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A Real Time Event Detection System for WWTP Protection Roger O’Halloran Water Quality Information Collection System Project 17 August 2009 Urban Water Security Research Alliance

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Page 1: A Real Time Event Detection System for WWTP Protection · 10/16/2009  · A Real Time Event Detection System for WWTP Protection. Roger O’Halloran. Water Quality Information Collection

A Real Time Event Detection System for WWTP Protection

Roger O’HalloranWater Quality Information Collection System Project

17 August 2009

Urban Water Security Research Alliance

Page 2: A Real Time Event Detection System for WWTP Protection · 10/16/2009  · A Real Time Event Detection System for WWTP Protection. Roger O’Halloran. Water Quality Information Collection

Overview of this presentation

• Brief introduction to requirements for real- time monitoring in PRW system

• Describe development of a novel system to reliably detect contamination events in real-time in a range of effluents

• Show some interesting results• Outline future directions

Page 3: A Real Time Event Detection System for WWTP Protection · 10/16/2009  · A Real Time Event Detection System for WWTP Protection. Roger O’Halloran. Water Quality Information Collection

PRW Monitoring Requirements

• To ensure safe operation of the PRW system, reliable monitoring is essential– Within each barrier

• To ensure process control and optimal performance

– Between each barrier• To ensure treated effluent meets requirements for

the subsequent barrier

Page 4: A Real Time Event Detection System for WWTP Protection · 10/16/2009  · A Real Time Event Detection System for WWTP Protection. Roger O’Halloran. Water Quality Information Collection

Desired outcomes by end-users

• Advanced water quality monitoring technologies– provide continuous water quality information

in real-time– enable operators/grid managers to manage

potential risks at the earliest possible barrier/control point

– further improve the level of control, thereby better safeguarding treatment plant operation

Page 5: A Real Time Event Detection System for WWTP Protection · 10/16/2009  · A Real Time Event Detection System for WWTP Protection. Roger O’Halloran. Water Quality Information Collection

PRW Monitoring Requirements

• The monitoring system must: – detect potentially harmful events with a low error rate

(false +/-)– respond in near real-time– have minimal calibration and maintenance, and low

ongoing costs– be user friendly

• automated data analysis/event alerts• self-diagnosis of faults• suited for use by non-scientific staff (blue overalls rather than

white coats!)

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Typical online WQ monitoring systems

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Technical Challenges

• Most existing online sensors/sensing systems perform well in the laboratory environment for pre-treated samples

• A limited number have demonstrated satisfactory performance in field environments

• None has demonstrated satisfactory performance in a difficult sample matrix such as raw sewage

• Wastewater sources are highly diversified – Compositions/matrix are complex, consisting of countless

inorganic, organic and biological compounds– Real-time quantitative detection of even a small fraction of these

compounds is practically impossible due to both technological and economic reasons

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Page 9: A Real Time Event Detection System for WWTP Protection · 10/16/2009  · A Real Time Event Detection System for WWTP Protection. Roger O’Halloran. Water Quality Information Collection

Monitoring Requirements

• Commercial online systems are all based on sensors designed for operation in a strictly controlled matrix– pH, ionic strength, purity, etc– with continuous field measurements it is impractical to artificially

manipulate sample matrix: an intrinsic flaw in the methodology

• Sewage is a highly fouling and variable medium which is far removed from the designed operating conditions of chemical sensors

• To our knowledge, no commercially available water quality monitoring system currently in operation is capable of effectively and reliably detecting significant sewer discharge events.

• What, then?

Page 10: A Real Time Event Detection System for WWTP Protection · 10/16/2009  · A Real Time Event Detection System for WWTP Protection. Roger O’Halloran. Water Quality Information Collection

Research Plan: Approach and Methodology

• Traditional approach is to collect and analyse individual samples to determine the quantity of a known substance– results must be known precisely to allow comparison with other

samples– compare results to predetermined criteria to determine

performance compliance • For end users, the measured value allows decisions to

be made about the system that was sampled, e.g. for the final effluent of a WWTP:– Does the effluent meet regulatory requirements? – Can it be discharged? – Is the plant functional and operating within desired control limits?

• For end users the ultimate purpose of an analytical measurement is to determine performance compliance of their system

Page 11: A Real Time Event Detection System for WWTP Protection · 10/16/2009  · A Real Time Event Detection System for WWTP Protection. Roger O’Halloran. Water Quality Information Collection

Performance monitoring using event prediction

• We propose a different approach– Use a number of online sensors that each give a

different picture of the sample– Look at overall sample matrix rather than individual

components– Record the results continuously– The time trace gives a picture of the state of the

system– Normal system behaviour becomes evident by

observation for a significant time – Abnormal events can be easily recognised by

comparison to the baseline

Page 12: A Real Time Event Detection System for WWTP Protection · 10/16/2009  · A Real Time Event Detection System for WWTP Protection. Roger O’Halloran. Water Quality Information Collection

