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Task 2: Mekong ARCC Climate
 Change Impact and Adaptation
Study for natural and agricultural
            systems
            May 2012, Vientiane
Aim

• The aim of Task 2 is to undertake a climate change
  impact and adaptation study on the water
  resources, food security, livelihoods and biodiversity
  of the Mekong River Basin
Objectives
1) identify vulnerabilities of rural poor and their environment to
   climate change vis-à-vis water resources, food
   security, livelihoods and biodiversity;
2) provide a scientific evidence base for the selection of case
   study sites;
3) identify adaptation strategies to inform development of
   community and ecosystem-based adaptation projects; and
4) inform policy makers, development specialists and the global
   climate science community on the impacts of climate change
   on water resources, food security, livelihoods and biodiversity
   of the Mekong Basin.
Phases, events & outputs
                           threat                  vulnerability              adaptation

                                      3. Future
                                                                                5. Identify
                    2. Zoning and      climate             4.Vulnerability
1. Inception                                                                    adaption        6. Reporting
                    trend analysis   conditions             assessment
                                                                                 options
                                     and threats




    Team         Inception                    Team           Vulnerability   Team             Final
    working      workshop                     working        workshop        working          workshop
    session                                   session                        session




        Baseline assessment                             Basin & zone         Adaptation       FINAL
        & review of past                                vulnerability        options by       REPORT
        studies                                         assessment           Zones
Study technical team

Sector/theme working groups
Sector/theme                       Members
1. Climate change, water           Tarek Ketelsen (lead), Jorma Koponen, Mai Ky Vinh, Oliver Joffre
    resources, modelling and GIS
2. Natural systems and             Peter-John Meynell (lead), Nguyen Huu Thien, Sansanee
    biodiversity                   Choowaew, Jeremy Carew-Reid,
3. Agriculture                     Oliver Joffre (lead), Dang Kieu Nhan, Bun Chantrea, Jorma
                                   Koponen
4. Fisheries and aquaculture       Rick Gregory (lead) Truong Hoanh Minh, Chavalit Vidthayanon,
                                   Meng Monyrak
5. Livestock                       Rod Lefroy (remote participant)
6. Socio-economics and             John Sawdon (lead), Try Thuon, Sengmanichanh
   livelihoods                     Somchanmavong, Alex Kenny

National working groups
Sector/theme                       Members
1. Cambodia                        Try Thuon (lead), Bun Chantrea, Meng Monyrak
2. Lao PDR                         Sengmanichanh Somchanmavong (lead)
3. Thailand                        Sansanee Choowaew (lead), Chavalit Vidthayanon
4. Vietnam                         Nguyen Huu Thien (lead), Dang Kieu Nhan, Truong Hoanh Minh,
Assessing climate change threats to agriculture and
             subsistence livelihoods

                                             Climate
                                             changes

                                          Hydrological
                                           changes

                  Agricultural                                  Ecological
                    zones                                         zones
                                        Species “zones”

Commercial   Subsistence   Aqua-      Traditional   Live-   Crop wild   NTFPs   Wild fish   Wildlife
  crops         crops      culture      crops       stock   relatives            catch




                                     Adaptation options
Agricultural systems and climate change continuum
CAM method




             Source: ICEM, 2012
Key assessment concepts

   Zones

   • Climate change, Ecological, Agricultural

   Shifts

   • Geographic, Elevation, Seasonal

   Hotspots

   • Exposure, Sensitivity, Adaptive capacity
Climate change overlaid on “zones”
Zones provide the common analytical framework for the study team
Purpose of zoning is to:
• Identify areas of the basin with common bio-physical and
  socio-economic characteristics
• Observe “shifts” in the zones with climate change
Three types of zones:
      1. Climate change zones – temperature, rainfall
         and hydrology
      2. Agricultural zones – agricultural land uses and
         natural conditions
      3. Ecological zones – natural habitat, species and
         genetic resources                             10
Climate
       change zones
       Areas experiencing
         similar climate
         change




2050
Bioregions
Agriculture zones
Climate change shifts
Regular climate
1. Geographic shifts – change in area of suitability
2. Elevation shifts (for highly restricted habitats and
   species) – change in (i) location and (ii) elevation
3. Seasonal shifts – change in (i) yields, (ii) cropping
   patterns
Extreme events
4. Extreme event shifts
    Micro – eg flash flooding and soil loss in uplands
    Macro – eg saline intrusion in Delta; cyclone landfall
Geographic shift                         Shift in zone of suitability
                                          for habitat and crops
                Original extent of
                 natural habitat




