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Water for a food-secure world
APPLICATIONS OF REMOTE SENSING AND MODELING IN
FLOOD RISK ANALYSIS AND IRRIGATION WATER MANAGEMENT
Giriraj Amarnath
International Water Management Institute (IWMI),
Colombo, Sri Lanka
Presented at the World Irrigation Forum, Mardin, Turkey
www.iwmi.org
Water for a food-secure world
THE PROBLEM
• Floods – primary natural disasters
• Precipitation intensity and variability is projected
to increase – increasing risks of flooding
globally and in Asia
• Global economic losses from natural disasters -
over $165 billion annually
– More than current aid flow
– Floods take the lion share of this
• May rise to over $450 bill by 2030
www.iwmi.org
Water for a food-secure world
FLOODS: GOOD AND BAD
Floods costs and benefits:
• Costs = loss of life; disruption to livelihoods, disruption
of transport, damage to infrastructure, loss of crops
• Benefits = fisheries, soil fertilization, g/w recharge, soil
moisture and ecology
• Spatial distribution of costs and benefits is very uneven
In the LMB:
annual costs of flooding = US$ 60-70 million
annual benefits of floods = US$ 8-10 billion
Mapping Flood Hotspots for Climatic Change
www.iwmi.org
Water for a food-secure world
CATASTROPHIC FLOODS IN ASIA: 1900-2011
• 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
www.iwmi.org
Water for a food-secure world
IDENTIFYING FLOOD HOTSPOTS
• 100 km grid over the globe;
• numbers of floods in each cell over 1900-2011
www.iwmi.org
Water for a food-secure world
CHARACTERISING FLOOD HOTSPOTS
AGRICULTURE;
PAGE (2005)
POPULATION
CIESIN - 2010
FLOOD EXPOSED
GDP
WB, 2010
www.iwmi.org
Water for a food-secure world
CHARACHERIZING FLOOD HOTSPOTS
• Globally - 90 grid cells with catastrophic
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
South Asia flood risk mapping and assessment
Flooding in Indus river, Pakistan
www.iwmi.org
Water for a food-secure world
SUB-CONTINENTAL SCALE FLOOD MAPPING
Examples from SA and SEA – MODIS images
Indus Mekong
August 18, 2009
August 17, 2010
August 26, 2010
August 24, 2011
www.iwmi.org
Water for a food-secure world
FLOOD INUNDATION MAPPING ALGORITHM
• MODIS surface reflectance
• Global
• Temporal resolution : 8 days
• Spatial resolution – 500 m
• Period : 2000 – 2011
• Indices : EVI, NDWI, LSWI, NDSI
• DVEL (EVI-LSWI) was used to
discriminate between Water pixels
and Non–water pixels. If the
smoothed DVEL is less than 0.05 pixel
is assumed to be a Water pixel;
• Several procedure further
differentiate between permanent
water bodies and temporary Flood
pixels
• Applied in South Asia
• Being applied in South East Asia
MODIS 8-day composites of surface reflectance (MOD09A1)
Interim Map of inundated areas
Cloud
mask
NDSI NDVI EVI LSWI
Snow
mask
Permanent Water
mask
Vegetation + Crop
area
DEM
Global Wetland
Database
Validation and Accuracy
assessment
Final map of inundated areas (2000 – 2011)
Photo:DavidBrazier/IWMIPhoto:TomvanCakenberghe/IWMIPhoto:TomvanCakenberghe/IWMI
www.iwmi.org
Water for a food-secure world
Sep 22, 2011
Estimated inundation extent
MODIS Satellite Image
FLOOD MAPPING RESULTS– GANGES EXAMPLE
EXAMPLE PRODUCTS
• 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 Data Now Online !!
Flood Mapping and Modeling in Spate Irrigation
System in Sudan
Canal Uptake and Sorghum flowering in Gash Delta, Sudan
www.iwmi.org
Water for a food-secure world
RESEARCH COMPONENTS
Crop Biomass
Flood Inundation
Mapping
Flood Services
Flood Forecasting
Model
Fieldlook Portal + SMS
Operational Services
Daily / Weekly Flood
Inundation Extent
Weekly Crop growth and
Irrigation Performance
www.iwmi.org
Water for a food-secure world
OPERATIONAL FLOOD INUNDATION MAPPING
(MODIS + Landsat Images)
• Weekly inundation mapping services
• High. Res. Flood maps from Landsat
• Fieldlook Dissemination
www.iwmi.org
Water for a food-secure world
OPERATIONAL BIOMASS PRODUCT
Raw DMC satellite data for 21-11-2012 (L), and derived daily
evapotranspiration (M) and biomass production (R).
