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Hélène Boisgontier
Ümit Taner, Peter Gijsbers, Tjalling de Jong, Jaap Langemeijer
Homero Alejandro Paltan Lopez
Online, open-source toolbox for rapid
bottom-up climate risk assessment
22 February 2023
Climate Stress Testing
Toolbox
2
Conventional
approach
(predict → act)
What would the
future be?
(projections)
Seek optimality
How would the
system respond?
3
Conventional
approach
(predict → act)
Bottom-up
approaches
What would the
future be?
(projections)
Seek optimality
How would the
system respond?
What are
vulnerabilities?
(stress testing)
Seek robustness
How concerned
shall we be?
(climate-informed
likelihoods)
World Bank used bottom-up approaches in lending
and analytical work (2015-2021)
4
Lessons learned
• Require specific knowledge
(PhDs) and lots of effort
• Not easily done with common
modeling software
• Access to data is a problem
• …
Online, open-source toolbox for rapid bottom-up
climate risk assessment
• Developed for general practitioners & analysts (GUI)
• Open-source software on the cloud, no installation necessary
• Readily linked to common climate datasets (CMIP6, ERA5, CHIRPS)
• Initially developed to assess hydrological risks (droughts and/or floods)
5
What the tool will do:
1. Create a project virtually anywhere in the world and rapidly build a distributed hydrology
model
2. Explore climate uncertainty from historical data & GCM* information
3. Design and execute a climate stress test to explore hydrological outputs across a wide
range of futures
4. Interactively assess vulnerabilities and risk with user-defined thresholds and GCM
information
6
*Global Climate Model
Voettekst
van
de
presentatie
8
1. Generate many weather series to
explore natural variability & climate
change (weather generator)
2. Simulate hydrological response to
those weather conditions (wflow)
3. Reveal conditions leading
vulnerabilities – conditions causing
problems based on critical thresholds
4. Assess the plausibility of
vulnerabilities using climate-
information
Weather
Generator
1
Climate stress testing
Voettekst
van
de
presentatie
9
1. Generate many weather series to
explore natural variability & climate
change (weather generator)
2. Simulate hydrological response to
those weather conditions (wflow)
1. Simulate hydrological response to
those weather conditions (wflow)
2. Reveal conditions leading
vulnerabilities – conditions causing
problems based on critical thresholds
3. Assess the plausibility of
Weather
Generator
1
Climate stress testing
Hydrology model
(wflow)
2
Voettekst
van
de
presentatie
10
1. Generate many weather series to
explore natural variability & climate
change (weather generator)
2. Simulate hydrological response to
those weather conditions (wflow)
3. Reveal conditions leading
vulnerabilities – conditions causing
problems based on critical thresholds
1. Simulate hydrological response to
those weather conditions (wflow)
2. Reveal conditions leading
Weather
Generator
1
Climate stress testing
Hydrology model
(wflow)
2
3
Climate
response
surface
Voettekst
van
de
presentatie
11
1. Generate many weather series to
explore natural variability & climate
change (weather generator)
2. Simulate hydrological response to
those weather conditions (wflow)
3. Reveal conditions leading
vulnerabilities – conditions causing
problems based on critical thresholds
4. Assess climate-informed risks using
GCM projections (or other information)
Weather
Generator
1
Climate stress testing
Hydrology model
(wflow)
2
Climate
response
surface
GCM
Projections
3 4
+
Software used within the Climate Stress
Testing toolbox
12
13
*Adopted from Steinschneider et al. (2013)
HydroMT
model builder interface
https://github.com/Deltares/hydromt
https://github.com/Deltares/Wflow.jl
WFLOW
Distributed hydrological model
Multi-grid weather generator*
https://github.com/Deltares/weathergenr
Main tools used in CST toolbox
Weather generator
14
• Generates multi-grid, multi-
variable daily time-series
• Preserve historical statistics:
• Multi-year wet/dry patterns
• First & higher-order statistics (mean,
variance, skewness etc.)
• Temporal/spatial correlations
Weather generator
Perturb desired climate statistics to impose climatic changes
• Means conditions (annual/seasonal)
• Variability and extremes (annual/seasonal)
• Transition probs. between wet and dry states
15
Wflow
16
• The Deltares open-source hydrological
modelling framework
• Used for catchment-scale rainfall-runoff
modelling
• Fully distributed (grid-based)
• Physics-based
• Open-source & free:
• Source code (Julia:
https://github.com/Deltares/Wflow.jl)
• Pre-compiled versions availble for
registered users (.exe)
HydroMT
HydroMT (Hydro Model Tools) is an open-source Python
package at the interface between data, users, and water
system models.
