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Wadi Flash Flood Modelling
using Delft3D FM Suite 1D2D
A case study of Wadi Qows in Jeddah City, Saudi Arabia
Srija Dangudubiyyam, UL
Amgad Omer, Deltares
Prof. Mitja Brilly, UL
Eng. Fahed Saleh Alamoudi, KAU Jeddah
Prof. Sameh Kantoush, Kyoto University
1 2 3 4 5 6 7
2
PRESENTATION
OUTLINE
1. INTRODUCTION
2. OBJECTIVES
3. STUDY AREA
4. APPROACH
5. RESULTS
6. CONCLUSIONS
7. RECOMMENDATIONS
2
1 2 3 4 5 6 7
INTRODUCTION
Source : Ahmad Arouri
Middle Eastern and North Africa (MENA)
region
• Hot desert climates and Limited rainfall
• Dry streams known as Wadis, active only
during rainfall events
• Non-absorbent soils leading to rapid
runoff & sediment flow
3
MENA REGION
1 2 3 4 5 6 7
4
The impact of Wadi Flash Floods (S. A. Kantoush et al. 2022)
Flash Flood Impacts
• 1900-2016: 39 flash flood events in Egypt,
Jordan, Saudi Arabia
• $1.8B in damages, >1500 deaths
• Jeddah, KSA—severe floods in 2009, 2011,
2015, 2017; six rainstorms in 2018 alone
Challenges
• Rising socio-economic losses due to climate change &
urbanization
• Limited data: Few monitoring stations, lack of
continuous data
• Inadequate risk identification & emergency planning
Global Data
Hazard Mapping
1 2 3 4 5 6 7
OBJECTIVES
5
• To investigate the reliability of global precipitation data on account for data
scarcity and establish extreme rainfall conditions
• To model flash floods and develop hazard maps for different boundary conditions.
• To investigate mitigation measures to reduce flash flood hazard.
Performance
Analysis ?? ?? Hazard Factors ?? Measures
1 2 3 4 5 6 7
STUDY AREA:
JEDDAH CITY
6
• Area : 748 km2
• Population : 4.1 million
• Topography variation : 500-0 m
• Mean annual rainfall : 50 mm
• Mean summer temperatures > 40o C
Wadis and Drainage Network of Jeddah city (AM. Youssef et. Al. 2016)
1 2 3 4 5 6 7
7
CASE STUDY: WADI QOWS
Area: 89,87 km²
Average Annual Precipitation : 52.62 mm
1 2 3 4 5 6 7
APPROACH
8
RAINFALL
ANALYSIS
FLASH FLOOD
MODEL SETUP
FLASH FLOOD
HAZARD
MAPPING
HAZARD
REDUCTION
ASSESSMENT
1 2 3 4 5 6 7
9
RAINFALL
ANALYSIS
1 2 3 4 5 6 7
Setup Calibration Validation
Model for
hazard
mapping
FLASH FLOOD MODEL :DELFT3D FM
10
1 2 3 4 5 6 7
Rainfall
Boundary
conditions
Flash flood
Model
Max Flood
depth and
Max velocity
Hazard
classification
Flash flood
Hazard
Mapping
FLASH FLOOD HAZARD MAPPING
11
1 2 3 4 5 6 7
Scenario: Rainfall event
corresponds to 100 y Return
Period
Intervention of measures in the
model
Hazard reduction assessment
corresponds to city area
FLASH FLOOD HAZARD REDUCTION ASSESSMENT
12
1 2 3 4 5 6 7
13
Observed Data
Station Coordinates:
longitude : 39° 12’ 00"
latitude : 21° 30’ 00"
Time period : 1984-2019
Wet Season : October to
April
Rainfall Analysis
RESULTS
14
Specifications
Temporal
Resolution
Spatial
Resolution
Start
Date
End
Date
MSWEP
3h/daily/
monthly 0.1◦
01-02-
1979
31-12-
2020
TRMM 3B43
3h/daily/
monthly 0.25◦
01-01-
1998
01-01-
2020
ERA 5 Land
h/daily/
monthly 0.25◦
01-01-
1979
31-12-
2023
Precipitation estimations
based on satellite products
PERFORMANCE ANALYSIS
Dataset R2 RMSE BIAS
TRMM 0,269 3,657 -0,066
MWSEP 0,324 3,438 -0,066
ERA5
Land 0,264 3,300 -0,036
Time Period: 1998-2019
Wet season
15
BIAS CORRECTION:
Quantile Mapping: Berngamma function
16
EXTREME VALUE ANALYSIS: GEV DISTRIBUTION
17
RAINFALL BOUNDARY CONDITIONS
18
Jeddah: 𝐼 = 𝑎𝐷𝑏
a= 236.63 ln(T)+ 388.48
b= 0.0107 ln(T)- 0.7869.