www.iwmi.org
Water for a food-secure world
DEVELOPMENT OF FLOOD FORECASTING SYSTEM
HEC HMS+RAS
Basin Characteristics
25 sub-basin
Watershed ~20,000km2
12 river segments
HMS Parameters
Loss (SCS Curve Number)
Transform (SCS Unit Hydrograph)
Baseflow (Constant Monthly)
Routing (Muskingum)
Model Inputs
5 raingauges (Ethiopia)
El Gera flow data (GRTU)
TRMM, RFE, CMORPH SRE Data
DEM, LULC, FAO Soil Data
SRTM DEM
HEC-GeoHMS
Slope, watershed and
flow direction developed
Hydrological
modeling
HEC-HMSRainfall:
• Meteo. Stations
• Satellite estimates
• GCM CCAFS Data
Interaction between HEC-
RAS and HEC-HMS to get
outflow relationship
Peak Flows
Land Use
Land Classification
Data
Hydraulic structures
inputted into
Drainage System
Geometry
HEC-RAS
HEC-GeoRAS
Drainage network
characterized
SRTM DEM
TIN
Finalized Geometry
HEC-RAS
Hydraulic
Modeling
HEC-GeoRAS
Flood Inundation Extent, Flood
Depth and Water level
Stream Centerline
Banks
Flowpaths
Cross sections
Hydraulic
Structure Data
Current | Future
DEVELOPMENT OF FLOOD FORECASTING SYSTEM
USING HEC TOOLS
www.iwmi.org
Water for a food-secure world
DEVELOPMENT OF FLOOD FORECASTING SYSTEM
USING HEC-HMS
Observed vs. Simulated flow data “2011 flood season” Observed vs. Simulated flow data “2007 flood season”
www.iwmi.org
Water for a food-secure world
From pixels….to information….to simple action messages
www.iwmi.org
Water for a food-secure world
SUMMARY
• Global flood hot spots identified and characterized in terms of economic
and human losses
• Several spatial products quantifying flood inundation pattern in South Asia
with a resolution of 500 m and 8 days available
• Demonstrated how remote sensing data and Smart-ICT can help farmers
for effective management of land and water resources in Gash Delta
• Potential uses - flood water harvesting and flood-based farming,
insurance, estimation of GHGs emissions from temporary flooded areas
www.iwmi.org
Water for a food-secure world
“ Let not a single drop of water received from rains go waste into the sea without benefiting
the man and the beast ”
King Parakramabahu (1153-1186 AD)
THANK YOU
Email contact: a.giriraj@cgiar.org

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Applications of remote sensing and modelling in flood risk analysis and irrigation water management

  • 1. www.iwmi.org Water for a food-secure world APPLICATIONS OF REMOTE SENSING AND MODELING IN FLOOD RISK ANALYSIS AND IRRIGATION WATER MANAGEMENT Giriraj Amarnath International Water Management Institute (IWMI), Colombo, Sri Lanka Presented at the World Irrigation Forum, Mardin, Turkey
  • 2. www.iwmi.org Water for a food-secure world THE PROBLEM • Floods – primary natural disasters • Precipitation intensity and variability is projected to increase – increasing risks of flooding globally and in Asia • Global economic losses from natural disasters - over $165 billion annually – More than current aid flow – Floods take the lion share of this • May rise to over $450 bill by 2030
  • 3. www.iwmi.org Water for a food-secure world FLOODS: GOOD AND BAD Floods costs and benefits: • Costs = loss of life; disruption to livelihoods, disruption of transport, damage to infrastructure, loss of crops • Benefits = fisheries, soil fertilization, g/w recharge, soil moisture and ecology • Spatial distribution of costs and benefits is very uneven In the LMB: annual costs of flooding = US$ 60-70 million annual benefits of floods = US$ 8-10 billion
  • 4. Mapping Flood Hotspots for Climatic Change
  • 5. www.iwmi.org Water for a food-secure world CATASTROPHIC FLOODS IN ASIA: 1900-2011 • 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
  • 6. www.iwmi.org Water for a food-secure world IDENTIFYING FLOOD HOTSPOTS • 100 km grid over the globe; • numbers of floods in each cell over 1900-2011
  • 7. www.iwmi.org Water for a food-secure world CHARACTERISING FLOOD HOTSPOTS AGRICULTURE; PAGE (2005) POPULATION CIESIN - 2010 FLOOD EXPOSED GDP WB, 2010
  • 8. www.iwmi.org Water for a food-secure world CHARACHERIZING FLOOD HOTSPOTS • Globally - 90 grid cells with catastrophic 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
  • 9. South Asia flood risk mapping and assessment Flooding in Indus river, Pakistan
  • 10. www.iwmi.org Water for a food-secure world SUB-CONTINENTAL SCALE FLOOD MAPPING Examples from SA and SEA – MODIS images Indus Mekong August 18, 2009 August 17, 2010 August 26, 2010 August 24, 2011
  • 11. www.iwmi.org Water for a food-secure world FLOOD INUNDATION MAPPING ALGORITHM • MODIS surface reflectance • Global • Temporal resolution : 8 days • Spatial resolution – 500 m • Period : 2000 – 2011 • Indices : EVI, NDWI, LSWI, NDSI • DVEL (EVI-LSWI) was used to discriminate between Water pixels and Non–water pixels. If the smoothed DVEL is less than 0.05 pixel is assumed to be a Water pixel; • Several procedure further differentiate between permanent water bodies and temporary Flood pixels • Applied in South Asia • Being applied in South East Asia MODIS 8-day composites of surface reflectance (MOD09A1) Interim Map of inundated areas Cloud mask NDSI NDVI EVI LSWI Snow mask Permanent Water mask Vegetation + Crop area DEM Global Wetland Database Validation and Accuracy assessment Final map of inundated areas (2000 – 2011)
  • 12. Photo:DavidBrazier/IWMIPhoto:TomvanCakenberghe/IWMIPhoto:TomvanCakenberghe/IWMI www.iwmi.org Water for a food-secure world Sep 22, 2011 Estimated inundation extent MODIS Satellite Image FLOOD MAPPING RESULTS– GANGES EXAMPLE
  • 13. EXAMPLE PRODUCTS • 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
  • 14. Flood Data Now Online !!
