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30 oktober 2015
Water quality forecasting with FEWS
Case studies: Guanabara Limpa,
Bathing water quality in the UK
Lora Buckman
Outline
• General overview of water quality applications
• WQ issues
• modeling strategies
• handling samples in FEWS -> breakout session
• data assimilation -> breakout session
• Case studies (in brief):
• Guanabara Limpa – preparation for 2016 Rio de Janeiro
Olympic Games
• Bathing water quality in UK – daily risk assessment and
warning
30 oktober 2015
What type of issues can we forecast?
Algae blooms
Oil spills
Floating trash
Habitat suitability/aquaculture
Bacterial contamination
30 oktober 2015
How does it work?
Numerical models
• Start with hydrodynamic model in FEWS system.
• Add ecological data and water quality models using a similar
approach.
Different types:
• Particle tracking & backtracking: litter, spills, transport of
observed algal bloom;
• Particle tracking with limited processes: oil, larvae, jellyfish,
bacteria;
• Ecological model (Delwaq, others) simulating concentrations of
nutrients, phytoplankton, oxygen etc.
Data-driven models
• based on historic correlations between variables
30 oktober 2015
Case Study: Guanabara Limpa
30 oktober 2015
Olympic games in Rio de Janeiro in summer 2016
Floating litter in the Bay poses a risk to sailing and
windsurfing events
Guanabara Limpa : Project background
• 380 km2
• 15 municipalities
• 8.6 million people
30 oktober 2015
Guanabara Limpa: Project background
• 380 km2
• 15 municipalities
• 8.6 million people
30 oktober 2015
Guanabara Limpa: Project background
• 380 km2
• 15 municipalities
• 8.6 million people
30 oktober 2015
Guanabara Limpa: Clean-up
• Litter coming from rivers partially collected by ‘Ecobarriers’ at the river
mouth before entering the bay
• Simply not enough
30 oktober 2015
30 oktober 2015
Guanabara Limpa: Clean-up
http://www.bbc.com/news/world-latin-
america-25635140
Guanabara Limpa: Forecasting system
Rainfall-runoff model
(W-FLOW)
3D Hydrodynamic
Model (Delft3D-FLOW)
Data Collection (with PSAM, INEA, CHM)
Particle-tracking
Module (PART)
Online Visualization
(DSC)
Operational framework (Delft-FEWS)
System Hosting
(ICT)
+ code development
+ tailored online visualization
+ app. with input from eco-boats
Forecasts imported
Water Quality Model
(DELWAQ)
Consulate-
General,
Rio de Janeiro
System Owner / End-User: Sponsorship:
Other contributions by:
Ministries:
Infrast. & Environ.,
Economic Affairs
Major project components
System development,
implementation, coordination:
01 January 2015
Website: http://guanabaralimpa.deltares.nl/
Guanabara Limpa: Challenges
Addressing the underlying issue
• Floating litter is only a part of the equation
• Issues not addressed:
• lack of waste management services
• limited operation/effectiveness of Eco-barriers
• limited sanitation – raw sewage discharges
Political environment
• What happens after 2016 is unclear
Lack of validation data
30 oktober 2015
Case study: Bathing water quality UK
30 oktober 2015
Heavy rain may cause short term
bacterial pollution of bathing waters
due to:
• Sewer overflows
• Run-off from wildlife and livestock
• Urban drainage
Swimmers are warned about risk of
reduced water quality through
internet and signposts.
Bathing water quality UK: Project background
30 oktober 2015
European Directive concerning management of bathing water quality requires:
• regular monitoring of bathing waters
• determination of bathing water quality on basis of microbiological: poor,
sufficient, good, excellent
• all bathing waters in EU must be sufficient in 2015
• additional improvement to good or excellent required
• mandate to inform bathers of poor water quality
Case study: Bathing water quality UK
30 oktober 2015
http://environment.data.gov.uk/bwq/profiles/
Rain gauge
H19 Radar Actual 15 min
Accumulated
H13 Radar Nowcast 15 min
Accumulated
24 hrs. and 48 hrs. trigger
based on accumulated actual
measured rainfall OR
Bathing Water Quality
affected by External Factors
Dissemination of Result via
Bathing Water Explorer
and put up Signs at
Bathing Sites.
