Maksimovic - Advanced Modelling Forecast and Emergency Management
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Transcript of Maksimovic - Advanced Modelling Forecast and Emergency Management
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Environmental and Water Resources Engineering Section (EWRE) and
Urban Water Research Group (UWRG)
Advanced modelling forecast and emergency
management of urban pluvial floods
February 8th, 2010
Prof. Čedo Maksimović
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Acknowlwdgements
Dušan Prodanovićććć
João. Leitão
Jaena Ryu
S. Boonya-aroonet
Lipen Wang
Nuno Simões
Susana Ochoa-Rodriguez
Danielle Skilton
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Types of Urban flooding
Catchment boundary
Receivingwater
Types of urban flooding :� Pluvial -> Originating from rivers� Coastal -> primarily tidal surges and waves � Ground water flooding, slow and lasting
and finally� Pluvial (Surface) Flooding
covered by this lecture
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Urban flooding “happens” – September 2010 -Korea
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2. Advances in surface runoff
modelling
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Separate foul and
surface water drainage
Surfaceflow
Outfall
InletIndustrial Sanitary
Treatmentplant
Treated water
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3. Pluvial flood modelling
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MODELLING OF URBAN FLOODING;
BREAKTHROUGH
OR RECYCLING OF OUTDATED CONCEPTS?
State-of-the-art
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Virtual reservoirin the city
centre
Piezometric line
∆Π
Virtual reality in modellingThis was “state of the art” for years
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Subcatchment
Depression
Flooded area
Total rain
Flow in the sewerOverflow from depression
Surface runoff
Effective rain
Outflow to the surface
Legend:
0
0
12
3
4
5
6
7
8
1
2
3
Pond delineation and link with network
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Developments for interactions
Interactions of the overland and sewer flow during flood period
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Dual drainage model conceptsApproaches in surface flooding analysis:
•Distributed modelling (surface only)
•Interaction physically based surface runoff with flow in sewers
•Approximate surface delineation or
•Spatial approximation dependent on DTM/ land use
Effective rainfall
Sewer flow
Surface
component
Bi-directional
interaction
Dual drainage concept Dual drainage concept
Sub-surface
component
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AOFD approach:
Automatic Overland Flow
Delineation
AOFD methodology
Pond 2
Pond 3
Pond 1
(iv)Pond 4
(iii)
(i)
Manholes
Manholes
(ii)
(vii)
(v)
(vi)
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30 July 2002 1800 hours
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(DEM), not filtered, 3D view
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(DTM) 3D view
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Tasks
• Ponds (storage nodes)
• Flow pathways (surface links)
• Pathways geometry (drainage capacity)
• Link surface system to subsurface system (interface)
• Contributing areas for sewer and surface ponds (catchment delineation)
• Generate input files for simulation model
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Developments for the major system
Surface pathway network
Z [m]
X [m]
V=f(Z)
Z [m]
X [m]
V=f(Z)
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Catchment boundary
③③③③Out of catchment
Pond
Pond
Pond
Pond
Pond
①①①①Surface pathways
②②②②overspill
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3. Out of catchment
Pond
Pond
Pond
Pond
Pond
2. Surface pathways
2. overspill
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Pathways drainage capacity
Estimate shape of open channels
Pond ornode
Pond ornode
DTM grid
4
3
2
1
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Cowes, Isle of Wight
Catchment area = 2.8 sq.km
LiDAR DTM(+buildings) 1x1m (reduced 4x4m)
Drainage network: 570 manholes + 576 pipes
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Analysis of ponds
4088 ponds found Removal of small ponds
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Surface network
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Rainfall and Flood Prediction
In flood forecast situations, one of the critical aspects is the period of time available between the acquisition of data, such as rainfall, and the results obtained by hydraulic simulations.
• AIM: predict in 15 minutes the flood magnitude and extension that might occur for the following 3 hours.