   Paddy rice
      and
   commercial
     crops




    Remaining
   natural habitat                   Subsistence crops and NTF
      pockets                                collection
2050

Elevation shifts
Seasonal shifts

     Kratie

                                   Increase in flood magnitude
                                            & volume




        Quicker onset of flood &
        shortening of transition
                season                                   Increase in flood duration




                                                                                  Source: ICEM, 2012
Climate change “hot spots” – i.e. highly vulnerable areas
   • High exposure:
       significant climate change relative to base conditions
       exposure to new climate/hydrological conditions
   • High sensitivity:
         limited temperature and moisture tolerance range
         degraded and/or under acute pressure
         severely restricted geographic range
         rare or threatened
   • Low adaptive capacity
          Poor connectivity
          Low diversity and tolerances
          Homogenous systems
Climate change

THREATS
Climate and hydrological changes
Climate changes                Hydrological changes

Regular (daily and seasonal)   Regular (daily and seasonal)
   Increase in C02               Water availability
   Change in temperature         Runoff and flow
   Change in rainfall            Regular flooding
                                  Evapotranspiration
Extreme events                    Saline intrusion
   Storms                        Sea level rise
          Rainfall
                               Extreme events
          Wind
                                  Flooding (fresh and salt water)
          Low pressure
                                  Flash flooding
                                  Drought
                                  Storm surge
SYSTEM ASSETS AND
SENSITIVITY
System assets
Top commercial crops

Vietnam                      Laos                   Thailand                 Cambodia
Rice, paddy                  Rice, paddy            Rice, paddy              Rice, paddy
Coffee, green                Maize                  Rubber                   Cassava
Cashew nuts, with shell      Coffee, green          Cassava                  Maize
Cassava                      Tobacco,               Sugar cane               Bananas


 Fruit trees: Bananas and         Traditional crop varieties         Wild plants
 mangoes                           Rice (more than 13,000            Cardamom,
                                     identified in Lao                Rattan and bamboo
 Vegetables: Sweet potatoes,       Eggplant (more than 3000          Orchids
 tomatoes, beans, chilli             in Lao)                          Mushrooms
                                   Papaya
 Subsistence crops                 Banana (centre of origin)        Crop wild relatives
  Lowland and upland rice         Mango (centre of origin)          Glutinous rice (centre of
  Cassava                         Pineapple                          origin
  Maize                           Water melon                       Eggplant (centre of origin)
  Peanuts                         Passion fruits



    Centre of origin for: coconut palm, sugarcane, clove, nutmeg, black pepper, onion, cucumber
Non cc drivers influencing agriculture trends

•   future cropping patterns
•   area irrigated,
•   crop genetics,
•   farm mechanization,
•   farm employment,
•   fertilizer rates and pesticide use
•   Improved agronomic management
•   Infrastructure and accessibility
Sensitivity assessments: climate tolerances

Optimal growing conditions: Mean annual maximum
temperature
Optimal growing conditions: mean annual precipitation
Key issues the team needs to resolve

• Deciding on the priority assets (i.e. species and
  habitats)
• Linking species to habitats
• Dealing with ecosystem services
• Knowing enough about species and habitat
  tolerances to conduct the vulnerability assessment
Assessment approach

TASK 2 APPROACH
CAM - Basin wide VA assessment framework
Key assessment methodologies & tools



                      CC modeling



                      Basin zoning




                                            GIS Analysis
                   Basin land suitability



                    Hotspot crop yield
                        modeling
Assessment approach

CLIMATE & HYDROLOGICAL
MODELLING
Projections of future emissions
                                            and global GHG concentrations
                                             IPCC EMISSION SCENARIOS

                                              A1         B1        A2        B2




Modelling          Projections of future atmospheric climate, atmospheric & ocean
                                              dynamics
                               GCMs – GLOBAL CIRCULATION MODELS

options          BCCR-
                 BCM2.0

                 FGOALS-
                 G1.0
                             CCSM3


                             GFDL-
                             CM2.0
                                           CGCM3.1
                                           (T47)

                                           GFDL-
                                           CM2.1
                                                      CGCM3.1
                                                      (T63)

                                                      GISS-
                                                      AOM
                                                                CNRM-
                                                                CM3

                                                                GISS-EH
                                                                          CSIRO -
                                                                          MK3.0

