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© NERC All rights reserved
Helen Bonsor, Alan
MacDonald, Murray
Lark, Kay Smith,
Laurent Longuevergne
Application of GRACE data to understand
groundwater resources – examples from Africa
and SE Asia
© NERC All rights reserved
Growing interest in changes in groundwater storage
Concerns of sustainability – but loose definitions (see Foster in HJ)
Lack of direct observations, lots of models – a perfect storm !
Why bother ?
© NERC All rights reserved
GRACE satellites
Twin satellites launched
March 2002, measuring
the geoid
Monthly changes in gravity
to 2 – 4 mGals
Footprint of 400 x 400km
Relates to water mass
change Tapley et al. Science 2004
© NERC All rights reserved
Groundwater Community
Rodell: Nature 2009
© NERC All rights reserved
African Basins – based on geology
African groundwater basins – dynamics and long-
term trends
© NERC All rights reserved
Datasets used
Total water storage from Grace
(CSR release 04)
Rainfall data from NASA TRMM
Soil Moisture from NOAH land
model of GLDAS – but only used
top 3 layers
∆GWS = ∆TWS – ∆SMS, where ∆SMS (above
ZFP)
Statistical approach – empirical
temporal variograms, linear mixed
models
© NERC All rights reserved
Global / continental models…
© NERC All rights reserved
Statistical results
© NERC All rights reserved
TWS and rainfall
© NERC All rights reserved
Long term trends
10 km3
2 km3
© NERC All rights reserved
Estimating groundwater component
Using upper 3 layers of NOAH GLDAS, related - but does
not explain all variance
Groundwater 24-45% of annual TWS in southern basins
Groundwater 55-78% of annual TWS in northern basins
Importance of different land uses
© NERC All rights reserved
TWS and annual recharge
© NERC All rights reserved
Does it make sense? • Compare to
recharge studies
• Occasional gw level
fluctuations
• Sahelian Paradox
• Land use patters
© NERC All rights reserved
Africa Summary
GRACE, TRMM and GLDAS useful for
characterising storage changes in basins
North African Basins and Karoo, Somalia show
lack of periodicity,
Sahelian basins show periodicity and
estimated significant recharge
Central and southern basins, periodicity but
less recharge
Groundwater accumulation observed, but no
significant regional depletion
© NERC All rights reserved
1. Recharge from rainfall,
canals and rivers
2. Significant rainfall gradient
3. Abstraction high – 205 km3
25% global abstraction;
4. GW storage 30,000 km3
20 times the annual flow in
the GMB + Indus, 100 x
storage in dams
5. Yields > 20 l/s often high
6. Large systematic variations
in aquifer: permeability,
storage and anisotropy
IGB groundwater resource – complex, highly
abstracted system
Bonsor et al. Hydrogeol J. (submitted)
© NERC All rights reserved
Long term hydrographs
Long term history of accumulation
Canal leakage since 1850s led to
groundwater rise and salinization
MacDonald et al. (2016) Nature Geoscience
© NERC All rights reserved
Groundwater depletion – insitu monitoring
data
Water table is near stable across 70%
of the aquifer, falling in 33%
Complex pattern influenced by rainfall,
canals, abstraction
Net depletion of 8 km3per annum
MacDonald et al. (2016) Nature Geoscience
© NERC All rights reserved
Comparisons with Grace
MacDonald et al. (2016) Nature Geoscience Supplementary Material
Grace dominated by depletion in Rajasthan Desert
Depletion in the main IGB aquifer is poorly resolved
Rodell et al. Tiwari et al. Chen et al. Panda et al.