Source: Hatem A. Ewea et.al 2016
0
50
100
150
200
250
300
10 100 1000
Intenisty
(mm/hr)
Duration (min)
IDF-Wadi Qows
T =5 T =10 T =25 T =50 T =100
0
0,02
0,04
0,06
0,08
Dimensionless
rainfall
Dimensionless Time
Source: Mazen M. Abu Abdullah et al. 2019
DISTRIBUTION OF EVENTS
19
FLASH FLOOD MODEL SETUP
Dataset Type Usage Resolution Source
2D Rectangular
Grid
Computational Domain with
Finite Volume Solver
30 m Delft 3D FM 1D 2D
software
DEM Topography 30 m Copernicus DEM (2021)
Precipitation Runoff Generation Hourly Extreme Value Analysis
Land cover Roughness and Infiltration maps 10 m ESA world cover
Soil type Infiltration Map 250 m SoilGrids
20
CALIBRATION
Event : 25 November 2009
Rainfall : 80 mm
Duration : 3hr
Flood Depths
Parameters
• Infiltration
• Roughness
Model Runs Maximum Infiltration Rate Map Minimum Infiltration
Map
manning's n value
change
R1 None None Global
R2 Global Global Global
R3 Global /2 Global Global
R4 None None urban-0.1,barren-0.015
R5 Global /4 Global Global
R6 Global /4 Global urban-0.1,barren-0.015
R7 Global /4 Global /2 urban-0.1,barren-0.015
R8 Global /4 Global /2 urban-0.1,barren-0.010
21
22
VALIDATION
Event based on simulations
Rainfall : 80 mm
Duration : 3hr
Source: Kuswantoro Marko et al 2013
0
50
100
150
200
250
300
0,0 10,0 20,0 30,0 40,0 50,0 60,0
Discharge
m³/s
Time (hrs)
Normal (CN= 85,1) Dry (CN= 70,7) Model Simulation
23
100-year return period: 97.27 mm rainfall in 6 hr. duration
24
FLASH FLOOD HAZARD MAPPING
Maximum Flood Depth and Velocity corresponding to 100 Year RP Rainfall Event
25
Hazard Index Hazard Classification Range
(D*V m²/s)
Description
1 ≤0,3 Safe for all
2 ≤0,6 Unsafe for small vehicles and children
3 ≤1 Unsafe for vehicles and People
4 >1 Unsafe for people, vehicles, and all types
of structures
D- Water depth, V- Velocity of flow
26
Rangari, V.A et.al (2021)
RP10: 76,32 mm RP25: 85,70 mm RP50: 91,83 mm RP100: 97,27 mm
27
Sources of flood in the catchment
HAZARD REDUCTION ASSESSMENT
28
MEASURES
• Heightening of Existing
Dam
• Infiltration Pond
• Hybrid Measure
29
Type
Runoff Volume
(Mm³) % Decrease
R100 4,80 0
Dam Heightening 4,37 -8,91
Infiltration Pond 3,61 -24,85
Hybrid 3,07 -36,10 30
31
R100:
Hazard
Index Area (km²)
1 15,81
2 0,94
3 0,42
4 0,27
32
1 2 3 4 5 6 7
Conclusions
33
• Global Precipitation Data: TRMM data
offers some reliability in estimating the
extreme rainfall conditions.