Pilot Study – Bathing Water Quality STP System
30 oktober 2015
How to estimate bacterial pollution risk from rainfall data?
Approach: data-driven modeling (courtesy of UK Environment Agency)
Bathing water quality UK: Modeling approach
30 oktober 2015
Bathing water quality UK: Modeling approach
30 oktober 2015
Not based on water quality samples
Not predicting Actual Water Quality
But predicting an increase in RISK due to
possible reduction in bathing water quality
Heavy Rainfall in Catchment washing
down pollutant to bathing sites
Other External factor contributing to
increase in RISK to bathing water quality
Bathing water quality UK: Initial findings
Most days with pollution risk are missed by sampling scheme
30 oktober 2015
Samples and Pollution Risk Warnings
More information: ian.dunhill@environment-agency.gov.uk
Problems with verification
• Can you verify pass/fail by looking at a few samples? –low
statistical confidence
• The distribution of samples will always favour ‘good’
conditions
• Easy to conclude that a clean sample with no warning is a
success
• Or a warning with a clean sample is protective
• A system that always predicts good will be correct most of
the time
• A system that predicts good most of the time with
occasional warnings will usually be correct
Bathing water quality UK: Challenges
Challenges:
• lack of sample data
• high uncertainty in results
• many processes unaccounted
• lack of validation data
• biological contamination difficult to assess
• public awareness, education
• beach operators especially resitsant
30 oktober 2015
Future challenges in WAQ forecasting
Improving accuracy and reliability by:
• More real-time measurements!!!
• Explore use of citizen monitoring data
• Increasing use of satellite data
• Improvement of data-driven models
• Improve understanding of biological processes
• Especially algal blooms and jellyfish
• Data model integration
• Preferably with high resolution sensor data from
satellites and buoys.
30 oktober 2015
Breakout Session: FEWS for WQ and Ecology
This Afternoon in Innovation:
• 2 Hands-on activities:
• Floating litter forecasting
• FEWS-ECO
• In-depth discussion:
• Data assimilation
• Sample handling in FEWS (new functionality)
• Other water quality topics
30 oktober 2015
Thank you for you attention
30 oktober 2015

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DSD-INT 2015 - Water quality forecasting with FEWS - Lora Buckman, Deltares

  • 1. 30 oktober 2015 Water quality forecasting with FEWS Case studies: Guanabara Limpa, Bathing water quality in the UK Lora Buckman
  • 2. Outline • General overview of water quality applications • WQ issues • modeling strategies • handling samples in FEWS -> breakout session • data assimilation -> breakout session • Case studies (in brief): • Guanabara Limpa – preparation for 2016 Rio de Janeiro Olympic Games • Bathing water quality in UK – daily risk assessment and warning 30 oktober 2015
  • 3. What type of issues can we forecast? Algae blooms Oil spills Floating trash Habitat suitability/aquaculture Bacterial contamination 30 oktober 2015
  • 4. How does it work? Numerical models • Start with hydrodynamic model in FEWS system. • Add ecological data and water quality models using a similar approach. Different types: • Particle tracking & backtracking: litter, spills, transport of observed algal bloom; • Particle tracking with limited processes: oil, larvae, jellyfish, bacteria; • Ecological model (Delwaq, others) simulating concentrations of nutrients, phytoplankton, oxygen etc. Data-driven models • based on historic correlations between variables 30 oktober 2015
  • 5. Case Study: Guanabara Limpa 30 oktober 2015 Olympic games in Rio de Janeiro in summer 2016 Floating litter in the Bay poses a risk to sailing and windsurfing events
  • 6. Guanabara Limpa : Project background • 380 km2 • 15 municipalities • 8.6 million people 30 oktober 2015
  • 7. Guanabara Limpa: Project background • 380 km2 • 15 municipalities • 8.6 million people 30 oktober 2015
  • 8. Guanabara Limpa: Project background • 380 km2 • 15 municipalities • 8.6 million people 30 oktober 2015
  • 9. Guanabara Limpa: Clean-up • Litter coming from rivers partially collected by ‘Ecobarriers’ at the river mouth before entering the bay • Simply not enough 30 oktober 2015
  • 10. 30 oktober 2015 Guanabara Limpa: Clean-up http://www.bbc.com/news/world-latin- america-25635140