Online flow-through sensor system

Page 13: A Real Time Event Detection System for WWTP Protection · 10/16/2009  · A Real Time Event Detection System for WWTP Protection. Roger O’Halloran. Water Quality Information Collection

Online sensor baseline patterns

Page 14: A Real Time Event Detection System for WWTP Protection · 10/16/2009  · A Real Time Event Detection System for WWTP Protection. Roger O’Halloran. Water Quality Information Collection

Performance monitoring using event prediction

• System characterisation is now determined by the detection of events

• Because we are looking for changes, the absolute value of the sensor readings is not so important

• We determine if the system is subject to ‘abnormal’ conditions that have significantly changed the sample matrix

• We detect these events using several off-the-shelf sensors in combination to give an overall picture of the sample matrix

• Using this approach, we can characterise a sample without the need to fully rely on the accuracy of the measured sensing signal

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Performance monitoring using event prediction

• The essential system requirements are:– A sensing platform incorporating multiple sensors, i.e., primary

(PS), secondary (SS) and indicative (IS) sensors– Sensors must be able to

• physically tolerate the sample matrix conditions• Ideally, should be self-contained, requiring no added reagents • should respond to one or more physicochemical aspects of sample

matrix change – Matrix change information required for sample characterisation

can be collectively represented by the analytical signals obtained from the selected sensors

– The analytical signals from all sensors must be acquired continuously and simultaneously in real-time

Page 16: A Real Time Event Detection System for WWTP Protection · 10/16/2009  · A Real Time Event Detection System for WWTP Protection. Roger O’Halloran. Water Quality Information Collection

Analytical signal correction

Matrix Recognition Sensors Indicative Sensor

Sample

Data Collection and Processing

Setup ReferenceValue

Matrix Correction

Ana

lytic

al S

igna

l

Concentration

?

Ideal signal

Measured Signal

Page 17: A Real Time Event Detection System for WWTP Protection · 10/16/2009  · A Real Time Event Detection System for WWTP Protection. Roger O’Halloran. Water Quality Information Collection

Development of event detection system

• Focus on the first 2 barriers, which are responsible for most of the waste removal:– Sewer discharge / catchment– Wastewater Treatment Plant

• Major discharges must be detected before they can compromise treatment plant performance

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Current System Configuration

• 6 self-contained sensing probes (temperature, pH, conductivity, DO, ORP, turbidity)

• Temperature sensor is used as a PS to calibrate other sensors

• pH, conductivity, DO, ORP, turbidity sensors are SS/IS

• Sensing signal baseline can be used as the reference

• Allows inter-sensor calibration/correlation

• Installed at Bundamba WWTP (Ipswich)

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Diurnal patterns and baseline stability

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A significant discharge event

0.0

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Tem p °CD OC ondu ctivity m SpHTurb id ity NTU

Sudden matrix change

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Tem p °CD OC ondu ctivity m SpHTurb id ity NTU

Sudden matrix change

Page 23: A Real Time Event Detection System for WWTP Protection · 10/16/2009  · A Real Time Event Detection System for WWTP Protection. Roger O’Halloran. Water Quality Information Collection

Zoom in to the discharge event

Sudden matrix changeSudden matrix change

Page 24: A Real Time Event Detection System for WWTP Protection · 10/16/2009  · A Real Time Event Detection System for WWTP Protection. Roger O’Halloran. Water Quality Information Collection

Another (industrial?) discharge event

Page 25: A Real Time Event Detection System for WWTP Protection · 10/16/2009  · A Real Time Event Detection System for WWTP Protection. Roger O’Halloran. Water Quality Information Collection

Effect of the event on effluent quality at Barrier 2

Page 26: A Real Time Event Detection System for WWTP Protection · 10/16/2009  · A Real Time Event Detection System for WWTP Protection. Roger O’Halloran. Water Quality Information Collection

Effect of heavy rainfall and catchment overflow

Page 27: A Real Time Event Detection System for WWTP Protection · 10/16/2009  · A Real Time Event Detection System for WWTP Protection. Roger O’Halloran. Water Quality Information Collection

Work in progress

This FY (09/10):– Development of mathematics module

• Detect events using baseline, slope, magnitude and duration

– Refinement of flow manifold• Optimised cleaning using wall jet flow

– Source new sensors

Page 28: A Real Time Event Detection System for WWTP Protection · 10/16/2009  · A Real Time Event Detection System for WWTP Protection. Roger O’Halloran. Water Quality Information Collection

Future directions

Phase 2:• Development of real-time

event detection system• Further development and

applications to other barriers

• Real-time event detection network.

Page 29: A Real Time Event Detection System for WWTP Protection · 10/16/2009  · A Real Time Event Detection System for WWTP Protection. Roger O’Halloran. Water Quality Information Collection

Acknowledgements

• Ipswich Water• Research Team• Support from the UWSRA and the Queensland

State Government

Page 30: A Real Time Event Detection System for WWTP Protection · 10/16/2009  · A Real Time Event Detection System for WWTP Protection. Roger O’Halloran. Water Quality Information Collection

Thank you

www.urbanwateralliance.org.au