi.org Value density Percentage Loss X (Rs/ha) Flood Y (ha) Damage (Rs)
  • 20. Percentage Loss is expected value loss when the component is affected by flood event Percentage Loss based on precipitation intensity Intensity Moderate Rain Heavy Rain Torrential Rain Flood Paddy rice 5±2% 30±10% 60±20% 100±10% Livestock 0% 0±1% 15±1% 35±5% Farm Asset 0% 5±1% 15±10% 75±10% Water for a food-secure world www.iwmi.org Percentage Loss Percentage Loss based on inundation intensity Inundation depth (m) 0-0.5 0.5-1.0 1.0-1.5 1.5-2.0 2.0-3.0 3.0- Duration period (days) 1 - 2 3 - 4 5 - 6 7 - 1 - 2 3 - 4 5 - 6 7 - 1 - 2 3 - 4 5 - 6 7 - Paddy rice 21% 30% 35% 50% 25% 45% 50% 70% 35% 55% 65% 75% same as 1.0-1.5 Livestock 10% 20% 60% 100% Farm Asset 15% 25% 30% 65% 70%
  • 21. Flood Inundation Extent using ALOS PALSAR data
  • 22. 1. Input before Flood Just input affected area from GIS, then You can immediately estimate the damage Water for a food-secure world www.iwmi.org Data Synthesis 2. Input after Flood (Affected area) 3. Run the program and damage will be automatically calculated
  • 23. Results (in Batticaloa District – Sri Lanka) Estimated Damage Paddy Livestock Farm asset Comparison with Direct measurement Water for a food-secure world www.iwmi.org 887 mil.Rs 762 mil.Rs 276 mil.Rs 2.43 billion Rs. 1.93 billion Rs. RADAR Estimate Reported Estimate* *source: District secretariat – Batticaloa and Disaster Management Centre
  • 24. THANK YOU “ Let not a single drop of water received from rains go waste into the sea without benefiting the man and the beast ” Water for a food-secure world King Parakramabahu (1153-1186 AD) www.iwmi.org

Notas do Editor

  1. GHF – Global Humanitarian Forum total economic losses; not only insured losses
  2. GHF – Global Humanitarian Forum
  3. 6 sources include: CRED-EMDAT (Centre for Research on the Epidemiology of Disasters (CRED) has been maintaining an Emergency Events Database) GLIDE - The Global Disaster Identifier Number Humanitarian Aid and Civil Protection (ECHO) at the European Commission United Nations Office for the Coordination of Humanitarian Affairs (OCHA) DFO -Dartmouth Flood Observatory SAARC - South Asian Association for Regional Cooperation IWMI work… Ctastrophic -Catastrophic floods is an extremely large-scale disaster. These floods are caused by some significant and unexpected events, for instance dam breakages, million affected and high economic losses resulted from this event Average duration in Asia – 3-5 days, but many floods in excess of 50 days (second map)
  4. Flood hotspots are areas that are highly flood prone having frequent flood events; causing several damages both in livelihood and infrastructure / crop loss PAGE? - Pilot Analysis of Global Ecosystems (PAGE) Giriraj, Amarnath; Ameer, Mohamed; Aggarwal, Pramod; Smakhtin, Vladimir. 2012. Detecting spatio-temporal changes in the extent of seasonal and annual flooding in South Asia using multi-resolution satellite data. In Civco, D. L.; Ehlers, M.; Habib, S.; Maltese, A.; Messinger, D.; Michel, U.; Nikolakopoulos, K. G.; Schulz, K. (Eds.). Earth resources and environmental remote sensing/GIS applications III: proceedings of the International Society for Optics and Photonics (SPIE), Vol.8538, Amsterdam, Netherland, 1-6 July 2012. Bellingham, WA, USA: International Society for Optics and Photonics (SPIE). 11p.
  5. Flood hotspots are areas that are highly flood prone having frequent flood events; causing several damages both in livelihood and infrastructure / crop loss PAGE? - Pilot Analysis of Global Ecosystems (PAGE) Giriraj, Amarnath; Ameer, Mohamed; Aggarwal, Pramod; Smakhtin, Vladimir. 2012. Detecting spatio-temporal changes in the extent of seasonal and annual flooding in South Asia using multi-resolution satellite data. In Civco, D. L.; Ehlers, M.; Habib, S.; Maltese, A.; Messinger, D.; Michel, U.; Nikolakopoulos, K. G.; Schulz, K. (Eds.). Earth resources and environmental remote sensing/GIS applications III: proceedings of the International Society for Optics and Photonics (SPIE), Vol.8538, Amsterdam, Netherland, 1-6 July 2012. Bellingham, WA, USA: International Society for Optics and Photonics (SPIE). 11p.
  6. The plot is global -not Asia How many (58%) of these 90 grids are in Asia / SA , SEA Other bulleted numbers are for the globe (90 cells)
  7. Major catastrophic floods in Pakistan along the Indus River – Top image Aug. 2009 and bottom image Aug 17, 2010 Flooding along the Mekong river – In August 2011, floods extended from Cambodia’s Tônlé Sab (Tonle Sap) southward past Phnum Penh (Top image Aug 26, 2010 and bottom image Aug 24, 2011) Message: this snapshot from remote sensing data offers mapping inundation over large areas. In the following slides methods and tools were developed to map the extent more precisely and accurately
  8. The left map is for 2010 year example shows different classes of “water” “Mixed crops” class refer to areas that are inundated in cropland, meaning reflectance value has mixed values from vegetation and water content
  9. http://www.eomd.esa.int/news.php?id=214 http://www.eomd.esa.int/projects/eomd_project.php?id=149 http://www.eomd.esa.int/stories.php?id=429 http://www.eomd.esa.int/stories.php?id=223