• Flash Flood Modelling: Delft3D is
efficient for modelling wadi flash floods
and incorporating structural interventions
• Hazard Mapping : Maximum depth and
velocity consideration for Wadis
1 2 3 4 5 6 7
RECOMMENDATIONS
34
Wadi Qows
Finer resolution of
Topography
Global Precipitation
Data
Multiple gauge data for
bias correction
Modeling Flash Floods
Urban drainage network
and infrastructure
Hazard Mapping
Flash flood hazard index
based on maximum depth
and velocity in Wadis
35
o Ahmed, M. Youssef., Saleh, A. Sefry., Biswajeet Pradhan, Emad Abu Alfadail. (2016), Analysis on causes of flash flood in Jeddah city (Kingdom of Saudi
Arabia) of 2009 and 2011 using multi-sensor remote sensing data and GIS, Geomatics, Natural Hazards and Risk, 7:3, 1018-1042, DOI:
10.1080/19475705.2015.1012750.
o Ali Behrangi., Behnaz Khakbaz ., Tsou Chun Jaw ., Amir AghaKouchak ., Kuolin Hsu ., Soroosh Sorooshian (2010), Hydrologic evaluation of satellite precipitation
products over a mid-size basin, Journal of Hydrology 397 (2011) 225–237, DOI:10.1016/j.jhydrol.2010.11.043.
o Ameur, F. (2016), Floods in Jeddah, Saudi Arabia: unusual phenomenon and huge losses. What prognoses. E3S web of conferences, vol 7. EDP Sciences, p
04019.
o Aseel Mohamed. (2024), Automation of Delft3D FM for Wadi Flash Flood Simulation. Internship Report.
o Beck, H. E. , Zimmermann, N.E., McVicar, T. R., Vergopolan, N., Berg, A., Wood, E. F. (2020), Present and future Köppen-Geiger climate classification maps at 1-
km resolution, Sci Data. 2020 Aug 17;7(1):274, doi: 10.1038/s41597-020-00616-w.
o De Vries, A. J., Ouwersloot, H. G., et al. (2018), Identification of tropical-extratropical interactions and extreme precipitation events in the Middle East based
on potential vorticity and moisture transport, J Geophys Res Atmos 123(2):861–881.
o Deltares, (2023). Delft3D FM Suite- Technical Reference Manual.
o Amro Elfeki., Anis Al-shabani., Jarbou Bahrawi., Saeed Alzahrani. (2018), Quick Urbam Flood Risk Assessment in Arid Environment using HECRAS and Dam Break
Theory: A case study of Daghbag Dam in Jeddah, Saudi Arabia. Advances in Science, Technology & Innovation, https://doi.org/10.1007/978-3-319-70548-
4_553.
o Faouzi Ameur. (2016), Floods in Jeddah, Saudi Arabia: Unusual Phenomenon and Huge Losses.E3S Web of Conference on Flood Risk Management. DOI:
10.1051/e3sconf/20160704019.
o Hadir Abdelmoneim., Mohamed, R. Soliman., Hossam, M. Moghazy.(2022), Hydrologic Assessment of the Uncertainty of Six Remote Sensing Precipitation
Estimates Driven by a Distributed Hydrologic Model in the Blue Nile Basin, Wadi Flash Floods, Natural Disaster Science and Mitigation Engineering, DPRI Reports.
o Lingling Song., Changchun Xu., Yunxia Long., Xiaoni Lei., Nanji Suo, Linlin Cao. Performance of Seven Griided Precipitation Products over Arid Central Asia and
Subregions. Remote Sens. 2022, 14(23), 6039; https://doi.org/10.3390/rs14236039.
o Mahmood, M. Al-Mamari., Sameh, A. Kantoush., and Tetsuya Sumi. (2022), Innovative Monitoring Techniques for Wadi Flash Flood by Using Image-Based
Analysis, Wadi Flash Floods, Natural Disaster Science and Mitigation Engineering, DPRI Reports.
