SlideShare ist ein Scribd-Unternehmen logo
1 von 15
Downloaden Sie, um offline zu lesen
The challenge of managing water
resources under uncertainty
Meron Teferi Taye, REACH Ethiopia program manager
Water and Land Resources Center
Insert image here. Do not compress to fit the size. Instead, use the cropping tool (found
under the format tab). Increase the size of the image proportionally until it fits the width
of the slide, then crop to decrease the height.
REACH Water Security and Poverty Conference
27-29 March | Keble College, Oxford
Challenges of climate variability
• Awash is a basin of extremes
– Awash is a great example of uneven
distribution of water in space and time.
• Temporal variation
– Wet season (kiremt) brings devastating
floods and dry season causes water
scarcity and droughts.
• Spatial variation
– Upstream areas (highlands) receive on
average 1600 mm rainfall/year while
downstream areas (lowlands) barely get
100 mm rainfall/year
14
16
18
20
22
24
26
28
30
0
20
40
60
80
100
120
140
160
Jan
Feb
Mar
Apr
May
Jun
Jul
Aug
Sep
Oct
Nov
Dec
Temperature(°C)
Monthlyrainfall(mm)
Rainfall Temeprature
Kiremt
Belg
REACH Water Security and Poverty Conference
27-29 March | Keble College, Oxford
Water availability per capita
• Water availability per capita of
Ethiopia is reaching the absolute
water scarcity threshold, 1000
m3/capita/year
– But in Awash basin it is already under this
threshold at 325 m3per person/year
(Adeba et al. 2016).
• Annual variability of rainfall in the
Awash basin
– The last decade experienced below
average years mostly.
-40%
-30%
-20%
-10%
0%
10%
20%
30%
40%
1982
1984
1986
1988
1990
1992
1994
1996
1998
2000
2002
2004
2006
2008
2010
2012
2014
2016
Precipitationanomaly(%)
Year
Awash
0
20
40
60
80
100
120
0
2000
4000
6000
8000
1950 1970 1990 2010
Populationnumber(inmillion)
Water/capita/year(m3)
Year
Water per capita Threshold Population
REACH Water Security and Poverty Conference
27-29 March | Keble College, Oxford
• For the graph in previous slide we can have decreasing trend only if we
start after 1984, still it won’t be significant
• But the years after 2007 there are more drier years
• Couldn’t find data on awash population as timeseries, anyone?
To be deleted
y = -0.0021x + 0.0346
R² = 0.0277
-40%
-30%
-20%
-10%
0%
10%
20%
30%
1985
1986
1987
1988
1989
1990
1991
1992
1993
1994
1995
1996
1997
1998
1999
2000
2001
2002
2003
2004
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
REACH Water Security and Poverty Conference
27-29 March | Keble College, Oxford
Climate change threat
• Long term planning in the basin is also threatened by climate change
– Temperature is increasing under all climate scenarios
– The area covering the Awash basin shows mean temperature increment of 1.5°C to 3°C in
the coming decades until 2100
• This will have implications on precipitation and water resouces
Source: KNMI climate explorer, 2019
REACH Water Security and Poverty Conference
27-29 March | Keble College, Oxford
Climate change impact uncertainty
• Estimating the impact of climate
change impact on water resources
requires several steps.
– Climate models, downscaling methods,
hydrological models
• At all these steps there are sources
of uncertainty that influence the
climate change impact estimates on
water resources
REACH Water Security and Poverty Conference
27-29 March | Keble College, Oxford
• Challenge of data availability and
reliability is one of them
– Stream gauges are scant as we go
down to the downstream of the basin
– Not so much information is available
on water abstraction
• Using methods/tools that deal
with low data availability is
important in climate change
impact estimations to reduce
uncertainty sources
Climate change impact uncertainty
REACH Water Security and Poverty Conference
27-29 March | Keble College, Oxford
Climate models evaluation
• One source of uncertainty
comes from the climate models.
• Analysis was done to find out
ability of models at reproducing
the historical climate.
– Four metrics were used including:
Seasonal cycle, Trends, Mean bias,
and Variability
• Three climate models met the
selection criteria
– This were used to find out the
projections for hydrological
variables
REACH Water Security and Poverty Conference
27-29 March | Keble College, Oxford
Impact on hydrological variables
• Temperature projections
– Consistent increasing trend until the
end of the century
• Precipitation projections show
different signs for different
months.
– April is drier than the rest of the
months with precipitation decrease
of 24% on average.
– May is projected to be drier by 14%
on average.
– June to August projected on
average increase in precipitation of
4%, 9%, and 6%, respectively.
Mid future (2031–2055) precipitation projections
REACH Water Security and Poverty Conference
27-29 March | Keble College, Oxford
Impact on hydrological variables
• Changes were evaluated at scale of
multidecadal mean water availability
averaged over the basin area
– 𝑊𝐴 𝑚 = 𝑃𝑚 − 𝐸𝑇 𝑚
– 𝑊𝐴_𝐶𝐹𝑚 = 𝑊𝐴_𝑓𝑢𝑡 𝑚 − 𝑊𝐴_ℎ𝑖𝑠 𝑚
– Note that this is not streamflow at outlet
of the basin
• This estimate or tool shows projected
climate signal over the basin for long
term planning
– Ignores the complexity related to
population dynamics, abstraction, etc.
– It’s singles out impacts only due to climate
change
REACH Water Security and Poverty Conference
27-29 March | Keble College, Oxford
Impact on hydrological variables
• April to June are projected to face
more intense water stress than the
rest of the months
– Due to decreasing precipitation and
increasing temperature
• April to June are critical for irrigators
– Data from Awash basin authority on crop
water requirement for 23 farms in the
basin demonstrate highest requirement in
May
• This water stress is a potential conflict
source among irrigators
– Also between sectors such as hydropower
and irrigation
0
1
2
3
4
5
6
7
8
9
Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec
Meancropwater
requirement(m3)
Millions
REACH Water Security and Poverty Conference
27-29 March | Keble College, Oxford
• Additional climate risk metrics
are being mapped to look at
seasonal scales with prolonged
extreme events or consecutive
dry seasons are being mapped
by:
– Counting the number of times there
are seasons that are lower than a
given threshold consecutively
representing consecutive dry
seasons
– In the figures, 1 Standard deviation
below average rainfall is set as a
threshold for 1981-2017 period for
selected consecutive seasons
– Consecutive dry Belg- Kiremt
seasons are more common in the
eastern part of the basin
Additional climate risk metrics
Belg-Belg
Kiremt-Kiremt
Belg-Kiremt
How much stronger or probable such events will be can be
estimated from climate models projection (ongoing work)
REACH Water Security and Poverty Conference
27-29 March | Keble College, Oxford
• The basin has both climatic risks and decision making risks
– Short term, long term, temporal and spatial variability
• The climate signal tool provide information for longer term planning
• Dry season water shortage/stress is projected to increase in the future
as a result of climate change in the Awash basin
– Note that uncertainty in precipitation is still a challenge for our region. But uncertainty
by itself is an outcome that water managers should be aware of and plan towards
strategies that work under a range of scenarios
Planning with uncertainty
REACH Water Security and Poverty Conference
27-29 March | Keble College, Oxford
• Sustainable and collaborative water allocation systems, efficient water
use mechanisms need to be in place
– This calls for better coordination of upstream and downstream water managers and
users
• The need to refine our knowledge on the basin’s resource base is still
paramount
– Understanding groundwater helps to set up climate resilient water supply systems
(ongoing work on GW in Awash)
Planning with uncertainty
Funded by:

Weitere ähnliche Inhalte

Was ist angesagt?

20150414_Bartholomeus_EGU2015_5354_Groundwaterforcrop
20150414_Bartholomeus_EGU2015_5354_Groundwaterforcrop20150414_Bartholomeus_EGU2015_5354_Groundwaterforcrop
20150414_Bartholomeus_EGU2015_5354_GroundwaterforcropRuud Bartholomeus
 
Long term predictability of local air quality hazards
Long term predictability of local air quality hazardsLong term predictability of local air quality hazards
Long term predictability of local air quality hazardsigorezau
 
Main Drivers of 2014/15 Water Shortage in Southeast Brazil
Main Drivers of 2014/15 Water Shortage in Southeast BrazilMain Drivers of 2014/15 Water Shortage in Southeast Brazil
Main Drivers of 2014/15 Water Shortage in Southeast Brazilclimate central
 
Climate change perspectives for the asean region
Climate change perspectives for the asean regionClimate change perspectives for the asean region
Climate change perspectives for the asean regionipcc-media
 
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...India UK Water Centre (IUKWC)
 
Climate change impact assessment on hydrology on river basins
Climate change impact assessment on hydrology on river basinsClimate change impact assessment on hydrology on river basins
Climate change impact assessment on hydrology on river basinsAbhiram Kanigolla
 
Climate science overview 2019 - Coleen Vogel
Climate science overview 2019 - Coleen VogelClimate science overview 2019 - Coleen Vogel
Climate science overview 2019 - Coleen Vogelleavesoflanguage
 
KXEX2163 Critical Thinking_Global Warming Controversy
KXEX2163 Critical Thinking_Global Warming ControversyKXEX2163 Critical Thinking_Global Warming Controversy
KXEX2163 Critical Thinking_Global Warming ControversyMax Lee
 
DSD-INT 2021 Flood Event 2021 in Germany - More Research Into Practice - Bach...
DSD-INT 2021 Flood Event 2021 in Germany - More Research Into Practice - Bach...DSD-INT 2021 Flood Event 2021 in Germany - More Research Into Practice - Bach...
DSD-INT 2021 Flood Event 2021 in Germany - More Research Into Practice - Bach...Deltares
 
8. Implementing the Flood Risk Management Plans - Natural Water Retention Mea...
8. Implementing the Flood Risk Management Plans - Natural Water Retention Mea...8. Implementing the Flood Risk Management Plans - Natural Water Retention Mea...
8. Implementing the Flood Risk Management Plans - Natural Water Retention Mea...Environmental Protection Agency, Ireland
 