  • 15. Flood Mapping and Modeling in Spate Irrigation System in Sudan Canal Uptake and Sorghum flowering in Gash Delta, Sudan
  • 16. www.iwmi.org Water for a food-secure world RESEARCH COMPONENTS Crop Biomass Flood Inundation Mapping Flood Services Flood Forecasting Model Fieldlook Portal + SMS Operational Services Daily / Weekly Flood Inundation Extent Weekly Crop growth and Irrigation Performance
  • 17. www.iwmi.org Water for a food-secure world OPERATIONAL FLOOD INUNDATION MAPPING (MODIS + Landsat Images) • Weekly inundation mapping services • High. Res. Flood maps from Landsat • Fieldlook Dissemination
  • 18. www.iwmi.org Water for a food-secure world OPERATIONAL BIOMASS PRODUCT Raw DMC satellite data for 21-11-2012 (L), and derived daily evapotranspiration (M) and biomass production (R).
  • 19. www.iwmi.org Water for a food-secure world DEVELOPMENT OF FLOOD FORECASTING SYSTEM HEC HMS+RAS Basin Characteristics 25 sub-basin Watershed ~20,000km2 12 river segments HMS Parameters Loss (SCS Curve Number) Transform (SCS Unit Hydrograph) Baseflow (Constant Monthly) Routing (Muskingum) Model Inputs 5 raingauges (Ethiopia) El Gera flow data (GRTU) TRMM, RFE, CMORPH SRE Data DEM, LULC, FAO Soil Data
  • 20. SRTM DEM HEC-GeoHMS Slope, watershed and flow direction developed Hydrological modeling HEC-HMSRainfall: • Meteo. Stations • Satellite estimates • GCM CCAFS Data Interaction between HEC- RAS and HEC-HMS to get outflow relationship Peak Flows Land Use Land Classification Data Hydraulic structures inputted into Drainage System Geometry HEC-RAS HEC-GeoRAS Drainage network characterized SRTM DEM TIN Finalized Geometry HEC-RAS Hydraulic Modeling HEC-GeoRAS Flood Inundation Extent, Flood Depth and Water level Stream Centerline Banks Flowpaths Cross sections Hydraulic Structure Data Current | Future DEVELOPMENT OF FLOOD FORECASTING SYSTEM USING HEC TOOLS
  • 21. www.iwmi.org Water for a food-secure world DEVELOPMENT OF FLOOD FORECASTING SYSTEM USING HEC-HMS Observed vs. Simulated flow data “2011 flood season” Observed vs. Simulated flow data “2007 flood season”
  • 22. www.iwmi.org Water for a food-secure world From pixels….to information….to simple action messages
  • 23. www.iwmi.org Water for a food-secure world SUMMARY • Global flood hot spots identified and characterized in terms of economic and human losses • Several spatial products quantifying flood inundation pattern in South Asia with a resolution of 500 m and 8 days available • Demonstrated how remote sensing data and Smart-ICT can help farmers for effective management of land and water resources in Gash Delta • Potential uses - flood water harvesting and flood-based farming, insurance, estimation of GHGs emissions from temporary flooded areas
  • 24. www.iwmi.org Water for a food-secure world “ Let not a single drop of water received from rains go waste into the sea without benefiting the man and the beast ” King Parakramabahu (1153-1186 AD) THANK YOU Email contact: a.giriraj@cgiar.org