                                                                          GISS-ER
                                                                                    ECHMA5/
                                                                                    MPI-OM

                                                                                    INM-
                                                                                    CM3.0
                                                                                              ECHO-G


                                                                                              IPSL-CM4


                 MICROC3.    MICROC3.2     MRI-       PCM       UKMO-     UKMO-
                 2 (hires)   (medres)      CGCM2.3.             HADCM3    HADGEM
                                           2                              1




                                 Downscaled projections of future climate at
                                              the basin-level
                                        CLIMATE DOWNSCALING

                                 DYNAMICAL              STATISTICAL          PATTERN
                                  (PRECIS)


              PRECIS                         Vietnam 2009                             Mekong Basin 2009
             Southeast                        (WeADAPT)                                (Cai et al, 2008)
             Asia 2003
            (SEASTART)
                                     Prediction of future hydrological regime
                                          HYDROLOGICAL MODELLING




                 VMOD                       VMOD                 MRC DSS                VMOD                 SLURP         CSIRO
              Songkhram                  Mekong Delta            Mekong                Mekong               Mekong        Mekong
                  2004                       2008               Basin 2010            Basin 2011         Basin 2011*     Basin 2009
              (Aalto Uni &               (Aalto Uni &            (MRC &              (Aalto Uni &           (QUEST)       (18 sub-
               SEASTART)                  SEASTART)               IWMI)                 ICEM)            (no Mekong     31 basins)
                                                                                                          floodplain)
Approaches to modeling climate change:
 assessing future threat
• CC modelling:
   – allows for the               1. Projections of future emissions

     quantification of future
     climate change threats      2. Projections of future atmospheric
                                         and ocean dynamics
   – Is not perfect but is
     based on leading             3. Downscaling projections to the
                                          Mekong Basin
     thinking on climate
     science
                                  4. Predicting future changes in the
   – Assesses the impact of            basin hydrological regime

     changes in the global        5. Predicting future changes in the
     climate system to local    Delta floodplain environment & project
                                                  site
     areas of interest
                                                                32
Steps in the CC approach:
1 - Selection of appropriate IPCC scenarios




                                                         33

                                              Source: CSIRO, 2009
Step 2: selection of appropriate GCMs
 • Two earlier studies (Cao et al, 2009; Eastham et al, 2008)
   reviewed the performance of or used 17/24 IPCC AR4 GCMs
   for suitability to the Mekong region
 • 6 were chosen based on their ability to replicate daily
   historical temperature and rainfall data
 • In general, models perform better for temperature than
   precipitation

  Climate model   CO2 Scenario   Abbreviation   Data period   Model resolution (degrees)
  CCCMA_CGCM3.1   A1b, B1        ccA, ccB       1850-2300     3.75° x 3.75°
  CNRM_CM3        A1b, B1        cnA, cnB       1860-2299     2.8° x 2.8°
  GISS_AOM        A1b, B1        giA, giB       1850-2100     3° x 4°
  MIROC3.2Hires   A1b, B1        miA, miB       1900-2100     1.1° x 1.1°
  MPI_ECHAM5      A1b, B1        mpA, mpB       1860-2200     1.9° x 1.9°
  NCAR_CCSM3      A1b, B1        ncA, ncB       1870-2099     1.4° x 1.4°

                                                                                   34
Steps 3 – downscaling projections to the Mekong Basin
Purpose: reduce the geographical scope so that
    resolution can be improved
1.          Statistical
        Assumes local climate is conditioned by large-
         scale (global) climate but does not try to
         understand physical causality
        GCM output is compared to observed information
         for a reference period to calculate period factors
        Period factors are then used to adjust GCM time-
         series
2.          RCM (Regional Circulation Models)
        most sophisticated way to downscale GCM data
        Physically based
        25-50km resolution
        Computationally intensive
        Requires detailed understanding of regional
         atmospheric and ocean processes
3.   Pattern-scaling
        Uses high resolution observation data to scale
         GCM data to small areas or monitoring points
        Suitable when there is extensive observation data
        Cannot correct for statistical bias so should only
         be used to assess relative changes                   35
Step 4 – Predicting future changes in the basin hydrological
regime

• VMod model
• area-based distribution of
  hydro-meteorological
  impacts of climate change
• Computes water balance for
  grid cells ~3kmx3km
• Baseline 1981 - 2005
• Can predict changes in:
   –   Rainfall
   –   Runoff
   –   Flows
   –   Infiltration
   –   evapotranspiration
                                                               36
Step 5 – Predicting future changes in the flooding

