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The value of additional data to
design the hydrological model of
the Meuse
Laurène Bouaziz
24 oct 2017
Currently: HBV model
• Developed for Sweden
• Works well for high
discharges
• Models as tools
Meuse model
• Models as hypothesis
• How should the model look like?
Available data
• Historical timeseries (P, T, Q, E) – 45 basins
• Satellite based soil moisture
– VanderSat
– 100m resolution
• Piezometer levels (ADES, PIEZ’EAU)
• Landuse, elevation, geology
What I’ll show:
1 Historical series of P,E,Q
& the Budyko framework
Loss term
2 Satellite based soil moisture Summer and
winter processes
& constrain the
parameter beta
3 Satellite based soil moisture
& groundwater levels
Different model
concepts for
different parts of
the landscape
1. Plotting the long term water
balance
Andréassian and Perrin 2012
1. Plotting the long term water
balance
Andréassian and Perrin 2012
Ea = 0.97 * Ep
1. Estimating Ea with Budyko
Budyko 1974, Gentine 2012
Ea = 0.88 * Ep
1. Consequences for the model
• Deep percolation losses
– Karstification of limestone, chalk
• Abstractions
2. Satellite based soil moisture
• VanderSat
• 100 m resolution
• Almost daily 2015-2017
2. Previous work
• Van Dijk et al. used Microwave and MODIS
(5x5km)
• Worked good in natural rivers (monthly
timestep) but no good signal in rivers in
western Europe
2. Soil moisture based rating curve
2. Predict discharges using soil
moisture
Separate
rating curve
for summer
and winter
One rating
curve for
entire period
2. Constraining the beta parameter
𝑅
𝑃
=
𝑆𝑢
𝑆𝑢𝑚𝑎𝑥
𝑏𝑒𝑡𝑎
3. Groundwater and soil moisture
3. Consequences for the model
• Coupled soil moisture and
groundwater schematization
• Different model concept for
the riparian zones
Summary
1 Historical series of P,E,Q
& the Budyko framework
Loss term
2 Satellite based soil moisture Summer and
winter processes
& constrain the
parameter beta
3 Satellite based soil moisture
& groundwater levels
Different model
concepts for
different parts of
the landscape
Conclusion
• Additional sources of data and creative use
of data may help to define the model
structure and/or constrain the model
parameters
• Shift the focus from parameter fitting
towards process understanding
Merci

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DSD-INT 2017 The use of additional sources of data for hydrological modelling in the Meuse basin - Bouaziz

  • 1. The value of additional data to design the hydrological model of the Meuse Laurène Bouaziz 24 oct 2017
  • 2. Currently: HBV model • Developed for Sweden • Works well for high discharges • Models as tools
  • 3. Meuse model • Models as hypothesis • How should the model look like?
  • 4. Available data • Historical timeseries (P, T, Q, E) – 45 basins • Satellite based soil moisture – VanderSat – 100m resolution • Piezometer levels (ADES, PIEZ’EAU) • Landuse, elevation, geology
  • 5. What I’ll show: 1 Historical series of P,E,Q & the Budyko framework Loss term 2 Satellite based soil moisture Summer and winter processes & constrain the parameter beta 3 Satellite based soil moisture & groundwater levels Different model concepts for different parts of the landscape
  • 6. 1. Plotting the long term water balance Andréassian and Perrin 2012
  • 7. 1. Plotting the long term water balance Andréassian and Perrin 2012 Ea = 0.97 * Ep
  • 8. 1. Estimating Ea with Budyko Budyko 1974, Gentine 2012 Ea = 0.88 * Ep
  • 9. 1. Consequences for the model • Deep percolation losses – Karstification of limestone, chalk • Abstractions
  • 10. 2. Satellite based soil moisture • VanderSat • 100 m resolution • Almost daily 2015-2017
  • 11. 2. Previous work • Van Dijk et al. used Microwave and MODIS (5x5km) • Worked good in natural rivers (monthly timestep) but no good signal in rivers in western Europe
  • 12. 2. Soil moisture based rating curve
  • 13. 2. Predict discharges using soil moisture Separate rating curve for summer and winter One rating curve for entire period
  • 14. 2. Constraining the beta parameter 𝑅 𝑃 = 𝑆𝑢 𝑆𝑢𝑚𝑎𝑥 𝑏𝑒𝑡𝑎
  • 15. 3. Groundwater and soil moisture
  • 16. 3. Consequences for the model • Coupled soil moisture and groundwater schematization • Different model concept for the riparian zones
  • 17. Summary 1 Historical series of P,E,Q & the Budyko framework Loss term 2 Satellite based soil moisture Summer and winter processes & constrain the parameter beta 3 Satellite based soil moisture & groundwater levels Different model concepts for different parts of the landscape
  • 18. Conclusion • Additional sources of data and creative use of data may help to define the model structure and/or constrain the model parameters • Shift the focus from parameter fitting towards process understanding
  • 19. Merci