DSD-INT 2021 Webinar Quantifying vegetation dynamics
DSD-INT 2021 Webinar Quantifying vegetation dynamicsDSD-INT 2021 Webinar Quantifying vegetation dynamics
DSD-INT 2021 Webinar Quantifying vegetation dynamicsDeltares
 
SWAT Toulouse 2013 Presentation
SWAT Toulouse 2013 PresentationSWAT Toulouse 2013 Presentation
SWAT Toulouse 2013 PresentationBudi
 
Esha sapkale sybms b 217416 wild fires
Esha sapkale sybms b 217416 wild firesEsha sapkale sybms b 217416 wild fires
Esha sapkale sybms b 217416 wild firesEshaSapkale
 
Evaluating Satellite Precipitation Error Propagation in Runoff Simulations of...
Evaluating Satellite Precipitation Error Propagation in Runoff Simulations of...Evaluating Satellite Precipitation Error Propagation in Runoff Simulations of...
Evaluating Satellite Precipitation Error Propagation in Runoff Simulations of...Yiwen Mei
 
Unit 2 weather and climate
Unit 2 weather and climateUnit 2 weather and climate
Unit 2 weather and climatemarianf_m
 
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...India UK Water Centre (IUKWC)
 

Was ist angesagt? (20)

20150414_Bartholomeus_EGU2015_5354_Groundwaterforcrop
20150414_Bartholomeus_EGU2015_5354_Groundwaterforcrop20150414_Bartholomeus_EGU2015_5354_Groundwaterforcrop
20150414_Bartholomeus_EGU2015_5354_Groundwaterforcrop
 
Met Office Presentation September 2013
Met Office Presentation September 2013Met Office Presentation September 2013
Met Office Presentation September 2013
 
Long term predictability of local air quality hazards
Long term predictability of local air quality hazardsLong term predictability of local air quality hazards
Long term predictability of local air quality hazards
 
AGu
AGuAGu
AGu
 
Main Drivers of 2014/15 Water Shortage in Southeast Brazil
Main Drivers of 2014/15 Water Shortage in Southeast BrazilMain Drivers of 2014/15 Water Shortage in Southeast Brazil
Main Drivers of 2014/15 Water Shortage in Southeast Brazil
 
Climate change perspectives for the asean region
Climate change perspectives for the asean regionClimate change perspectives for the asean region
Climate change perspectives for the asean region
 
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
 
Climate change impact assessment on hydrology on river basins
Climate change impact assessment on hydrology on river basinsClimate change impact assessment on hydrology on river basins
Climate change impact assessment on hydrology on river basins
 
Climate science overview 2019 - Coleen Vogel
Climate science overview 2019 - Coleen VogelClimate science overview 2019 - Coleen Vogel
Climate science overview 2019 - Coleen Vogel
 
GEOG_362_FINAL
GEOG_362_FINALGEOG_362_FINAL
GEOG_362_FINAL
 
KXEX2163 Critical Thinking_Global Warming Controversy
KXEX2163 Critical Thinking_Global Warming ControversyKXEX2163 Critical Thinking_Global Warming Controversy
KXEX2163 Critical Thinking_Global Warming Controversy
 
DSD-INT 2021 Flood Event 2021 in Germany - More Research Into Practice - Bach...
DSD-INT 2021 Flood Event 2021 in Germany - More Research Into Practice - Bach...DSD-INT 2021 Flood Event 2021 in Germany - More Research Into Practice - Bach...
DSD-INT 2021 Flood Event 2021 in Germany - More Research Into Practice - Bach...
 
8. Implementing the Flood Risk Management Plans - Natural Water Retention Mea...
8. Implementing the Flood Risk Management Plans - Natural Water Retention Mea...8. Implementing the Flood Risk Management Plans - Natural Water Retention Mea...
8. Implementing the Flood Risk Management Plans - Natural Water Retention Mea...
 
DSD-INT 2021 Webinar Quantifying vegetation dynamics
DSD-INT 2021 Webinar Quantifying vegetation dynamicsDSD-INT 2021 Webinar Quantifying vegetation dynamics
DSD-INT 2021 Webinar Quantifying vegetation dynamics
 
The role of climate variability and climate change in NSW water sharing arran...
The role of climate variability and climate change in NSW water sharing arran...The role of climate variability and climate change in NSW water sharing arran...
The role of climate variability and climate change in NSW water sharing arran...
 
SWAT Toulouse 2013 Presentation
SWAT Toulouse 2013 PresentationSWAT Toulouse 2013 Presentation
SWAT Toulouse 2013 Presentation
 
Esha sapkale sybms b 217416 wild fires
Esha sapkale sybms b 217416 wild firesEsha sapkale sybms b 217416 wild fires
Esha sapkale sybms b 217416 wild fires
 
Evaluating Satellite Precipitation Error Propagation in Runoff Simulations of...
Evaluating Satellite Precipitation Error Propagation in Runoff Simulations of...Evaluating Satellite Precipitation Error Propagation in Runoff Simulations of...
Evaluating Satellite Precipitation Error Propagation in Runoff Simulations of...
 