• MIKE-11
• Uses Vmod to establish
  boundary conditions
• Divides the floodplain into
  zones (>120 in the delta)
• Calculates small area water
  balances
   – 25,900 water level points
   – 18,500 flow points
• Quantifies the changes in
  depth and duration of
  flooding due to changes in
  upstream hydrology and sea
  level rise
                                                            37
                                                 Source: SIWRR, 2011
LAND SUITABILITY
Predicting future changes in land suitability

                          Basin – crop suitability
         basin            • Agro & eco zoning of basin characteristics
                          • Historic suitability of basin for a range of
                            commercial and subsistence crops
                          • Suitability with climate change
                          • Assessment of transitions and shifts in
                            geographical and seasonal suitability
target area
                        Target areas – crop yields
                        • Losses in crop yields within transition zones
                        • Yield potential for new crops in transition
                           zones
Predicting future changes in land suitability

LUSET – Land use suitability evaluation tool
• Developed by IRRI
• evaluates the suitability of each land unit (grid cell)
  for a single type of land use type (single crop).
• based on crop requirement, climate, terrain and soil
  characteristics.
• Allows for assessing changes in temperature and
  rainfall before aggregating suitability
Crop requirement: Terrain
   (slope and drainage)

                              Terrain suitability value
   Land characteristic:
    Terrain (slope and
        drainage)


 Crop requirement: Soil
 characteristics (pH, soil
texture, soil depth, base
       saturation)
                                Soil characteristics      Combined weighted     Suitability class table and
                                 suitability value          suitability value            GIS layer
 Land characteristic: Soil
 characteristics (pH, soil
texture, soil depth, base
       saturation)


Crop requirement: Water,
      temperature


   Land characteristic:
     Meteorological            Water, temperature
 characteristics (rainfall,     suitability value
     temperature)


   Land characteristic:
        Irrigation
                                                                                            41
Lowland rice
upland rice
cashew




cashew
rubber
Coffee (coffea canephora)
cassava
Black pepper
Maize
CROP YIELD MODELLING
Predicting future changes in agricultural productivity

 AquaCrop
 • Crop productivity model
   developed by FAO
 • Water driven
      – quantifies the relationship between
        crop growth/biomass and crop
        transpiration
 •   Changes in yield compared to
     reference/ideal conditions for a
     given crop
 •   emphasizes the fundamental
     processes involved in crop
     productivity and the responses to
     water deficits,
 •   Can also factor in CO2
     concentrations
                                                             52

                                                    Source: FAO, 2010
Maize growth cycle
AquaCrop
• Assesses water
  requirements at each
  growth phase relative to
  a reference norm and
  quantifies changes in
  biomass => yield




                             Source: FAO, 2010
yield
Establishment |   Vegetative   |   Flowering | Formation | Ripening | Maturity

                                               Reduction in max
                                               canopy cover

                                                                                      Decline in
                                                                                      canopy cover
                                                                                      during
                                                                                      productive
                                                                                      phases (yield
                                                                                      formation/
                                                                                      ripening)




                                         Delay in time to reach max canopy cover
                                                                                 Source: FAO, 2010
ADAPTATION
Adaptation in zones, habitats and species

Adaptation in vulnerable (hot spot):
• agriculture zones
• ecozones
• habitats
• species:
      Industrial/commercial crops
      Subsistence crops
      Traditional crops
      Crop wild relatives
      NTFPs
Adaptation
Addressing the adaptation deficit

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Mekong ARCC Climate Change Adaptation and Impact Study on Natural and Agricultural Systems

