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Flood hazard maps for spatial development
A pragmatic approach based
on existing LIWO scenarios
27 September 2023
Thomas Stolp
Flood information system
Motivation
Flood hazard maps are available in the Water and
Floods Information System (LIWO).
Up to date flood information, for all of the
Netherlands.
Consist of a set of +-3000 simulations.
2
https://basisinformatie-overstromingen.nl/
Maximum water depth in the Netherlands
Use of flood scenarios
Motivation
3
We use existing flood scenarios to
create water risk profiles.
All locations in the Netherlands, you
may be at risk of floods from:
Primary, regional defences or
precipitation.
Breach locations
Primary defences
Use of flood scenarios
Motivation
4
All locations in the Netherlands, you
may be at risk of floods, from:
Primary, regional defences or
precipitation.
Risk profile
Use of flood scenarios
Motivation
Risk profiles can be used to creates maps and provide information to
decisionmakers. Now, and for the future.
5
Changes in boundary conditions
Motivation
Different climate scenarios, effect on sea level
rise.
Boundary conditions of flood scenarios
change.
There is a need for new scenarios to assess the
year 2100 (even 2150?).
6
Discharge
Lobith
[m3/m]
Sea
level
rise
[m]
Year
Return period
New flood scenarios needed
Motivation
Due to climate change, we expect more
extreme conditions. Besides, big system
interventions are being considered.
The current set of flood scenarios on LIWO are
not sufficient for these existing situations and
interventions.
7
Protect, closed Protect, open
Seaward Move along
Create a new set of scenarios, based on existing LIWO set
Goal
Create a tool for rapid generation of flood
inundation maps with boundary conditions
defined by the user:
- Other (more extreme) hydraulic boundary
conditions
- Other spatial development
To be used for climate risk analyses and
adaptation studies.
8
To be defined
Scenario R = 4.000 years
Scenario R = 40.000 years
Scenario R = 400.000 years
Simplified models
Motivation
How far can we get with simplified models?
9
Consist of two components
Methodology
1. Volume estimation
How do you estimate the volume of water that
passes through a breach for the more extreme
situations?
10
2. Flood pattern
How does the flood propagate over land?
Linear fit of volume against inflowing volume with return periods
Concept
The method is based on a fit of the volume in the flooded area of
existing LIWO scenarios and the relation with the boundary
condition for certain return periods.
If no new situation arises in the river but only more extreme, then it
is possible to extrapolate based on the return period.
Does the hydrograph change? Then hydrographs per scenarios must
be considered and the volume under the curve must be decided to
extrapolate.
Hydrographs can be available in the original LIWO scenario. If not, it
a standard hydrograph must be derived for the location of the
breach.
11
Multiple possibilities
1. Volume estimation
12
On this location I have only
a single LIWO scenario
On this breach location I
have multiple LIWO
scenarios
New hydrograph
Climate risk
1. Estimate the volume of
maximum water depth
map and the
corresponding return
period.
2. 2. Create a linear fit
between volume and
return period.
3. 3. Extrapolate to
desired return period
It’s not possible to
extrapolate on one of these
methods.
Check if adjacent breach has
more than one scenario.
Do you have an original
hydrograph with the LIWO
scenarios?
Do you have access to a
standard hydrograph?
1. Estimate area under
original hydrograph.
2. Estimate volume
maximum water depth
LIWO scenario.
3. Estimate new
hydrograph and
estimate area under
original discharge.
4. Create a linear fit to get
a new volume.
1. Create a standard
hydrograph based on
hydrograph tools for
existing scenarios.
2. Make new
hydrographs.
3. Estimate area under the
curve for all
hydrographs.
4. Estimate volume
maximum water depth
maps.
5. Make a linear fit and
estimate the new
volume.
Create a new scenario
Various possibilities
1. Volumebepaling
13
Volume under curve
of used hydrograph
Volume
max.
inundation
map
Normative water level
(NWL) + height factor 10
larger freq. of exceedance
NWL NWL+1D
Volume under curve
Standard hydrograph
More extreme scenarios New hydrographs
NWL+2D
Example
1. Volume estimation
14
TP
TP+1D
Scenario R = 4.000 years
Scenario R = 40.000 years
1. For every flood simulations in the LIWO set, we can
get a volume of the resulting inundation map.
2. This volume can be coupled to the 2D-volume
corresponding to the used hydrograph.