Unit 2 weather and climate
Unit 2 weather and climateUnit 2 weather and climate
Unit 2 weather and climate
 
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
 

Ähnlich wie The challenge of managing water resources under uncertainty

Impact of Sustainable Land Management on Community Water Security and Downstream
Impact of Sustainable Land Management on Community Water Security and DownstreamImpact of Sustainable Land Management on Community Water Security and Downstream
Impact of Sustainable Land Management on Community Water Security and DownstreamREACH_Programme
 
Assessing Cumulative Effects with Integrated Modelling
Assessing Cumulative Effects with Integrated ModellingAssessing Cumulative Effects with Integrated Modelling
Assessing Cumulative Effects with Integrated ModellingDirk Kassenaar M.Sc. P.Eng.
 
DSD-INT 2021 Impact of Desalination and Climate Change on Salinity levels in ...
DSD-INT 2021 Impact of Desalination and Climate Change on Salinity levels in ...DSD-INT 2021 Impact of Desalination and Climate Change on Salinity levels in ...
DSD-INT 2021 Impact of Desalination and Climate Change on Salinity levels in ...Deltares
 
Evolving IWRM Mukhtar Hashemi
Evolving IWRM Mukhtar HashemiEvolving IWRM Mukhtar Hashemi
Evolving IWRM Mukhtar HashemiWANA forum
 
Impacts of climate change on the water availability, seasonality and extremes...
Impacts of climate change on the water availability, seasonality and extremes...Impacts of climate change on the water availability, seasonality and extremes...
Impacts of climate change on the water availability, seasonality and extremes...asimjk
 
CIEEMInPracticeSept2014_Skinner
CIEEMInPracticeSept2014_SkinnerCIEEMInPracticeSept2014_Skinner
CIEEMInPracticeSept2014_SkinnerAlice Hastie
 
Impacts of climate change on agriculture
Impacts of climate change on agricultureImpacts of climate change on agriculture
Impacts of climate change on agricultureCarmen Capriles
 
Climate change as a global challenge
Climate change as a global challengeClimate change as a global challenge
Climate change as a global challengeFrancois Stepman
 
Donald Wilhite, University of Lincoln: Integrated national drought management
Donald Wilhite, University of Lincoln: Integrated national drought managementDonald Wilhite, University of Lincoln: Integrated national drought management
Donald Wilhite, University of Lincoln: Integrated national drought managementNAPExpo 2014
 
Impact of Climate Change on Water Resources in Somalia
Impact of Climate Change on Water Resources in SomaliaImpact of Climate Change on Water Resources in Somalia
Impact of Climate Change on Water Resources in SomaliaIRJET Journal
 
Presentation on Climate Resilience (05122015)
Presentation on Climate Resilience (05122015)Presentation on Climate Resilience (05122015)
Presentation on Climate Resilience (05122015)Sadia Azad
 
Climate Change Adaptation and Resilience | Water in the Oil & Gas Sector
Climate Change Adaptation and Resilience | Water in the Oil & Gas SectorClimate Change Adaptation and Resilience | Water in the Oil & Gas Sector
Climate Change Adaptation and Resilience | Water in the Oil & Gas SectorAdvisian
 
Climate Change Water Framework Directive
Climate Change Water Framework DirectiveClimate Change Water Framework Directive
Climate Change Water Framework DirectiveAlejandro Maceira
 
Soil water, irrigation and climate change
Soil water, irrigation and climate changeSoil water, irrigation and climate change
Soil water, irrigation and climate changeVarduhi Surmalyan
 
Investigate the TRNC Water Resources Management Strategies Using Possible Opt...
Investigate the TRNC Water Resources Management Strategies Using Possible Opt...Investigate the TRNC Water Resources Management Strategies Using Possible Opt...
Investigate the TRNC Water Resources Management Strategies Using Possible Opt...IRJET Journal
 

Ähnlich wie The challenge of managing water resources under uncertainty (20)

Impact of Sustainable Land Management on Community Water Security and Downstream
Impact of Sustainable Land Management on Community Water Security and DownstreamImpact of Sustainable Land Management on Community Water Security and Downstream
Impact of Sustainable Land Management on Community Water Security and Downstream
 
Assessing Cumulative Effects with Integrated Modelling
Assessing Cumulative Effects with Integrated ModellingAssessing Cumulative Effects with Integrated Modelling
Assessing Cumulative Effects with Integrated Modelling
 
DSD-INT 2021 Impact of Desalination and Climate Change on Salinity levels in ...
DSD-INT 2021 Impact of Desalination and Climate Change on Salinity levels in ...DSD-INT 2021 Impact of Desalination and Climate Change on Salinity levels in ...
DSD-INT 2021 Impact of Desalination and Climate Change on Salinity levels in ...
 