  • 1. Task 2: Mekong ARCC Climate Change Impact and Adaptation Study for natural and agricultural systems May 2012, Vientiane
  • 2. Aim • The aim of Task 2 is to undertake a climate change impact and adaptation study on the water resources, food security, livelihoods and biodiversity of the Mekong River Basin
  • 3. Objectives 1) identify vulnerabilities of rural poor and their environment to climate change vis-à-vis water resources, food security, livelihoods and biodiversity; 2) provide a scientific evidence base for the selection of case study sites; 3) identify adaptation strategies to inform development of community and ecosystem-based adaptation projects; and 4) inform policy makers, development specialists and the global climate science community on the impacts of climate change on water resources, food security, livelihoods and biodiversity of the Mekong Basin.
  • 4. Phases, events & outputs threat vulnerability adaptation 3. Future 5. Identify 2. Zoning and climate 4.Vulnerability 1. Inception adaption 6. Reporting trend analysis conditions assessment options and threats Team Inception Team Vulnerability Team Final working workshop working workshop working workshop session session session Baseline assessment Basin & zone Adaptation FINAL & review of past vulnerability options by REPORT studies assessment Zones
  • 5. Study technical team Sector/theme working groups Sector/theme Members 1. Climate change, water Tarek Ketelsen (lead), Jorma Koponen, Mai Ky Vinh, Oliver Joffre resources, modelling and GIS 2. Natural systems and Peter-John Meynell (lead), Nguyen Huu Thien, Sansanee biodiversity Choowaew, Jeremy Carew-Reid, 3. Agriculture Oliver Joffre (lead), Dang Kieu Nhan, Bun Chantrea, Jorma Koponen 4. Fisheries and aquaculture Rick Gregory (lead) Truong Hoanh Minh, Chavalit Vidthayanon, Meng Monyrak 5. Livestock Rod Lefroy (remote participant) 6. Socio-economics and John Sawdon (lead), Try Thuon, Sengmanichanh livelihoods Somchanmavong, Alex Kenny National working groups Sector/theme Members 1. Cambodia Try Thuon (lead), Bun Chantrea, Meng Monyrak 2. Lao PDR Sengmanichanh Somchanmavong (lead) 3. Thailand Sansanee Choowaew (lead), Chavalit Vidthayanon 4. Vietnam Nguyen Huu Thien (lead), Dang Kieu Nhan, Truong Hoanh Minh,
  • 6. Assessing climate change threats to agriculture and subsistence livelihoods Climate changes Hydrological changes Agricultural Ecological zones zones Species “zones” Commercial Subsistence Aqua- Traditional Live- Crop wild NTFPs Wild fish Wildlife crops crops culture crops stock relatives catch Adaptation options
  • 7. Agricultural systems and climate change continuum
  • 8. CAM method Source: ICEM, 2012
  • 9. Key assessment concepts Zones • Climate change, Ecological, Agricultural Shifts • Geographic, Elevation, Seasonal Hotspots • Exposure, Sensitivity, Adaptive capacity
  • 10. Climate change overlaid on “zones” Zones provide the common analytical framework for the study team Purpose of zoning is to: • Identify areas of the basin with common bio-physical and socio-economic characteristics • Observe “shifts” in the zones with climate change Three types of zones: 1. Climate change zones – temperature, rainfall and hydrology 2. Agricultural zones – agricultural land uses and natural conditions 3. Ecological zones – natural habitat, species and genetic resources 10
  • 11. Climate change zones Areas experiencing similar climate change 2050
  • 14. Climate change shifts Regular climate 1. Geographic shifts – change in area of suitability 2. Elevation shifts (for highly restricted habitats and species) – change in (i) location and (ii) elevation 3. Seasonal shifts – change in (i) yields, (ii) cropping patterns Extreme events 4. Extreme event shifts  Micro – eg flash flooding and soil loss in uplands  Macro – eg saline intrusion in Delta; cyclone landfall
  • 15. Geographic shift Shift in zone of suitability for habitat and crops Original extent of natural habitat Paddy rice and commercial crops Remaining natural habitat Subsistence crops and NTF pockets collection
  • 17. Seasonal shifts Kratie Increase in flood magnitude & volume Quicker onset of flood & shortening of transition season Increase in flood duration Source: ICEM, 2012
  • 18. Climate change “hot spots” – i.e. highly vulnerable areas • High exposure:  significant climate change relative to base conditions  exposure to new climate/hydrological conditions • High sensitivity:  limited temperature and moisture tolerance range  degraded and/or under acute pressure  severely restricted geographic range  rare or threatened • Low adaptive capacity  Poor connectivity  Low diversity and tolerances  Homogenous systems