o Mansour Almazroui. (2020), Rainfall Trends and Extremes in Saudi Arabia in Recent Decades. Atmosphere. 2020; 11(9):964.
https://doi.org/10.3390/atmos11090964.
o Mazen, M. Abu Abdullah., Ahmed, M. Youssef., Fawzy Nashar, Emad Abu AlFadail. (2019), Statistical Analysis of Rainfall Patterns in Jeddah City, KSA: Future
Impacts. (Available at http://dx.doi.org/10.5772/intechopen.86774)
References
36
o Nabil Korchani. (2023), Exploring flash flood hazard reduction in arid regions with global data and hydraulic modelling.Case study of Wadi Gabes,
Tunisia. M.Sc. Thesis report.
o Naif Rashed Alrehaili. (2021), A systematic review of the emergency planning for flash floods response in the Kingdom of Saudi Arabia, Australian
Journal of Emergency Management, Volume 36, No.4. (Available at www.doi.org/10.47389/36.4.82)
o Rangari, V.A., Umamahesh, N.V., Ajey Kumar Patel. (2021). Flood-hazard risk classification and mapping for urban catchment under different climate
change scenarios: A case study of Hyderabad city.
o Robert, J. L. (2022), Multi-model simulation of wadi flash floods and disaster risk assessment. Internship report.
o Saber, M., Hamaguchi, T., Kojiri, T. , et al. (2015), A physically based distributed hydrological model of wadi system to simulate flash floods in arid
regions, Arab J Geosci 8, 143–160 (2015). (Available at https://doi.org/10.1007/s12517-013-1190-0)
o Saber, M., Sayed Ahmed, M. (2010). Hydrological Approaches of Wadi system considering Flash Floods in Arid Regions, Ph.D thesis, Kyoto University,
Japan.
o Saeed Alharbi., Gerald Mills. (2022), Assessment of Exposure to Flash Flooding in an Arid Environment: A Case Study of the Jeddah City Neighborhood
Abruq Ar Rughamah, Saudi Arabia, Wadi Flash Floods, Natural Disaster Science and Mitigation Engineering, DPRI Reports.
o Shougi, S.A., Arun Kumar., Firoz Alam. (2014), Flood Disaster Planning and Management in Jeddah, Saudi Arabia- A survey. International Conference on
Industrial Engineering and Operations Management, Bali, Indonesia.
o Subyani, A.M., Hajjar, A.F. (2016), Rainfall analysis in the contest of climate change for Jeddah area, Western Saudi Arabia. Arab J Geosci 9, 122
(2016). https://doi.org/10.1007/s12517-015-2102-2.
o Sumi, T., et al. (eds.) (2022), Wadi Flash Floods, Natural Disaster Science and Mitigation Engineering, DPRI Reports. (Available at
https://doi.org/10.1007/978-981-16-2904-4_1).
o Yves Tramblay ., et al. (2024), Regional flood frequency analysis in North Africa, Journal of Hydrology. (Available at
https://doi.org/10.1016/j.jhydrol.2024.130678).