Builds and updates inter-connected environmental
models for hydrology, water quality, groundwater,
water resources and environmental impacts applications.
Anywhere in the world.
Using global and/or local data.
In a fast and reproducible way.
17
GUI illustration
18
Voettekst
van
de
presentatie
19
Dashboard
projects
2. Select climate
data
3. Setup hydro
model
4. Assess model
goodness-of-fit
5. Design stress
test experiment
6. Assess
climate-informed
risks
1. Define project
area
20
Dashboard
projects
2. Select climate
data
3. Setup hydro
model
4. Assess model
goodness-of-fit
5. Design stress
test experiment
6. Assess
climate-informed
risks
1. Define
project area
Voettekst
van
de
presentatie
21
Dashboard
projects
2. Select
climate data
3. Setup hydro
model
4. Assess model
goodness-of-fit
5. Design stress
test experiment
6. Assess
climate-informed
risks
1. Define project
area
Voettekst
van
de
presentatie
22
Dashboard
projects
2. Select climate
data
3. Setup hydro
model
4. Assess model
goodness-of-fit
5. Design stress
test experiment
6. Assess
climate-informed
risks
1. Define project
area
Voettekst
van
de
presentatie
23
Dashboard
projects
2. Select climate
data
3. Setup hydro
model
4. Assess
model
goodness-of-fit
5. Design stress
test experiment
6. Assess
climate-informed
risks
1. Define project
area
Voettekst
van
de
presentatie
24
Dashboard
projects
2. Select climate
data
3. Setup hydro
model
4. Assess model
goodness-of-fit
5. Design stress
test experiment
6. Assess
climate-informed
risks
1. Define project
area
Voettekst
van
de
presentatie
25
Dashboard
projects
2. Select climate
data
3. Setup hydro
model
4. Assess model
goodness-of-fit
5. Design stress
test experiment
6. Assess
climate-
informed risks
1. Define project
area
Status of the tool
• Final design of the interface
• Start testing together locally with the World Bank in Cambodia and South Africa
• Migrate the tool to the cloud
• Tests with World Bank users
• Future: open the tool to stakeholders and practicionners
26
Thank you for your attention

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DSD-SEA 2023 Climate Stress Test Toolbox - Boisgontier

  • 1. Hélène Boisgontier Ümit Taner, Peter Gijsbers, Tjalling de Jong, Jaap Langemeijer Homero Alejandro Paltan Lopez Online, open-source toolbox for rapid bottom-up climate risk assessment 22 February 2023 Climate Stress Testing Toolbox
  • 2. 2 Conventional approach (predict → act) What would the future be? (projections) Seek optimality How would the system respond?
  • 3. 3 Conventional approach (predict → act) Bottom-up approaches What would the future be? (projections) Seek optimality How would the system respond? What are vulnerabilities? (stress testing) Seek robustness How concerned shall we be? (climate-informed likelihoods)
  • 4. World Bank used bottom-up approaches in lending and analytical work (2015-2021) 4 Lessons learned • Require specific knowledge (PhDs) and lots of effort • Not easily done with common modeling software • Access to data is a problem • …
  • 5. Online, open-source toolbox for rapid bottom-up climate risk assessment • Developed for general practitioners & analysts (GUI) • Open-source software on the cloud, no installation necessary • Readily linked to common climate datasets (CMIP6, ERA5, CHIRPS) • Initially developed to assess hydrological risks (droughts and/or floods) 5
  • 6. What the tool will do: 1. Create a project virtually anywhere in the world and rapidly build a distributed hydrology model 2. Explore climate uncertainty from historical data & GCM* information 3. Design and execute a climate stress test to explore hydrological outputs across a wide range of futures 4. Interactively assess vulnerabilities and risk with user-defined thresholds and GCM information 6 *Global Climate Model
  • 7. Voettekst van de presentatie 8 1. Generate many weather series to explore natural variability & climate change (weather generator) 2. Simulate hydrological response to those weather conditions (wflow) 3. Reveal conditions leading vulnerabilities – conditions causing problems based on critical thresholds 4. Assess the plausibility of vulnerabilities using climate- information Weather Generator 1 Climate stress testing
  • 8. Voettekst van de presentatie 9 1. Generate many weather series to explore natural variability & climate change (weather generator) 2. Simulate hydrological response to those weather conditions (wflow) 1. Simulate hydrological response to those weather conditions (wflow) 2. Reveal conditions leading vulnerabilities – conditions causing problems based on critical thresholds 3. Assess the plausibility of Weather Generator 1 Climate stress testing Hydrology model (wflow) 2