  • 11. Guanabara Limpa: Forecasting system Rainfall-runoff model (W-FLOW) 3D Hydrodynamic Model (Delft3D-FLOW) Data Collection (with PSAM, INEA, CHM) Particle-tracking Module (PART) Online Visualization (DSC) Operational framework (Delft-FEWS) System Hosting (ICT) + code development + tailored online visualization + app. with input from eco-boats Forecasts imported Water Quality Model (DELWAQ) Consulate- General, Rio de Janeiro System Owner / End-User: Sponsorship: Other contributions by: Ministries: Infrast. & Environ., Economic Affairs Major project components System development, implementation, coordination: 01 January 2015
  • 13. Guanabara Limpa: Challenges Addressing the underlying issue • Floating litter is only a part of the equation • Issues not addressed: • lack of waste management services • limited operation/effectiveness of Eco-barriers • limited sanitation – raw sewage discharges Political environment • What happens after 2016 is unclear Lack of validation data 30 oktober 2015
  • 14. Case study: Bathing water quality UK 30 oktober 2015 Heavy rain may cause short term bacterial pollution of bathing waters due to: • Sewer overflows • Run-off from wildlife and livestock • Urban drainage Swimmers are warned about risk of reduced water quality through internet and signposts.
  • 15. Bathing water quality UK: Project background 30 oktober 2015 European Directive concerning management of bathing water quality requires: • regular monitoring of bathing waters • determination of bathing water quality on basis of microbiological: poor, sufficient, good, excellent • all bathing waters in EU must be sufficient in 2015 • additional improvement to good or excellent required • mandate to inform bathers of poor water quality
  • 16. Case study: Bathing water quality UK 30 oktober 2015 http://environment.data.gov.uk/bwq/profiles/
  • 17. Rain gauge H19 Radar Actual 15 min Accumulated H13 Radar Nowcast 15 min Accumulated 24 hrs. and 48 hrs. trigger based on accumulated actual measured rainfall OR Bathing Water Quality affected by External Factors Dissemination of Result via Bathing Water Explorer and put up Signs at Bathing Sites. Pilot Study – Bathing Water Quality STP System 30 oktober 2015
  • 18. How to estimate bacterial pollution risk from rainfall data? Approach: data-driven modeling (courtesy of UK Environment Agency) Bathing water quality UK: Modeling approach 30 oktober 2015
  • 19. Bathing water quality UK: Modeling approach 30 oktober 2015 Not based on water quality samples Not predicting Actual Water Quality But predicting an increase in RISK due to possible reduction in bathing water quality Heavy Rainfall in Catchment washing down pollutant to bathing sites Other External factor contributing to increase in RISK to bathing water quality
  • 20. Bathing water quality UK: Initial findings Most days with pollution risk are missed by sampling scheme 30 oktober 2015 Samples and Pollution Risk Warnings More information: ian.dunhill@environment-agency.gov.uk
  • 21. Problems with verification • Can you verify pass/fail by looking at a few samples? –low statistical confidence • The distribution of samples will always favour ‘good’ conditions • Easy to conclude that a clean sample with no warning is a success • Or a warning with a clean sample is protective • A system that always predicts good will be correct most of the time • A system that predicts good most of the time with occasional warnings will usually be correct
  • 22. Bathing water quality UK: Challenges Challenges: • lack of sample data • high uncertainty in results • many processes unaccounted • lack of validation data • biological contamination difficult to assess • public awareness, education • beach operators especially resitsant 30 oktober 2015
  • 23. Future challenges in WAQ forecasting Improving accuracy and reliability by: • More real-time measurements!!! • Explore use of citizen monitoring data • Increasing use of satellite data • Improvement of data-driven models • Improve understanding of biological processes • Especially algal blooms and jellyfish • Data model integration • Preferably with high resolution sensor data from satellites and buoys. 30 oktober 2015
  • 24. Breakout Session: FEWS for WQ and Ecology This Afternoon in Innovation: • 2 Hands-on activities: • Floating litter forecasting • FEWS-ECO • In-depth discussion: • Data assimilation • Sample handling in FEWS (new functionality) • Other water quality topics 30 oktober 2015
  • 25. Thank you for you attention 30 oktober 2015