  • 20. Climate and hydrological changes Climate changes Hydrological changes Regular (daily and seasonal) Regular (daily and seasonal)  Increase in C02  Water availability  Change in temperature  Runoff and flow  Change in rainfall  Regular flooding  Evapotranspiration Extreme events  Saline intrusion  Storms  Sea level rise Rainfall Extreme events Wind  Flooding (fresh and salt water) Low pressure  Flash flooding  Drought  Storm surge
  • 22. System assets Top commercial crops Vietnam Laos Thailand Cambodia Rice, paddy Rice, paddy Rice, paddy Rice, paddy Coffee, green Maize Rubber Cassava Cashew nuts, with shell Coffee, green Cassava Maize Cassava Tobacco, Sugar cane Bananas Fruit trees: Bananas and Traditional crop varieties Wild plants mangoes  Rice (more than 13,000  Cardamom, identified in Lao  Rattan and bamboo Vegetables: Sweet potatoes,  Eggplant (more than 3000  Orchids tomatoes, beans, chilli in Lao)  Mushrooms  Papaya Subsistence crops  Banana (centre of origin) Crop wild relatives  Lowland and upland rice  Mango (centre of origin)  Glutinous rice (centre of  Cassava  Pineapple origin  Maize  Water melon  Eggplant (centre of origin)  Peanuts  Passion fruits Centre of origin for: coconut palm, sugarcane, clove, nutmeg, black pepper, onion, cucumber
  • 23. Non cc drivers influencing agriculture trends • future cropping patterns • area irrigated, • crop genetics, • farm mechanization, • farm employment, • fertilizer rates and pesticide use • Improved agronomic management • Infrastructure and accessibility
  • 24. Sensitivity assessments: climate tolerances Optimal growing conditions: Mean annual maximum temperature
  • 25. Optimal growing conditions: mean annual precipitation
  • 26. Key issues the team needs to resolve • Deciding on the priority assets (i.e. species and habitats) • Linking species to habitats • Dealing with ecosystem services • Knowing enough about species and habitat tolerances to conduct the vulnerability assessment
  • 28. CAM - Basin wide VA assessment framework
  • 29. Key assessment methodologies & tools CC modeling Basin zoning GIS Analysis Basin land suitability Hotspot crop yield modeling
  • 30. Assessment approach CLIMATE & HYDROLOGICAL MODELLING
  • 31. Projections of future emissions and global GHG concentrations IPCC EMISSION SCENARIOS A1 B1 A2 B2 Modelling Projections of future atmospheric climate, atmospheric & ocean dynamics GCMs – GLOBAL CIRCULATION MODELS options BCCR- BCM2.0 FGOALS- G1.0 CCSM3 GFDL- CM2.0 CGCM3.1 (T47) GFDL- CM2.1 CGCM3.1 (T63) GISS- AOM CNRM- CM3 GISS-EH CSIRO - MK3.0 GISS-ER ECHMA5/ MPI-OM INM- CM3.0 ECHO-G IPSL-CM4 MICROC3. MICROC3.2 MRI- PCM UKMO- UKMO- 2 (hires) (medres) CGCM2.3. HADCM3 HADGEM 2 1 Downscaled projections of future climate at the basin-level CLIMATE DOWNSCALING DYNAMICAL STATISTICAL PATTERN (PRECIS) PRECIS Vietnam 2009 Mekong Basin 2009 Southeast (WeADAPT) (Cai et al, 2008) Asia 2003 (SEASTART) Prediction of future hydrological regime HYDROLOGICAL MODELLING VMOD VMOD MRC DSS VMOD SLURP CSIRO Songkhram Mekong Delta Mekong Mekong Mekong Mekong 2004 2008 Basin 2010 Basin 2011 Basin 2011* Basin 2009 (Aalto Uni & (Aalto Uni & (MRC & (Aalto Uni & (QUEST) (18 sub- SEASTART) SEASTART) IWMI) ICEM) (no Mekong 31 basins) floodplain)
  • 32. Approaches to modeling climate change: assessing future threat • CC modelling: – allows for the 1. Projections of future emissions quantification of future climate change threats 2. Projections of future atmospheric and ocean dynamics – Is not perfect but is based on leading 3. Downscaling projections to the Mekong Basin thinking on climate science 4. Predicting future changes in the – Assesses the impact of basin hydrological regime changes in the global 5. Predicting future changes in the climate system to local Delta floodplain environment & project site areas of interest 32
  • 33. Steps in the CC approach: 1 - Selection of appropriate IPCC scenarios 33 Source: CSIRO, 2009
  • 34. Step 2: selection of appropriate GCMs • Two earlier studies (Cao et al, 2009; Eastham et al, 2008) reviewed the performance of or used 17/24 IPCC AR4 GCMs for suitability to the Mekong region • 6 were chosen based on their ability to replicate daily historical temperature and rainfall data • In general, models perform better for temperature than precipitation Climate model CO2 Scenario Abbreviation Data period Model resolution (degrees) CCCMA_CGCM3.1 A1b, B1 ccA, ccB 1850-2300 3.75° x 3.75° CNRM_CM3 A1b, B1 cnA, cnB 1860-2299 2.8° x 2.8° GISS_AOM A1b, B1 giA, giB 1850-2100 3° x 4° MIROC3.2Hires A1b, B1 miA, miB 1900-2100 1.1° x 1.1° MPI_ECHAM5 A1b, B1 mpA, mpB 1860-2200 1.9° x 1.9° NCAR_CCSM3 A1b, B1 ncA, ncB 1870-2099 1.4° x 1.4° 34
