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R a i n W a t c h
Real Time Hydrologic, Hydraulic and
Water Quality Forecasting in the Bowen
Basin
10 November 2020
TonyMcAlister
R a i n W a t c h
R a i n W a t c h
Presentation Overview
• Water Technology, in partnership with Deltares, HydroLogic and FlowMatters, have
developed a real time hydrologic, hydraulic and water quality forecasting and web delivery
system for the Isaac River catchment
• This system has used Delft-FEWS to couple several advanced numerical analysis products, in
many cases for the first time - and definitely for the first time with all of them
• Calibrated radar rainfall (HydroNET)
• Distributed hydrologic modelling (wflow)
• Comprehensive hydraulic modelling (SOBEK)
• Comprehensive water quality modelling (DELWAQ)
• Operational optimisation routines (RTC-Tools 2)
• Localised water balance models (EPA SWMM)
• Importantly – these models are all operating within a bespoke Delft-FEWS environment
R a i n W a t c hR a i n W a t c h
DELFT-FEWS Environment
EPA-SWMM
FlowMatters
Web Viewer
R a i n W a t c h
HydroNET Radar Calibrated Rainfall
• Coupled QPE and QPF System developed in HydroNET
• QPE – Historical data
• QPF – Nowcast and ADFD numerical weather modelling
R a i n W a t c h
HydroNET Radar Calibrated Rainfall
• QPE – From raw to gauge blended radar rainfall
• 3 step process
1. Measurement of reflectivity and removal of known sources of errors
• Speckle and clutter (e.g. wind mills, towers, mountains)
• Radial effects (blockage)
• Other spurious effects
2.Conversion of Reflectivity to Rainfall
• Various methods, which differ between regions and cloud types
• BoM provides this out to 128km
3.Calibration with Rain Gauge Networks
• Rain gauge data quality control and gap definition
• WMO compliant (installation & maintenance)
• No multi-day sums; No large gaps; No wrong zero measurements (hidden gaps)
• Radar data adjustment to rain gauge data
R a i n W a t c h
R a i n W a t c hR a i n W a t c h
Rainfall – 20 May 10 minute Intervals
R a i n W a t c h
QPF - Blending Nowcast and ADFD
• Derive a single forecast consisting of radar nowcast in the first two hours and ADFD
data for longer forecast horizons
• ADFD data is mapped on radar grid
• Benefit of increased accuracy of radar nowcast for first hours
• Extended forecast horizon of ADFD
R a i n W a t c hR a i n W a t c h
Nowcast Method
Extrapolating the measurements based on image processing / cell detection
Basic concept:
- 12 min
- 6 min
now + 6 min
+ 12 min
+ 18 min
Precipitation cell
Measurement Forecast-size
- mass
- centre of gravity
- axes of inertia
- angle of axes
- class distribution
- position
- Linear movement
- Dynamics
Calculate motion vectors of tracked cells
Interpolate motion vector field for
entire domain with IDW
Calculate rotation and divergence
-> interpolate for entire domain
-> Integration to get motion vector field
R a i n W a t c hR a i n W a t c h
Process Flows
Delft-
FEWS
R a i n W a t c h
wflow Hydrologic Modelling
R a i n W a t c h
wflow Hydrologic Modelling
• Open Source Hydrological Modelling Platform
• Accounts for;
• Precipitation – Radar Rainfall
• Interception
• Evapotranspiration
• Soil Water
• Surface Water
• Ground Water Recharge
R a i n W a t c h
wflow Hydrologic Modelling
• Successfully Applied Worldwide
• Flood Hazard
• Drought
• Climate Change Impacts
• Land Use Changes
• Flood Warning Systems within the Delft-FEWS Framework – Flow Forecasting
• Maximises use of open earth observation data – suited for data scarce environments
• Built from gridded dataset, allowing calculations at any given location
• Transparent model structure – based off the Python language
R a i n W a t c h
wflow Hydrologic Modelling
• Static Data
• Digital Elevation Model
• Land Cover Map/Map Representing Soil Physical Parameters
• Dynamic Data (Time Series)
• Precipitation
• Potential Evapotranspiration
• Model Parameters
• Soil Depth…etc…Many more!