  • 9. Voettekst van de presentatie 10 1. Generate many weather series to explore natural variability & climate change (weather generator) 2. Simulate hydrological response to those weather conditions (wflow) 3. Reveal conditions leading vulnerabilities – conditions causing problems based on critical thresholds 1. Simulate hydrological response to those weather conditions (wflow) 2. Reveal conditions leading Weather Generator 1 Climate stress testing Hydrology model (wflow) 2 3 Climate response surface
  • 10. Voettekst van de presentatie 11 1. Generate many weather series to explore natural variability & climate change (weather generator) 2. Simulate hydrological response to those weather conditions (wflow) 3. Reveal conditions leading vulnerabilities – conditions causing problems based on critical thresholds 4. Assess climate-informed risks using GCM projections (or other information) Weather Generator 1 Climate stress testing Hydrology model (wflow) 2 Climate response surface GCM Projections 3 4 +
  • 11. Software used within the Climate Stress Testing toolbox 12
  • 12. 13 *Adopted from Steinschneider et al. (2013) HydroMT model builder interface https://github.com/Deltares/hydromt https://github.com/Deltares/Wflow.jl WFLOW Distributed hydrological model Multi-grid weather generator* https://github.com/Deltares/weathergenr Main tools used in CST toolbox
  • 13. Weather generator 14 • Generates multi-grid, multi- variable daily time-series • Preserve historical statistics: • Multi-year wet/dry patterns • First & higher-order statistics (mean, variance, skewness etc.) • Temporal/spatial correlations
  • 14. Weather generator Perturb desired climate statistics to impose climatic changes • Means conditions (annual/seasonal) • Variability and extremes (annual/seasonal) • Transition probs. between wet and dry states 15
  • 15. Wflow 16 • The Deltares open-source hydrological modelling framework • Used for catchment-scale rainfall-runoff modelling • Fully distributed (grid-based) • Physics-based • Open-source & free: • Source code (Julia: https://github.com/Deltares/Wflow.jl) • Pre-compiled versions availble for registered users (.exe)
  • 16. HydroMT HydroMT (Hydro Model Tools) is an open-source Python package at the interface between data, users, and water system models. Builds and updates inter-connected environmental models for hydrology, water quality, groundwater, water resources and environmental impacts applications. Anywhere in the world. Using global and/or local data. In a fast and reproducible way. 17
  • 18. Voettekst van de presentatie 19 Dashboard projects 2. Select climate data 3. Setup hydro model 4. Assess model goodness-of-fit 5. Design stress test experiment 6. Assess climate-informed risks 1. Define project area
  • 19. 20 Dashboard projects 2. Select climate data 3. Setup hydro model 4. Assess model goodness-of-fit 5. Design stress test experiment 6. Assess climate-informed risks 1. Define project area
  • 20. Voettekst van de presentatie 21 Dashboard projects 2. Select climate data 3. Setup hydro model 4. Assess model goodness-of-fit 5. Design stress test experiment 6. Assess climate-informed risks 1. Define project area
  • 21. Voettekst van de presentatie 22 Dashboard projects 2. Select climate data 3. Setup hydro model 4. Assess model goodness-of-fit 5. Design stress test experiment 6. Assess climate-informed risks 1. Define project area
  • 22. Voettekst van de presentatie 23 Dashboard projects 2. Select climate data 3. Setup hydro model 4. Assess model goodness-of-fit 5. Design stress test experiment 6. Assess climate-informed risks 1. Define project area
  • 23. Voettekst van de presentatie 24 Dashboard projects 2. Select climate data 3. Setup hydro model 4. Assess model goodness-of-fit 5. Design stress test experiment 6. Assess climate-informed risks 1. Define project area
  • 24. Voettekst van de presentatie 25 Dashboard projects 2. Select climate data 3. Setup hydro model 4. Assess model goodness-of-fit 5. Design stress test experiment 6. Assess climate- informed risks 1. Define project area
  • 25. Status of the tool • Final design of the interface • Start testing together locally with the World Bank in Cambodia and South Africa • Migrate the tool to the cloud • Tests with World Bank users • Future: open the tool to stakeholders and practicionners 26
  • 26. Thank you for your attention