  • 35. Steps 3 – downscaling projections to the Mekong Basin Purpose: reduce the geographical scope so that resolution can be improved 1. Statistical  Assumes local climate is conditioned by large- scale (global) climate but does not try to understand physical causality  GCM output is compared to observed information for a reference period to calculate period factors  Period factors are then used to adjust GCM time- series 2. RCM (Regional Circulation Models)  most sophisticated way to downscale GCM data  Physically based  25-50km resolution  Computationally intensive  Requires detailed understanding of regional atmospheric and ocean processes 3. Pattern-scaling  Uses high resolution observation data to scale GCM data to small areas or monitoring points  Suitable when there is extensive observation data  Cannot correct for statistical bias so should only be used to assess relative changes 35
  • 36. Step 4 – Predicting future changes in the basin hydrological regime • VMod model • area-based distribution of hydro-meteorological impacts of climate change • Computes water balance for grid cells ~3kmx3km • Baseline 1981 - 2005 • Can predict changes in: – Rainfall – Runoff – Flows – Infiltration – evapotranspiration 36
  • 37. Step 5 – Predicting future changes in the flooding • MIKE-11 • Uses Vmod to establish boundary conditions • Divides the floodplain into zones (>120 in the delta) • Calculates small area water balances – 25,900 water level points – 18,500 flow points • Quantifies the changes in depth and duration of flooding due to changes in upstream hydrology and sea level rise 37 Source: SIWRR, 2011
  • 39. Predicting future changes in land suitability Basin – crop suitability basin • Agro & eco zoning of basin characteristics • Historic suitability of basin for a range of commercial and subsistence crops • Suitability with climate change • Assessment of transitions and shifts in geographical and seasonal suitability target area Target areas – crop yields • Losses in crop yields within transition zones • Yield potential for new crops in transition zones
  • 40. Predicting future changes in land suitability LUSET – Land use suitability evaluation tool • Developed by IRRI • evaluates the suitability of each land unit (grid cell) for a single type of land use type (single crop). • based on crop requirement, climate, terrain and soil characteristics. • Allows for assessing changes in temperature and rainfall before aggregating suitability
  • 41. Crop requirement: Terrain (slope and drainage) Terrain suitability value Land characteristic: Terrain (slope and drainage) Crop requirement: Soil characteristics (pH, soil texture, soil depth, base saturation) Soil characteristics Combined weighted Suitability class table and suitability value suitability value GIS layer Land characteristic: Soil characteristics (pH, soil texture, soil depth, base saturation) Crop requirement: Water, temperature Land characteristic: Meteorological Water, temperature characteristics (rainfall, suitability value temperature) Land characteristic: Irrigation 41
  • 49. Maize
  • 50.
  • 52. Predicting future changes in agricultural productivity AquaCrop • Crop productivity model developed by FAO • Water driven – quantifies the relationship between crop growth/biomass and crop transpiration • Changes in yield compared to reference/ideal conditions for a given crop • emphasizes the fundamental processes involved in crop productivity and the responses to water deficits, • Can also factor in CO2 concentrations 52 Source: FAO, 2010
  • 53. Maize growth cycle AquaCrop • Assesses water requirements at each growth phase relative to a reference norm and quantifies changes in biomass => yield Source: FAO, 2010
  • 54. yield Establishment | Vegetative | Flowering | Formation | Ripening | Maturity Reduction in max canopy cover Decline in canopy cover during productive phases (yield formation/ ripening) Delay in time to reach max canopy cover Source: FAO, 2010
  • 56. Adaptation in zones, habitats and species Adaptation in vulnerable (hot spot): • agriculture zones • ecozones • habitats • species:  Industrial/commercial crops  Subsistence crops  Traditional crops  Crop wild relatives  NTFPs