References
1 2 3 4 5 6 7
THANK
YOU
37
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DSD-INT 2024 Wadi Flash Flood Modelling using Delft3D FM Suite 1D2D - Dangudubiyyam

  • 1. Wadi Flash Flood Modelling using Delft3D FM Suite 1D2D A case study of Wadi Qows in Jeddah City, Saudi Arabia Srija Dangudubiyyam, UL Amgad Omer, Deltares Prof. Mitja Brilly, UL Eng. Fahed Saleh Alamoudi, KAU Jeddah Prof. Sameh Kantoush, Kyoto University
  • 2. 1 2 3 4 5 6 7 2 PRESENTATION OUTLINE 1. INTRODUCTION 2. OBJECTIVES 3. STUDY AREA 4. APPROACH 5. RESULTS 6. CONCLUSIONS 7. RECOMMENDATIONS 2
  • 3. 1 2 3 4 5 6 7 INTRODUCTION Source : Ahmad Arouri Middle Eastern and North Africa (MENA) region • Hot desert climates and Limited rainfall • Dry streams known as Wadis, active only during rainfall events • Non-absorbent soils leading to rapid runoff & sediment flow 3 MENA REGION
  • 4. 1 2 3 4 5 6 7 4 The impact of Wadi Flash Floods (S. A. Kantoush et al. 2022) Flash Flood Impacts • 1900-2016: 39 flash flood events in Egypt, Jordan, Saudi Arabia • $1.8B in damages, >1500 deaths • Jeddah, KSA—severe floods in 2009, 2011, 2015, 2017; six rainstorms in 2018 alone Challenges • Rising socio-economic losses due to climate change & urbanization • Limited data: Few monitoring stations, lack of continuous data • Inadequate risk identification & emergency planning Global Data Hazard Mapping
  • 5. 1 2 3 4 5 6 7 OBJECTIVES 5 • To investigate the reliability of global precipitation data on account for data scarcity and establish extreme rainfall conditions • To model flash floods and develop hazard maps for different boundary conditions. • To investigate mitigation measures to reduce flash flood hazard. Performance Analysis ?? ?? Hazard Factors ?? Measures
  • 6. 1 2 3 4 5 6 7 STUDY AREA: JEDDAH CITY 6 • Area : 748 km2 • Population : 4.1 million • Topography variation : 500-0 m • Mean annual rainfall : 50 mm • Mean summer temperatures > 40o C Wadis and Drainage Network of Jeddah city (AM. Youssef et. Al. 2016)
  • 7. 1 2 3 4 5 6 7 7 CASE STUDY: WADI QOWS Area: 89,87 km² Average Annual Precipitation : 52.62 mm
  • 8. 1 2 3 4 5 6 7 APPROACH 8 RAINFALL ANALYSIS FLASH FLOOD MODEL SETUP FLASH FLOOD HAZARD MAPPING HAZARD REDUCTION ASSESSMENT
  • 9. 1 2 3 4 5 6 7 9 RAINFALL ANALYSIS
  • 10. 1 2 3 4 5 6 7 Setup Calibration Validation Model for hazard mapping FLASH FLOOD MODEL :DELFT3D FM 10
  • 11. 1 2 3 4 5 6 7 Rainfall Boundary conditions Flash flood Model Max Flood depth and Max velocity Hazard classification Flash flood Hazard Mapping FLASH FLOOD HAZARD MAPPING 11
  • 12. 1 2 3 4 5 6 7 Scenario: Rainfall event corresponds to 100 y Return Period Intervention of measures in the model Hazard reduction assessment corresponds to city area FLASH FLOOD HAZARD REDUCTION ASSESSMENT 12
  • 13. 1 2 3 4 5 6 7 13 Observed Data Station Coordinates: longitude : 39° 12’ 00" latitude : 21° 30’ 00" Time period : 1984-2019 Wet Season : October to April Rainfall Analysis RESULTS
  • 14. 14 Specifications Temporal Resolution Spatial Resolution Start Date End Date MSWEP 3h/daily/ monthly 0.1◦ 01-02- 1979 31-12- 2020 TRMM 3B43 3h/daily/ monthly 0.25◦ 01-01- 1998 01-01- 2020 ERA 5 Land h/daily/ monthly 0.25◦ 01-01- 1979 31-12- 2023 Precipitation estimations based on satellite products