3. We plot these points and make a linear fit.
Example
1. Volume estimation
4. A new hydrograph gives a new volume
15
Time of breach
V_in
New volume, from
hydrograph
TP
TP+1D
Example
1. Volume estimation
5. Next, we can estimate a new volume of the maximum
water depth map corresponding to our linear model.
16
Time of breach
V_in
TP
TP+1D
Volume of
inundation map
Steps
Flood pattern
1. Increase water depth in already flooded
cells.
2. Find additional flooded areas.
17
Steps
Flood pattern
1. Increase water depth in already flooded
cells.
2. Find additional flooded areas.
18
→ Per pixel, estimate max water depth increase
Steps
Flood pattern
1. Increase water depth in already flooded
cells.
2. Find additional flooded areas.
19
Iterative process:
I. Locate surrounding dry cells
II. Interpolate with nearest pixel value of
water height
III. Check larger than or smaller than DEM
IV. Assign water depth if > DEM
Estimate additional flooded area – iterative process
Method
20
Retrieve boundary of wet cells Assign nearest water height value
Check DEM
Als h hoger dan maaiveld:
d = h - maaiveld
Anders:
d =0
Assign waterdepth
Operations on images
Method
Morphological operations, set of
techniques that use shapes and
structure in images for adjustments
(based on binary).
21
• Dilation
• Erosion
• Closing
• Opening
• Hit-or-miss
Operators
Example: simple dilation
IJsselmonde dike ring 17
Example
22
Maximum water depth NWL+2D
Water depth of iteration 1
IJsselmonde dike ring 17
Example
23
Maximum water depth NWL+2D
Water depth of iteration 7
IJsselmonde dike ring 17
Example
24
Maximum water depth NWL+2D
Water depth of iteration 14
IJsselmonde dike ring 17
Example
25
LIWO scenario NWL+2D
Approximation NWL+2D Absolute difference
IJsselmonde dike ring 17
Example
26
LIWO scenario NWL+2D
Approximation NWL+2D
Add filter based on the distance to breach location.
IJsselmonde dike ring 17
Example
27
LIWO scenario TP+2D
Approximation TP+2D Absolute difference
To refine our method
Research questions
What are ways to improve this method? Use
of AI?
Can we reconstruct the simulations in current
LIWO set, to validate this method?
How can we incorporate more domain
knowledge?
28
Thomas Stolp
stolp@hkv.nl
Thanks for listening

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DSD-INT 2023 Flood hazard maps for spatial development - Stolp

  • 1. Flood hazard maps for spatial development A pragmatic approach based on existing LIWO scenarios 27 September 2023 Thomas Stolp
  • 2. Flood information system Motivation Flood hazard maps are available in the Water and Floods Information System (LIWO). Up to date flood information, for all of the Netherlands. Consist of a set of +-3000 simulations. 2 https://basisinformatie-overstromingen.nl/ Maximum water depth in the Netherlands
  • 3. Use of flood scenarios Motivation 3 We use existing flood scenarios to create water risk profiles. All locations in the Netherlands, you may be at risk of floods from: Primary, regional defences or precipitation. Breach locations Primary defences
  • 4. Use of flood scenarios Motivation 4 All locations in the Netherlands, you may be at risk of floods, from: Primary, regional defences or precipitation. Risk profile
  • 5. Use of flood scenarios Motivation Risk profiles can be used to creates maps and provide information to decisionmakers. Now, and for the future. 5
  • 6. Changes in boundary conditions Motivation Different climate scenarios, effect on sea level rise. Boundary conditions of flood scenarios change. There is a need for new scenarios to assess the year 2100 (even 2150?). 6 Discharge Lobith [m3/m] Sea level rise [m] Year Return period
  • 7. New flood scenarios needed Motivation Due to climate change, we expect more extreme conditions. Besides, big system interventions are being considered. The current set of flood scenarios on LIWO are not sufficient for these existing situations and interventions. 7 Protect, closed Protect, open Seaward Move along
  • 8. Create a new set of scenarios, based on existing LIWO set Goal Create a tool for rapid generation of flood inundation maps with boundary conditions defined by the user: - Other (more extreme) hydraulic boundary conditions - Other spatial development To be used for climate risk analyses and adaptation studies. 8 To be defined Scenario R = 4.000 years Scenario R = 40.000 years Scenario R = 400.000 years
  • 9. Simplified models Motivation How far can we get with simplified models? 9
  • 10. Consist of two components Methodology 1. Volume estimation How do you estimate the volume of water that passes through a breach for the more extreme situations? 10 2. Flood pattern How does the flood propagate over land?