Evolving IWRM Mukhtar Hashemi
Evolving IWRM Mukhtar HashemiEvolving IWRM Mukhtar Hashemi
Evolving IWRM Mukhtar Hashemi
 
Drylands Climate: knowledge and projections, Jasper Batureine Mwesigwa ICPAC
Drylands Climate: knowledge and projections, Jasper Batureine Mwesigwa ICPAC Drylands Climate: knowledge and projections, Jasper Batureine Mwesigwa ICPAC
Drylands Climate: knowledge and projections, Jasper Batureine Mwesigwa ICPAC
 
Joy Periera
Joy PerieraJoy Periera
Joy Periera
 
Impacts of climate change on the water availability, seasonality and extremes...
Impacts of climate change on the water availability, seasonality and extremes...Impacts of climate change on the water availability, seasonality and extremes...
Impacts of climate change on the water availability, seasonality and extremes...
 
CIEEMInPracticeSept2014_Skinner
CIEEMInPracticeSept2014_SkinnerCIEEMInPracticeSept2014_Skinner
CIEEMInPracticeSept2014_Skinner
 
Impacts of climate change on agriculture
Impacts of climate change on agricultureImpacts of climate change on agriculture
Impacts of climate change on agriculture
 
Climate change as a global challenge
Climate change as a global challengeClimate change as a global challenge
Climate change as a global challenge
 
IPCC 2014 - Penny Urquhart
IPCC 2014 - Penny UrquhartIPCC 2014 - Penny Urquhart
IPCC 2014 - Penny Urquhart
 
Adaptation in Action; A Cork Example - Dr Valerie Cummins CMRC
Adaptation in Action; A Cork Example - Dr Valerie Cummins CMRCAdaptation in Action; A Cork Example - Dr Valerie Cummins CMRC
Adaptation in Action; A Cork Example - Dr Valerie Cummins CMRC
 
Donald Wilhite, University of Lincoln: Integrated national drought management
Donald Wilhite, University of Lincoln: Integrated national drought managementDonald Wilhite, University of Lincoln: Integrated national drought management
Donald Wilhite, University of Lincoln: Integrated national drought management
 
Impact of Climate Change on Water Resources in Somalia
Impact of Climate Change on Water Resources in SomaliaImpact of Climate Change on Water Resources in Somalia
Impact of Climate Change on Water Resources in Somalia
 
Presentation on Climate Resilience (05122015)
Presentation on Climate Resilience (05122015)Presentation on Climate Resilience (05122015)
Presentation on Climate Resilience (05122015)
 
Climate Change Adaptation and Resilience | Water in the Oil & Gas Sector
Climate Change Adaptation and Resilience | Water in the Oil & Gas SectorClimate Change Adaptation and Resilience | Water in the Oil & Gas Sector
Climate Change Adaptation and Resilience | Water in the Oil & Gas Sector
 
Water Futures: Building Capacities for Scenario-Based Planning
Water Futures: Building Capacities for Scenario-Based PlanningWater Futures: Building Capacities for Scenario-Based Planning
Water Futures: Building Capacities for Scenario-Based Planning
 
Climate Change Water Framework Directive
Climate Change Water Framework DirectiveClimate Change Water Framework Directive
Climate Change Water Framework Directive
 
Soil water, irrigation and climate change
Soil water, irrigation and climate changeSoil water, irrigation and climate change
Soil water, irrigation and climate change
 
Investigate the TRNC Water Resources Management Strategies Using Possible Opt...
Investigate the TRNC Water Resources Management Strategies Using Possible Opt...Investigate the TRNC Water Resources Management Strategies Using Possible Opt...
Investigate the TRNC Water Resources Management Strategies Using Possible Opt...
 

Kürzlich hochgeladen

(DIYA) Call Girls Sinhagad Road ( 7001035870 ) HI-Fi Pune Escorts Service
(DIYA) Call Girls Sinhagad Road ( 7001035870 ) HI-Fi Pune Escorts Service(DIYA) Call Girls Sinhagad Road ( 7001035870 ) HI-Fi Pune Escorts Service
(DIYA) Call Girls Sinhagad Road ( 7001035870 ) HI-Fi Pune Escorts Serviceranjana rawat
 
Sustainable Clothing Strategies and Challenges
Sustainable Clothing Strategies and ChallengesSustainable Clothing Strategies and Challenges
Sustainable Clothing Strategies and ChallengesDr. Salem Baidas
 
(PARI) Viman Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
(PARI) Viman Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...(PARI) Viman Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
(PARI) Viman Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...ranjana rawat
 
(NANDITA) Hadapsar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
(NANDITA) Hadapsar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...(NANDITA) Hadapsar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
(NANDITA) Hadapsar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...ranjana rawat
 
Booking open Available Pune Call Girls Budhwar Peth 6297143586 Call Hot Indi...
Booking open Available Pune Call Girls Budhwar Peth  6297143586 Call Hot Indi...Booking open Available Pune Call Girls Budhwar Peth  6297143586 Call Hot Indi...
Booking open Available Pune Call Girls Budhwar Peth 6297143586 Call Hot Indi...Call Girls in Nagpur High Profile
 
The Most Attractive Pune Call Girls Shirwal 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Shirwal 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Shirwal 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Shirwal 8250192130 Will You Miss This Cha...ranjana rawat
 