  • 15. PERFORMANCE ANALYSIS Dataset R2 RMSE BIAS TRMM 0,269 3,657 -0,066 MWSEP 0,324 3,438 -0,066 ERA5 Land 0,264 3,300 -0,036 Time Period: 1998-2019 Wet season 15
  • 16. BIAS CORRECTION: Quantile Mapping: Berngamma function 16
  • 17. EXTREME VALUE ANALYSIS: GEV DISTRIBUTION 17
  • 19. Jeddah: 𝐼 = 𝑎𝐷𝑏 a= 236.63 ln(T)+ 388.48 b= 0.0107 ln(T)- 0.7869. Source: Hatem A. Ewea et.al 2016 0 50 100 150 200 250 300 10 100 1000 Intenisty (mm/hr) Duration (min) IDF-Wadi Qows T =5 T =10 T =25 T =50 T =100 0 0,02 0,04 0,06 0,08 Dimensionless rainfall Dimensionless Time Source: Mazen M. Abu Abdullah et al. 2019 DISTRIBUTION OF EVENTS 19
  • 20. FLASH FLOOD MODEL SETUP Dataset Type Usage Resolution Source 2D Rectangular Grid Computational Domain with Finite Volume Solver 30 m Delft 3D FM 1D 2D software DEM Topography 30 m Copernicus DEM (2021) Precipitation Runoff Generation Hourly Extreme Value Analysis Land cover Roughness and Infiltration maps 10 m ESA world cover Soil type Infiltration Map 250 m SoilGrids 20
  • 21. CALIBRATION Event : 25 November 2009 Rainfall : 80 mm Duration : 3hr Flood Depths Parameters • Infiltration • Roughness Model Runs Maximum Infiltration Rate Map Minimum Infiltration Map manning's n value change R1 None None Global R2 Global Global Global R3 Global /2 Global Global R4 None None urban-0.1,barren-0.015 R5 Global /4 Global Global R6 Global /4 Global urban-0.1,barren-0.015 R7 Global /4 Global /2 urban-0.1,barren-0.015 R8 Global /4 Global /2 urban-0.1,barren-0.010 21
  • 22. 22
  • 23. VALIDATION Event based on simulations Rainfall : 80 mm Duration : 3hr Source: Kuswantoro Marko et al 2013 0 50 100 150 200 250 300 0,0 10,0 20,0 30,0 40,0 50,0 60,0 Discharge m³/s Time (hrs) Normal (CN= 85,1) Dry (CN= 70,7) Model Simulation 23
  • 24. 100-year return period: 97.27 mm rainfall in 6 hr. duration 24 FLASH FLOOD HAZARD MAPPING
  • 25. Maximum Flood Depth and Velocity corresponding to 100 Year RP Rainfall Event 25
  • 26. Hazard Index Hazard Classification Range (D*V m²/s) Description 1 ≤0,3 Safe for all 2 ≤0,6 Unsafe for small vehicles and children 3 ≤1 Unsafe for vehicles and People 4 >1 Unsafe for people, vehicles, and all types of structures D- Water depth, V- Velocity of flow 26 Rangari, V.A et.al (2021)
  • 27. RP10: 76,32 mm RP25: 85,70 mm RP50: 91,83 mm RP100: 97,27 mm 27
  • 28. Sources of flood in the catchment HAZARD REDUCTION ASSESSMENT 28
  • 29. MEASURES • Heightening of Existing Dam • Infiltration Pond • Hybrid Measure 29
  • 30. Type Runoff Volume (Mm³) % Decrease R100 4,80 0 Dam Heightening 4,37 -8,91 Infiltration Pond 3,61 -24,85 Hybrid 3,07 -36,10 30
  • 31. 31
  • 32. R100: Hazard Index Area (km²) 1 15,81 2 0,94 3 0,42 4 0,27 32
  • 33. 1 2 3 4 5 6 7 Conclusions 33 • Global Precipitation Data: TRMM data offers some reliability in estimating the extreme rainfall conditions. • Flash Flood Modelling: Delft3D is efficient for modelling wadi flash floods and incorporating structural interventions • Hazard Mapping : Maximum depth and velocity consideration for Wadis
  • 34. 1 2 3 4 5 6 7 RECOMMENDATIONS 34 Wadi Qows Finer resolution of Topography Global Precipitation Data Multiple gauge data for bias correction Modeling Flash Floods Urban drainage network and infrastructure Hazard Mapping Flash flood hazard index based on maximum depth and velocity in Wadis