R a i n W a t c hR a i n W a t c h
Modelled
Catchment
Isaac River Catchment –
Approx. 8,300 km2
R a i n W a t c h
wflow Hydrologic Modelling
• Model calibrated to March 2017 rainfall event - TC Debbie
• Verification periods: 2016 and 2019
R a i n W a t c hR a i n W a t c h
wflow Hydrologic Modelling
R a i n W a t c hR a i n W a t c h
0
2
4
6
8
10
12
14
16
24/03/2017 0:00 26/03/2017 0:00 28/03/2017 0:00 30/03/2017 0:00 1/04/2017 0:00 3/04/2017 0:00 5/04/2017 0:00
Discharge(m3/s)
Date
2017 Discharge Comparison at Fischer Creek
Gauge
Model
0
2
4
6
8
10
12
14
24/03/2017 0:00 26/03/2017 0:00 28/03/2017 0:00 30/03/2017 0:00 1/04/2017 0:00 3/04/2017 0:00 5/04/2017 0:00
Discharge(m3/s)
Date
2017 Discharge Comparison at Lower Platypus Creek
Gauge
Model
wflow Hydrologic Modelling
R a i n W a t c h
Hydraulic and Water Quality Modelling
R a i n W a t c h
Hydraulic/Water Quality Modelling
Model extent
Stream network
Model network
• The stream network includes the
main channel of the Isaac River
and 10 tributaries and covers
some 470 km.
R a i n W a t c h
Hydraulic/Water Quality Modelling
WQ Conditions
at MP
HD Conditions
at MP
Outflow
R a i n W a t c h
Hydraulic/Water Quality Modelling
• River network:
• 31 XS at Monitoring Points
• 21 additional XS extracted
• Geometry of structures
• Operation rules
Model extent
Stream network
Model network
R a i n W a t c h
Hydraulic/Water Quality Modelling
A
B
C
D
A.
B.
C.
D.
• Simulation TC Debbie
• Ongoing work on improving lower catchment wflow
• Possible overbank flow and/or malfunction of gauge
R a i n W a t c h
Hydraulic/Water Quality Modelling
• WQ parameters simulated: Electrical Conductivity (EC) and pH
• EC: Conservative tracer
• pH: 6 possible formulations
• pH_tracer = Conservative tracer [H+] above/below neutral
• pH_1 to pH_5 = adding processes and dependencies with other parameters
Example of pH simulation at a given Monitoring Point
1
The more processes involved,
the more data required for the simulation
2
We are limited by the quantity and quality
of the data available
R a i n W a t c h
Delft-FEWS Environment
• As highlighted earlier, this project relies on a bespoke Delft-FEWS application which
as the following key tasks
• Ingest and format all forcing data required to run the models
• Error check this data and if required insert ‘substitutes’
• Ingest field data required to guide and inform the modelling
• Run models as required
• Undertake system optimisations and forecast simulations
• Error check model outputs
• Present model results in a logical and easy to interpret manner
• Project very much ‘sets the scene’ for the optimal and efficient management of
water resources and water quality within the Isaac River system
R a i n W a t c hR a i n W a t c h

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DSD-INT 2020 Real Time Hydrologic, Hydraulic and Water Quality Forecasting in the Bowen Basin - McAlister

  • 1. R a i n W a t c h Real Time Hydrologic, Hydraulic and Water Quality Forecasting in the Bowen Basin 10 November 2020 TonyMcAlister R a i n W a t c h
  • 2. R a i n W a t c h Presentation Overview • Water Technology, in partnership with Deltares, HydroLogic and FlowMatters, have developed a real time hydrologic, hydraulic and water quality forecasting and web delivery system for the Isaac River catchment • This system has used Delft-FEWS to couple several advanced numerical analysis products, in many cases for the first time - and definitely for the first time with all of them • Calibrated radar rainfall (HydroNET) • Distributed hydrologic modelling (wflow) • Comprehensive hydraulic modelling (SOBEK) • Comprehensive water quality modelling (DELWAQ) • Operational optimisation routines (RTC-Tools 2) • Localised water balance models (EPA SWMM) • Importantly – these models are all operating within a bespoke Delft-FEWS environment
  • 3. R a i n W a t c hR a i n W a t c h DELFT-FEWS Environment EPA-SWMM FlowMatters Web Viewer
  • 4. R a i n W a t c h HydroNET Radar Calibrated Rainfall • Coupled QPE and QPF System developed in HydroNET • QPE – Historical data • QPF – Nowcast and ADFD numerical weather modelling
  • 5. R a i n W a t c h HydroNET Radar Calibrated Rainfall • QPE – From raw to gauge blended radar rainfall • 3 step process 1. Measurement of reflectivity and removal of known sources of errors • Speckle and clutter (e.g. wind mills, towers, mountains) • Radial effects (blockage) • Other spurious effects 2.Conversion of Reflectivity to Rainfall • Various methods, which differ between regions and cloud types • BoM provides this out to 128km 3.Calibration with Rain Gauge Networks • Rain gauge data quality control and gap definition • WMO compliant (installation & maintenance) • No multi-day sums; No large gaps; No wrong zero measurements (hidden gaps) • Radar data adjustment to rain gauge data
  • 6. R a i n W a t c h