– Short term rainfall forecast
– Runoff surface flood (our focus)
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Short term rainfall prediction
Two approaches:
• Use of raingauge network data for rainfallprediction
• Integrated techniques over multiple scales forshort-term rainfall prediction
25
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Via interpolation techniques, it is possible to synthesise
“radar images” based upon a network of raingauges
IDW Kriging
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A blend of interpolation techniques and time-series
forecasting
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Spatial Rainfall prediction based upon raingauge only network
Pred
icted
Ob
served
42 Raingauge Stations in Great London => rainfall rates available every 30 min between 06/06/2006 and 19/10/2009 Interpolation with Kriging Method
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SVM-based sub-hourly rainfall forecasting
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0
1
2
3
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0 1 2 3 4 5 6
Expected vs 1st prediction
Series2
Series1
Series3
0
0.5
1
1.5
2
2.5
3
3.5
4
0 1 2 3 4 5 6 7
Expected vs prediction
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0
0.5
1
1.5
2
2.5
3
3.5
0 1 2 3 4
Expected vs 1st prediction
Series2
Series1
Series3
0
0.2
0.4
0.6
0.8
1
1.2
1 2 3 4 5 6 7 8 9 10 11 12
1st frequency (expected vs prediction)
Series2
Series3
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Cascade-Based Rainfall Downscaling
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Cascade-based downscaling techniques
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2D + time rainfall downscaling (also known as “string
of beads” methodology)
10‐ 30
km1 km
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0
5
10
15
20
25
30
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40
0:00:00 12:00:00 0:00:00 12:00:00 0:00:00 12:00:00 0:00:00
Tota
l Rai
nfa
ll (m
m)
Time (minutes)Starting time corresponds to 00:00:00 hours of Friday 1st of October 2010
RAINFALL CUMMULATIVE
Beal HS Chadwell Heath Ursuline HS
Missing radar data
RAIN EVENT 1RAIN EVENT 1RAIN EVENT 1RAIN EVENT 1stststst ---- 3333rdrdrdrd OCTOBER 2010OCTOBER 2010OCTOBER 2010OCTOBER 2010
•Two consecutive events
•Complete data from 3 raingauges in Redbridge (+ level gauges)
•Radar data only for first/smaller event
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RAIN EVENT 17RAIN EVENT 17RAIN EVENT 17RAIN EVENT 17thththth –––– 18181818thththth JANUARY 2011JANUARY 2011JANUARY 2011JANUARY 2011
0
5
10
15
20
25
30
35
12:00:00 00:00:00 12:00:00 00:00:00 12:00:00 00:00:00 12:00:00 00:00:00 12:00:00 00:00:00
Cu
mm
ula
tive
Rai
nfa
ll (m
m)
TimeData shown: 13:00:00 15/01/2011 to 14:00:00 20/01/2011
Beal_HS_Cummulative Ursuline HS
16/01/11 17/01/11 18/01/11 19/01/11
0
200
400
600
800
1000
1200
1400
1600
12:00:00 0:00:00 12:00:00 0:00:00 12:00:00 0:00:00 12:00:00 0:00:00 12:00:00 0:00:00
Wat
er D
epth
(m
m)
Time (minutes)
WATER DEPTH
Valentine Open Channel Valentine Sewer Cranbrook Sewer Roding River
16/01/2011 17/01/2011 18/01/2011 19/01/2011
•Two consecutive events
•Complete data from 2 raingauges in Redbridge (+ level gauges)
•Radar data only for first event
0
2
4
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18
04:48:00 06:00:00 07:12:00 08:24:00 09:36:00 10:48:00 12:00:00
Cu
mm
ula
tive
Rai
nfa
ll (m
m)
Time17th January 2011
Comparison Nimrod vs. Raingauges
Ursuline_HS_Raingauge
Ursuline_HS_Nimrod
Beal_HS_Raingauge
Beal_HS_Nimrod
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NOWCASTING
Integrated rainfall techniques over multiple scales for short-term rainfall prediction
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• Both techniques allow to have very detailed networks in vulnerable areas and less detailed in other parts.
• The 1D/1D is much faster than 1D/2D models
• Physical based models have the advantage of being adjustable to future changes in the area
Short term flood prediction
Decrease of Hydraulic Simulation time
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Model Assembly
Rain and level gauges
trigger alarms (and provide
boundary conditions)
Short term rainfall
forecast
Short term flood
forecast
Emergency management
(alarm-awareness raising
and event management)
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Pre - processing:
Layers positively correlated with suitability
Fuzzy Sets membership function
(0 - 255 standardisation)
Parameters affecting infiltration
(suitability categories)
Primary Layers
(Field data)
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4. Simulate Source Control application in accordance with the Characteristics of the Simulation Model
5. Simulation output to assess the effect of s.c. application POST PROCESSING
Reduction in max H for 10T
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Blue – Green Corridors
and interaction with SUDS and
floods
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Blue-Green Corridors
•Catchment wide development, creating connections between natural areas of habitat along river corridors and green spaces with urban flood management
•Integration of sustainable drainage systems into urban development
•This provides surface water flood risk reduction as well as enhanced aesthetics and amenity provision
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Problem Areas
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Potential Blue-Green Components
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CONCLUSION
Modelling and forecasting of Urban Pluvial Flooding:
ART TO BE MASTERED