VIP Call Girl Gorakhpur Aashi 8250192130 Independent Escort Service Gorakhpur
VIP Call Girl Gorakhpur Aashi 8250192130 Independent Escort Service GorakhpurVIP Call Girl Gorakhpur Aashi 8250192130 Independent Escort Service Gorakhpur
VIP Call Girl Gorakhpur Aashi 8250192130 Independent Escort Service GorakhpurSuhani Kapoor
 
Environmental Toxicology (environmental biology)
Environmental Toxicology (environmental biology)Environmental Toxicology (environmental biology)
Environmental Toxicology (environmental biology)RaviPrajapat11
 
VIP Kolkata Call Girl Kalighat 👉 8250192130 Available With Room
VIP Kolkata Call Girl Kalighat 👉 8250192130  Available With RoomVIP Kolkata Call Girl Kalighat 👉 8250192130  Available With Room
VIP Kolkata Call Girl Kalighat 👉 8250192130 Available With Roomdivyansh0kumar0
 
Booking open Available Pune Call Girls Parvati Darshan 6297143586 Call Hot I...
Booking open Available Pune Call Girls Parvati Darshan  6297143586 Call Hot I...Booking open Available Pune Call Girls Parvati Darshan  6297143586 Call Hot I...
Booking open Available Pune Call Girls Parvati Darshan 6297143586 Call Hot I...Call Girls in Nagpur High Profile
 
webinaire-green-mirror-episode-2-Smart contracts and virtual purchase agreeme...
webinaire-green-mirror-episode-2-Smart contracts and virtual purchase agreeme...webinaire-green-mirror-episode-2-Smart contracts and virtual purchase agreeme...
webinaire-green-mirror-episode-2-Smart contracts and virtual purchase agreeme...Cluster TWEED
 
VIP Call Girls Saharanpur Aaradhya 8250192130 Independent Escort Service Saha...
VIP Call Girls Saharanpur Aaradhya 8250192130 Independent Escort Service Saha...VIP Call Girls Saharanpur Aaradhya 8250192130 Independent Escort Service Saha...
VIP Call Girls Saharanpur Aaradhya 8250192130 Independent Escort Service Saha...Suhani Kapoor
 
DENR EPR Law Compliance Updates April 2024
DENR EPR Law Compliance Updates April 2024DENR EPR Law Compliance Updates April 2024
DENR EPR Law Compliance Updates April 2024itadmin50
 
VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130
VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130
VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130Suhani Kapoor
 
Call Girls Magarpatta Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Magarpatta Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Magarpatta Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Magarpatta Call Me 7737669865 Budget Friendly No Advance Bookingroncy bisnoi
 
CSR_Module5_Green Earth Initiative, Tree Planting Day
CSR_Module5_Green Earth Initiative, Tree Planting DayCSR_Module5_Green Earth Initiative, Tree Planting Day
CSR_Module5_Green Earth Initiative, Tree Planting DayGeorgeDiamandis11
 

Kürzlich hochgeladen (20)

(DIYA) Call Girls Sinhagad Road ( 7001035870 ) HI-Fi Pune Escorts Service
(DIYA) Call Girls Sinhagad Road ( 7001035870 ) HI-Fi Pune Escorts Service(DIYA) Call Girls Sinhagad Road ( 7001035870 ) HI-Fi Pune Escorts Service
(DIYA) Call Girls Sinhagad Road ( 7001035870 ) HI-Fi Pune Escorts Service
 
Sustainable Clothing Strategies and Challenges
Sustainable Clothing Strategies and ChallengesSustainable Clothing Strategies and Challenges
Sustainable Clothing Strategies and Challenges
 
(PARI) Viman Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
(PARI) Viman Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...(PARI) Viman Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
(PARI) Viman Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
 
(NANDITA) Hadapsar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
(NANDITA) Hadapsar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...(NANDITA) Hadapsar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
(NANDITA) Hadapsar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
 
Call Girls In Yamuna Vihar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
Call Girls In Yamuna Vihar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCeCall Girls In Yamuna Vihar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
Call Girls In Yamuna Vihar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
 
Gandhi Nagar (Delhi) 9953330565 Escorts, Call Girls Services
Gandhi Nagar (Delhi) 9953330565 Escorts, Call Girls ServicesGandhi Nagar (Delhi) 9953330565 Escorts, Call Girls Services
Gandhi Nagar (Delhi) 9953330565 Escorts, Call Girls Services
 
Booking open Available Pune Call Girls Budhwar Peth 6297143586 Call Hot Indi...
Booking open Available Pune Call Girls Budhwar Peth  6297143586 Call Hot Indi...Booking open Available Pune Call Girls Budhwar Peth  6297143586 Call Hot Indi...
Booking open Available Pune Call Girls Budhwar Peth 6297143586 Call Hot Indi...
 
The Most Attractive Pune Call Girls Shirwal 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Shirwal 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Shirwal 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Shirwal 8250192130 Will You Miss This Cha...
 