  • 11. Linear fit of volume against inflowing volume with return periods Concept The method is based on a fit of the volume in the flooded area of existing LIWO scenarios and the relation with the boundary condition for certain return periods. If no new situation arises in the river but only more extreme, then it is possible to extrapolate based on the return period. Does the hydrograph change? Then hydrographs per scenarios must be considered and the volume under the curve must be decided to extrapolate. Hydrographs can be available in the original LIWO scenario. If not, it a standard hydrograph must be derived for the location of the breach. 11
  • 12. Multiple possibilities 1. Volume estimation 12 On this location I have only a single LIWO scenario On this breach location I have multiple LIWO scenarios New hydrograph Climate risk 1. Estimate the volume of maximum water depth map and the corresponding return period. 2. 2. Create a linear fit between volume and return period. 3. 3. Extrapolate to desired return period It’s not possible to extrapolate on one of these methods. Check if adjacent breach has more than one scenario. Do you have an original hydrograph with the LIWO scenarios? Do you have access to a standard hydrograph? 1. Estimate area under original hydrograph. 2. Estimate volume maximum water depth LIWO scenario. 3. Estimate new hydrograph and estimate area under original discharge. 4. Create a linear fit to get a new volume. 1. Create a standard hydrograph based on hydrograph tools for existing scenarios. 2. Make new hydrographs. 3. Estimate area under the curve for all hydrographs. 4. Estimate volume maximum water depth maps. 5. Make a linear fit and estimate the new volume. Create a new scenario
  • 13. Various possibilities 1. Volumebepaling 13 Volume under curve of used hydrograph Volume max. inundation map Normative water level (NWL) + height factor 10 larger freq. of exceedance NWL NWL+1D Volume under curve Standard hydrograph More extreme scenarios New hydrographs NWL+2D
  • 14. Example 1. Volume estimation 14 TP TP+1D Scenario R = 4.000 years Scenario R = 40.000 years 1. For every flood simulations in the LIWO set, we can get a volume of the resulting inundation map. 2. This volume can be coupled to the 2D-volume corresponding to the used hydrograph. 3. We plot these points and make a linear fit.
  • 15. Example 1. Volume estimation 4. A new hydrograph gives a new volume 15 Time of breach V_in New volume, from hydrograph TP TP+1D
  • 16. Example 1. Volume estimation 5. Next, we can estimate a new volume of the maximum water depth map corresponding to our linear model. 16 Time of breach V_in TP TP+1D Volume of inundation map
  • 17. Steps Flood pattern 1. Increase water depth in already flooded cells. 2. Find additional flooded areas. 17
  • 18. Steps Flood pattern 1. Increase water depth in already flooded cells. 2. Find additional flooded areas. 18 → Per pixel, estimate max water depth increase
  • 19. Steps Flood pattern 1. Increase water depth in already flooded cells. 2. Find additional flooded areas. 19 Iterative process: I. Locate surrounding dry cells II. Interpolate with nearest pixel value of water height III. Check larger than or smaller than DEM IV. Assign water depth if > DEM
  • 20. Estimate additional flooded area – iterative process Method 20 Retrieve boundary of wet cells Assign nearest water height value Check DEM Als h hoger dan maaiveld: d = h - maaiveld Anders: d =0 Assign waterdepth
  • 21. Operations on images Method Morphological operations, set of techniques that use shapes and structure in images for adjustments (based on binary). 21 • Dilation • Erosion • Closing • Opening • Hit-or-miss Operators Example: simple dilation
  • 22. IJsselmonde dike ring 17 Example 22 Maximum water depth NWL+2D Water depth of iteration 1
  • 23. IJsselmonde dike ring 17 Example 23 Maximum water depth NWL+2D Water depth of iteration 7
  • 24. IJsselmonde dike ring 17 Example 24 Maximum water depth NWL+2D Water depth of iteration 14
  • 25. IJsselmonde dike ring 17 Example 25 LIWO scenario NWL+2D Approximation NWL+2D Absolute difference
  • 26. IJsselmonde dike ring 17 Example 26 LIWO scenario NWL+2D Approximation NWL+2D Add filter based on the distance to breach location.
  • 27. IJsselmonde dike ring 17 Example 27 LIWO scenario TP+2D Approximation TP+2D Absolute difference
  • 28. To refine our method Research questions What are ways to improve this method? Use of AI? Can we reconstruct the simulations in current LIWO set, to validate this method? How can we incorporate more domain knowledge? 28