© NERC All rights reserved
Summary
GRACE, TRMM and GLDAS useful for
characterising storage changes in basins
Consistent, discrete basin responses can be
characterised
Statistical approach to interpret GRACE data
useful and additive to LSM analyses
In situ data essential to interpret GRACE data
at fine resolution (Scanlon, and IGB)

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3.9 IUKWC Workshop Freshwater EO - Helen Bonsor - Jun17

  • 1. © NERC All rights reserved Helen Bonsor, Alan MacDonald, Murray Lark, Kay Smith, Laurent Longuevergne Application of GRACE data to understand groundwater resources – examples from Africa and SE Asia
  • 2. © NERC All rights reserved Growing interest in changes in groundwater storage Concerns of sustainability – but loose definitions (see Foster in HJ) Lack of direct observations, lots of models – a perfect storm ! Why bother ?
  • 3. © NERC All rights reserved GRACE satellites Twin satellites launched March 2002, measuring the geoid Monthly changes in gravity to 2 – 4 mGals Footprint of 400 x 400km Relates to water mass change Tapley et al. Science 2004
  • 4. © NERC All rights reserved Groundwater Community Rodell: Nature 2009
  • 5. © NERC All rights reserved African Basins – based on geology African groundwater basins – dynamics and long- term trends
  • 6. © NERC All rights reserved Datasets used Total water storage from Grace (CSR release 04) Rainfall data from NASA TRMM Soil Moisture from NOAH land model of GLDAS – but only used top 3 layers ∆GWS = ∆TWS – ∆SMS, where ∆SMS (above ZFP) Statistical approach – empirical temporal variograms, linear mixed models
  • 7. © NERC All rights reserved Global / continental models…
  • 8. © NERC All rights reserved Statistical results
  • 9. © NERC All rights reserved TWS and rainfall
  • 10. © NERC All rights reserved Long term trends 10 km3 2 km3
  • 11. © NERC All rights reserved Estimating groundwater component Using upper 3 layers of NOAH GLDAS, related - but does not explain all variance Groundwater 24-45% of annual TWS in southern basins Groundwater 55-78% of annual TWS in northern basins Importance of different land uses
  • 12. © NERC All rights reserved TWS and annual recharge
  • 13. © NERC All rights reserved Does it make sense? • Compare to recharge studies • Occasional gw level fluctuations • Sahelian Paradox • Land use patters
  • 14. © NERC All rights reserved Africa Summary GRACE, TRMM and GLDAS useful for characterising storage changes in basins North African Basins and Karoo, Somalia show lack of periodicity, Sahelian basins show periodicity and estimated significant recharge Central and southern basins, periodicity but less recharge Groundwater accumulation observed, but no significant regional depletion
  • 15. © NERC All rights reserved 1. Recharge from rainfall, canals and rivers 2. Significant rainfall gradient 3. Abstraction high – 205 km3 25% global abstraction; 4. GW storage 30,000 km3 20 times the annual flow in the GMB + Indus, 100 x storage in dams 5. Yields > 20 l/s often high 6. Large systematic variations in aquifer: permeability, storage and anisotropy IGB groundwater resource – complex, highly abstracted system Bonsor et al. Hydrogeol J. (submitted)
  • 16. © NERC All rights reserved Long term hydrographs Long term history of accumulation Canal leakage since 1850s led to groundwater rise and salinization MacDonald et al. (2016) Nature Geoscience
  • 17. © NERC All rights reserved Groundwater depletion – insitu monitoring data Water table is near stable across 70% of the aquifer, falling in 33% Complex pattern influenced by rainfall, canals, abstraction Net depletion of 8 km3per annum MacDonald et al. (2016) Nature Geoscience
  • 18. © NERC All rights reserved Comparisons with Grace MacDonald et al. (2016) Nature Geoscience Supplementary Material Grace dominated by depletion in Rajasthan Desert Depletion in the main IGB aquifer is poorly resolved Rodell et al. Tiwari et al. Chen et al. Panda et al.
  • 19. © NERC All rights reserved Summary GRACE, TRMM and GLDAS useful for characterising storage changes in basins Consistent, discrete basin responses can be characterised Statistical approach to interpret GRACE data useful and additive to LSM analyses In situ data essential to interpret GRACE data at fine resolution (Scanlon, and IGB)