VIP Call Girl Gorakhpur Aashi 8250192130 Independent Escort Service Gorakhpur
VIP Call Girl Gorakhpur Aashi 8250192130 Independent Escort Service GorakhpurVIP Call Girl Gorakhpur Aashi 8250192130 Independent Escort Service Gorakhpur
VIP Call Girl Gorakhpur Aashi 8250192130 Independent Escort Service Gorakhpur
 
Environmental Toxicology (environmental biology)
Environmental Toxicology (environmental biology)Environmental Toxicology (environmental biology)
Environmental Toxicology (environmental biology)
 
VIP Kolkata Call Girl Kalighat 👉 8250192130 Available With Room
VIP Kolkata Call Girl Kalighat 👉 8250192130  Available With RoomVIP Kolkata Call Girl Kalighat 👉 8250192130  Available With Room
VIP Kolkata Call Girl Kalighat 👉 8250192130 Available With Room
 
Booking open Available Pune Call Girls Parvati Darshan 6297143586 Call Hot I...
Booking open Available Pune Call Girls Parvati Darshan  6297143586 Call Hot I...Booking open Available Pune Call Girls Parvati Darshan  6297143586 Call Hot I...
Booking open Available Pune Call Girls Parvati Darshan 6297143586 Call Hot I...
 
webinaire-green-mirror-episode-2-Smart contracts and virtual purchase agreeme...
webinaire-green-mirror-episode-2-Smart contracts and virtual purchase agreeme...webinaire-green-mirror-episode-2-Smart contracts and virtual purchase agreeme...
webinaire-green-mirror-episode-2-Smart contracts and virtual purchase agreeme...
 
Sustainable Packaging
Sustainable PackagingSustainable Packaging
Sustainable Packaging
 
9953056974 ,Low Rate Call Girls In Adarsh Nagar Delhi 24hrs Available
9953056974 ,Low Rate Call Girls In Adarsh Nagar  Delhi 24hrs Available9953056974 ,Low Rate Call Girls In Adarsh Nagar  Delhi 24hrs Available
9953056974 ,Low Rate Call Girls In Adarsh Nagar Delhi 24hrs Available
 
VIP Call Girls Saharanpur Aaradhya 8250192130 Independent Escort Service Saha...
VIP Call Girls Saharanpur Aaradhya 8250192130 Independent Escort Service Saha...VIP Call Girls Saharanpur Aaradhya 8250192130 Independent Escort Service Saha...
VIP Call Girls Saharanpur Aaradhya 8250192130 Independent Escort Service Saha...
 
DENR EPR Law Compliance Updates April 2024
DENR EPR Law Compliance Updates April 2024DENR EPR Law Compliance Updates April 2024
DENR EPR Law Compliance Updates April 2024
 
VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130
VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130
VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130
 
Call Girls Magarpatta Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Magarpatta Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Magarpatta Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Magarpatta Call Me 7737669865 Budget Friendly No Advance Booking
 
CSR_Module5_Green Earth Initiative, Tree Planting Day
CSR_Module5_Green Earth Initiative, Tree Planting DayCSR_Module5_Green Earth Initiative, Tree Planting Day
CSR_Module5_Green Earth Initiative, Tree Planting Day
 