  • 35. 35 o Ahmed, M. Youssef., Saleh, A. Sefry., Biswajeet Pradhan, Emad Abu Alfadail. (2016), Analysis on causes of flash flood in Jeddah city (Kingdom of Saudi Arabia) of 2009 and 2011 using multi-sensor remote sensing data and GIS, Geomatics, Natural Hazards and Risk, 7:3, 1018-1042, DOI: 10.1080/19475705.2015.1012750. o Ali Behrangi., Behnaz Khakbaz ., Tsou Chun Jaw ., Amir AghaKouchak ., Kuolin Hsu ., Soroosh Sorooshian (2010), Hydrologic evaluation of satellite precipitation products over a mid-size basin, Journal of Hydrology 397 (2011) 225–237, DOI:10.1016/j.jhydrol.2010.11.043. o Ameur, F. (2016), Floods in Jeddah, Saudi Arabia: unusual phenomenon and huge losses. What prognoses. E3S web of conferences, vol 7. EDP Sciences, p 04019. o Aseel Mohamed. (2024), Automation of Delft3D FM for Wadi Flash Flood Simulation. Internship Report. o Beck, H. E. , Zimmermann, N.E., McVicar, T. R., Vergopolan, N., Berg, A., Wood, E. F. (2020), Present and future Köppen-Geiger climate classification maps at 1- km resolution, Sci Data. 2020 Aug 17;7(1):274, doi: 10.1038/s41597-020-00616-w. o De Vries, A. J., Ouwersloot, H. G., et al. (2018), Identification of tropical-extratropical interactions and extreme precipitation events in the Middle East based on potential vorticity and moisture transport, J Geophys Res Atmos 123(2):861–881. o Deltares, (2023). Delft3D FM Suite- Technical Reference Manual. o Amro Elfeki., Anis Al-shabani., Jarbou Bahrawi., Saeed Alzahrani. (2018), Quick Urbam Flood Risk Assessment in Arid Environment using HECRAS and Dam Break Theory: A case study of Daghbag Dam in Jeddah, Saudi Arabia. Advances in Science, Technology & Innovation, https://doi.org/10.1007/978-3-319-70548- 4_553. o Faouzi Ameur. (2016), Floods in Jeddah, Saudi Arabia: Unusual Phenomenon and Huge Losses.E3S Web of Conference on Flood Risk Management. DOI: 10.1051/e3sconf/20160704019. o Hadir Abdelmoneim., Mohamed, R. Soliman., Hossam, M. Moghazy.(2022), Hydrologic Assessment of the Uncertainty of Six Remote Sensing Precipitation Estimates Driven by a Distributed Hydrologic Model in the Blue Nile Basin, Wadi Flash Floods, Natural Disaster Science and Mitigation Engineering, DPRI Reports. o Lingling Song., Changchun Xu., Yunxia Long., Xiaoni Lei., Nanji Suo, Linlin Cao. Performance of Seven Griided Precipitation Products over Arid Central Asia and Subregions. Remote Sens. 2022, 14(23), 6039; https://doi.org/10.3390/rs14236039. o Mahmood, M. Al-Mamari., Sameh, A. Kantoush., and Tetsuya Sumi. (2022), Innovative Monitoring Techniques for Wadi Flash Flood by Using Image-Based Analysis, Wadi Flash Floods, Natural Disaster Science and Mitigation Engineering, DPRI Reports. o Mansour Almazroui. (2020), Rainfall Trends and Extremes in Saudi Arabia in Recent Decades. Atmosphere. 2020; 11(9):964. https://doi.org/10.3390/atmos11090964. o Mazen, M. Abu Abdullah., Ahmed, M. Youssef., Fawzy Nashar, Emad Abu AlFadail. (2019), Statistical Analysis of Rainfall Patterns in Jeddah City, KSA: Future Impacts. (Available at http://dx.doi.org/10.5772/intechopen.86774) References
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  • 37. 1 2 3 4 5 6 7 THANK YOU 37