  • 7. R a i n W a t c hR a i n W a t c h Rainfall – 20 May 10 minute Intervals
  • 8. R a i n W a t c h QPF - Blending Nowcast and ADFD • Derive a single forecast consisting of radar nowcast in the first two hours and ADFD data for longer forecast horizons • ADFD data is mapped on radar grid • Benefit of increased accuracy of radar nowcast for first hours • Extended forecast horizon of ADFD
  • 9. R a i n W a t c hR a i n W a t c h Nowcast Method Extrapolating the measurements based on image processing / cell detection Basic concept: - 12 min - 6 min now + 6 min + 12 min + 18 min Precipitation cell Measurement Forecast-size - mass - centre of gravity - axes of inertia - angle of axes - class distribution - position - Linear movement - Dynamics Calculate motion vectors of tracked cells Interpolate motion vector field for entire domain with IDW Calculate rotation and divergence -> interpolate for entire domain -> Integration to get motion vector field
  • 10. R a i n W a t c hR a i n W a t c h Process Flows Delft- FEWS
  • 11. R a i n W a t c h wflow Hydrologic Modelling
  • 12. R a i n W a t c h wflow Hydrologic Modelling • Open Source Hydrological Modelling Platform • Accounts for; • Precipitation – Radar Rainfall • Interception • Evapotranspiration • Soil Water • Surface Water • Ground Water Recharge
  • 13. R a i n W a t c h wflow Hydrologic Modelling • Successfully Applied Worldwide • Flood Hazard • Drought • Climate Change Impacts • Land Use Changes • Flood Warning Systems within the Delft-FEWS Framework – Flow Forecasting • Maximises use of open earth observation data – suited for data scarce environments • Built from gridded dataset, allowing calculations at any given location • Transparent model structure – based off the Python language
  • 14. R a i n W a t c h wflow Hydrologic Modelling • Static Data • Digital Elevation Model • Land Cover Map/Map Representing Soil Physical Parameters • Dynamic Data (Time Series) • Precipitation • Potential Evapotranspiration • Model Parameters • Soil Depth…etc…Many more!
  • 15. R a i n W a t c hR a i n W a t c h Modelled Catchment Isaac River Catchment – Approx. 8,300 km2
  • 16. R a i n W a t c h wflow Hydrologic Modelling • Model calibrated to March 2017 rainfall event - TC Debbie • Verification periods: 2016 and 2019
  • 17. R a i n W a t c hR a i n W a t c h wflow Hydrologic Modelling
  • 18. R a i n W a t c hR a i n W a t c h 0 2 4 6 8 10 12 14 16 24/03/2017 0:00 26/03/2017 0:00 28/03/2017 0:00 30/03/2017 0:00 1/04/2017 0:00 3/04/2017 0:00 5/04/2017 0:00 Discharge(m3/s) Date 2017 Discharge Comparison at Fischer Creek Gauge Model 0 2 4 6 8 10 12 14 24/03/2017 0:00 26/03/2017 0:00 28/03/2017 0:00 30/03/2017 0:00 1/04/2017 0:00 3/04/2017 0:00 5/04/2017 0:00 Discharge(m3/s) Date 2017 Discharge Comparison at Lower Platypus Creek Gauge Model wflow Hydrologic Modelling
  • 19. R a i n W a t c h Hydraulic and Water Quality Modelling
  • 20. R a i n W a t c h Hydraulic/Water Quality Modelling Model extent Stream network Model network • The stream network includes the main channel of the Isaac River and 10 tributaries and covers some 470 km.
  • 21. R a i n W a t c h Hydraulic/Water Quality Modelling WQ Conditions at MP HD Conditions at MP Outflow
  • 22. R a i n W a t c h Hydraulic/Water Quality Modelling • River network: • 31 XS at Monitoring Points • 21 additional XS extracted • Geometry of structures • Operation rules Model extent Stream network Model network
  • 23. R a i n W a t c h Hydraulic/Water Quality Modelling A B C D A. B. C. D. • Simulation TC Debbie • Ongoing work on improving lower catchment wflow • Possible overbank flow and/or malfunction of gauge
  • 24. R a i n W a t c h Hydraulic/Water Quality Modelling • WQ parameters simulated: Electrical Conductivity (EC) and pH • EC: Conservative tracer • pH: 6 possible formulations • pH_tracer = Conservative tracer [H+] above/below neutral • pH_1 to pH_5 = adding processes and dependencies with other parameters Example of pH simulation at a given Monitoring Point 1 The more processes involved, the more data required for the simulation 2 We are limited by the quantity and quality of the data available
  • 25. R a i n W a t c h Delft-FEWS Environment • As highlighted earlier, this project relies on a bespoke Delft-FEWS application which as the following key tasks • Ingest and format all forcing data required to run the models • Error check this data and if required insert ‘substitutes’ • Ingest field data required to guide and inform the modelling • Run models as required • Undertake system optimisations and forecast simulations • Error check model outputs • Present model results in a logical and easy to interpret manner • Project very much ‘sets the scene’ for the optimal and efficient management of water resources and water quality within the Isaac River system
  • 26. R a i n W a t c hR a i n W a t c h