The challenge of managing water resources under uncertainty

  • 1. The challenge of managing water resources under uncertainty Meron Teferi Taye, REACH Ethiopia program manager Water and Land Resources Center Insert image here. Do not compress to fit the size. Instead, use the cropping tool (found under the format tab). Increase the size of the image proportionally until it fits the width of the slide, then crop to decrease the height.
  • 2. REACH Water Security and Poverty Conference 27-29 March | Keble College, Oxford Challenges of climate variability • Awash is a basin of extremes – Awash is a great example of uneven distribution of water in space and time. • Temporal variation – Wet season (kiremt) brings devastating floods and dry season causes water scarcity and droughts. • Spatial variation – Upstream areas (highlands) receive on average 1600 mm rainfall/year while downstream areas (lowlands) barely get 100 mm rainfall/year 14 16 18 20 22 24 26 28 30 0 20 40 60 80 100 120 140 160 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec Temperature(°C) Monthlyrainfall(mm) Rainfall Temeprature Kiremt Belg
  • 3. REACH Water Security and Poverty Conference 27-29 March | Keble College, Oxford Water availability per capita • Water availability per capita of Ethiopia is reaching the absolute water scarcity threshold, 1000 m3/capita/year – But in Awash basin it is already under this threshold at 325 m3per person/year (Adeba et al. 2016). • Annual variability of rainfall in the Awash basin – The last decade experienced below average years mostly. -40% -30% -20% -10% 0% 10% 20% 30% 40% 1982 1984 1986 1988 1990 1992 1994 1996 1998 2000 2002 2004 2006 2008 2010 2012 2014 2016 Precipitationanomaly(%) Year Awash 0 20 40 60 80 100 120 0 2000 4000 6000 8000 1950 1970 1990 2010 Populationnumber(inmillion) Water/capita/year(m3) Year Water per capita Threshold Population
  • 4. REACH Water Security and Poverty Conference 27-29 March | Keble College, Oxford • For the graph in previous slide we can have decreasing trend only if we start after 1984, still it won’t be significant • But the years after 2007 there are more drier years • Couldn’t find data on awash population as timeseries, anyone? To be deleted y = -0.0021x + 0.0346 R² = 0.0277 -40% -30% -20% -10% 0% 10% 20% 30% 1985 1986 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016
  • 5. REACH Water Security and Poverty Conference 27-29 March | Keble College, Oxford Climate change threat • Long term planning in the basin is also threatened by climate change – Temperature is increasing under all climate scenarios – The area covering the Awash basin shows mean temperature increment of 1.5°C to 3°C in the coming decades until 2100 • This will have implications on precipitation and water resouces Source: KNMI climate explorer, 2019
  • 6. REACH Water Security and Poverty Conference 27-29 March | Keble College, Oxford Climate change impact uncertainty • Estimating the impact of climate change impact on water resources requires several steps. – Climate models, downscaling methods, hydrological models • At all these steps there are sources of uncertainty that influence the climate change impact estimates on water resources
  • 7. REACH Water Security and Poverty Conference 27-29 March | Keble College, Oxford • Challenge of data availability and reliability is one of them – Stream gauges are scant as we go down to the downstream of the basin – Not so much information is available on water abstraction • Using methods/tools that deal with low data availability is important in climate change impact estimations to reduce uncertainty sources Climate change impact uncertainty
  • 8. REACH Water Security and Poverty Conference 27-29 March | Keble College, Oxford Climate models evaluation • One source of uncertainty comes from the climate models. • Analysis was done to find out ability of models at reproducing the historical climate. – Four metrics were used including: Seasonal cycle, Trends, Mean bias, and Variability • Three climate models met the selection criteria – This were used to find out the projections for hydrological variables
  • 9. REACH Water Security and Poverty Conference 27-29 March | Keble College, Oxford Impact on hydrological variables • Temperature projections – Consistent increasing trend until the end of the century • Precipitation projections show different signs for different months. – April is drier than the rest of the months with precipitation decrease of 24% on average. – May is projected to be drier by 14% on average. – June to August projected on average increase in precipitation of 4%, 9%, and 6%, respectively. Mid future (2031–2055) precipitation projections
  • 10. REACH Water Security and Poverty Conference 27-29 March | Keble College, Oxford Impact on hydrological variables • Changes were evaluated at scale of multidecadal mean water availability averaged over the basin area – 𝑊𝐴 𝑚 = 𝑃𝑚 − 𝐸𝑇 𝑚 – 𝑊𝐴_𝐶𝐹𝑚 = 𝑊𝐴_𝑓𝑢𝑡 𝑚 − 𝑊𝐴_ℎ𝑖𝑠 𝑚 – Note that this is not streamflow at outlet of the basin • This estimate or tool shows projected climate signal over the basin for long term planning – Ignores the complexity related to population dynamics, abstraction, etc. – It’s singles out impacts only due to climate change
  • 11. REACH Water Security and Poverty Conference 27-29 March | Keble College, Oxford Impact on hydrological variables • April to June are projected to face more intense water stress than the rest of the months – Due to decreasing precipitation and increasing temperature • April to June are critical for irrigators – Data from Awash basin authority on crop water requirement for 23 farms in the basin demonstrate highest requirement in May • This water stress is a potential conflict source among irrigators – Also between sectors such as hydropower and irrigation 0 1 2 3 4 5 6 7 8 9 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec Meancropwater requirement(m3) Millions
  • 12. REACH Water Security and Poverty Conference 27-29 March | Keble College, Oxford • Additional climate risk metrics are being mapped to look at seasonal scales with prolonged extreme events or consecutive dry seasons are being mapped by: – Counting the number of times there are seasons that are lower than a given threshold consecutively representing consecutive dry seasons – In the figures, 1 Standard deviation below average rainfall is set as a threshold for 1981-2017 period for selected consecutive seasons – Consecutive dry Belg- Kiremt seasons are more common in the eastern part of the basin Additional climate risk metrics Belg-Belg Kiremt-Kiremt Belg-Kiremt How much stronger or probable such events will be can be estimated from climate models projection (ongoing work)
  • 13. REACH Water Security and Poverty Conference 27-29 March | Keble College, Oxford • The basin has both climatic risks and decision making risks – Short term, long term, temporal and spatial variability • The climate signal tool provide information for longer term planning • Dry season water shortage/stress is projected to increase in the future as a result of climate change in the Awash basin – Note that uncertainty in precipitation is still a challenge for our region. But uncertainty by itself is an outcome that water managers should be aware of and plan towards strategies that work under a range of scenarios Planning with uncertainty
  • 14. REACH Water Security and Poverty Conference 27-29 March | Keble College, Oxford • Sustainable and collaborative water allocation systems, efficient water use mechanisms need to be in place – This calls for better coordination of upstream and downstream water managers and users • The need to refine our knowledge on the basin’s resource base is still paramount – Understanding groundwater helps to set up climate resilient water supply systems (ongoing work on GW in Awash) Planning with uncertainty