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Towards Urban Water and Wastewater Smart Grids Optimizing the Operation and Management Trough Modelling, Data Mining and Machine Learning Adélio Silva

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Page 1: Towards Urban Water and Wastewater Smart Grids

Towards Urban Water and Wastewater Smart Grids

Optimizing the Operation and Management Trough Modelling, Data Mining and Machine Learning

Adélio Silva

Page 2: Towards Urban Water and Wastewater Smart Grids

HIDROMOD is an international company acting in the

areas of:

Consultancy: Water cycle modelling and information technologies

Products: Real time data and modeling integration

Services: Forecast systems, Early warning systems, Professional

support (e.g. Portugal, Spain, France, Brazil, Argentina, Colombia, Malaysia, Oman)

HIDROMOD established a partnership with ONFLOW

taking advantage of both companies expertise to offer

innovative services

High qualified staff with several

PhD and MsC

Over 450 projects in the last 26

years

1/3 – R&D Projects

A few words about HIDROMOD

Page 3: Towards Urban Water and Wastewater Smart Grids

Reference consulting

areas

Coastal

dynamics

Hydrodynamic

s

Water resources

management

Waves

Water

quality

Support to project

Risk assessment Oil spills

Page 4: Towards Urban Water and Wastewater Smart Grids

Support to project (ex. Douro river inlet breakwaters)

Project an impact assessment of new inlet protection

breakwaters. This included quite innovative solutions

which were awarded with Secil Prize 2009 (the most

relevant engineering prize in Portugal)

Page 5: Towards Urban Water and Wastewater Smart Grids

Support to project (ex. new Lisbon port containers terminal)

Goal: Receive ship containers with a capacity of 8,000 TEU reaching about 352

meters long, 43 meters mouth and 14.5 meters draft

HIDROMOD is responsible for all the modelling studies necessary to support both the engineering and the

environmental impact assessment studies. This includes all the aspects associated with the wave climate,

hydrodynamics and transport processes, including the assessment of the channel maintenance conditions,

potential impacts associated with the dredging works and the suitability of the places selected to dispose the

dredged material.

Page 6: Towards Urban Water and Wastewater Smart Grids

Beach nourishment

Albufeira beach artificial nourishment

before after

Page 7: Towards Urban Water and Wastewater Smart Grids

Beach rehabilitation

Vilamoura marina beach rehabilitation

Before

After

Page 8: Towards Urban Water and Wastewater Smart Grids

Water Services, Water Resources, Water and Land Planning

and Development, Climate Change and Adaptation,

Operational Services, Water Quality

Odeleite Reservoir, Portugal

Water resources management

Page 9: Towards Urban Water and Wastewater Smart Grids

Risk assessment

Water levels

Buildings vulnerability assessment Escaping routes vulnerability assessment

Page 10: Towards Urban Water and Wastewater Smart Grids

Operational services

Urban Water networks

Urban wastewater networks

Navigation and ports

Beach Water quality Sea pollution prevention and response

River flow forecasts

Precise Irrigation

Page 11: Towards Urban Water and Wastewater Smart Grids

Basically it means to take the most advantage of the available technology (modelling and data

management) to improve the knowledge about the systems and, by this way, take more

informed actions, adopt more safe and efficient procedures and contribute to improve

environment while saving money.

Optimizing the Operation and Management Trough Modelling,

Data Mining and Machine Learning

What does this mean?

What is the challenge

With the growing investments in telemetry and monitoring it is being generated huge amounts of

data that requires innovative approaches to be properly used in benefit of the organizations.

Data and information are two quite different things and having data does not mean having

information…

Page 12: Towards Urban Water and Wastewater Smart Grids

Adopt a preventive attitude

Making a wider use of these advanced modelling and data management tools helps to move

the focus to prevention and knowledge instead of the traditional reactive approaches

The improvement in the systems intelligence enables to automatically detect anomalies,

establish cause-effect relations and support to early warning

If the causes are not properly assessed the answers may not be the most

proper and/or the most efficient…

Page 13: Towards Urban Water and Wastewater Smart Grids

Forecast

Learn with the past to prevent the future

Risk assessment

Planning

Decision support

Information dissemination

Analyze

Compare

Characterize

Understand

Past

Observe Act

Alerts

Page 14: Towards Urban Water and Wastewater Smart Grids

AQUASAFE an easy to use tool to accomplish these goals

The AQUASAFE server stores and indexes internally generated

system data (models), or through external links (Scada systems,

FTP, Open DAP, etc.). Apart from this distributor role, it also

schedules tasks, such as running models, creating reports, etc.

AQUASAFE was distinguished by IWA which attributed it the Honour Award for

the Operations & Management Category of the 2012 IWA Project Innovation Awards.

Page 15: Towards Urban Water and Wastewater Smart Grids

Quality LAB

data base Tagus River

Buoy

Energy meter

system

Flow billing

system

Influent

quality

probes

Flow, quality Rain mm/h Flow, level, velocity

COD, SST, T.º, NTU

APN SIMTEJO

AQUASAFE

WRF

METEO

SWMM

and SewerGEMS

GPS-X ETAR MOHID Tagus Estuary

D

A

T

A

M

O

D

E

L

S

O

U

T

P

U

T

Scenarios

Queries

Easy data

visualization

Alarms

Auto reporting

A

C

TI

O

N

S

External

data

Weather

WWTP´s

SCADA

AUTO

MOHID

Land

Organic, Inorganic

Physical parameters

Integrate different models and data from different sources

Page 16: Towards Urban Water and Wastewater Smart Grids

Use models to integrate data

Intensidade da chuva

Page 17: Towards Urban Water and Wastewater Smart Grids

Workout data to evaluate risks

Operator

Risk

Web

Docs (pdf,

office)

Real time data

analysisDissemination

Public screen (eg.: LCD)

Field data

Model

Page 18: Towards Urban Water and Wastewater Smart Grids

Take advantage of information along the whole service chain

Water sources

Water treatment

Water network

Consumer

Use the models as diagnostic, forecast and operational tools

Follow the water paths from the origin to the consumer

Improve: Water sources control Operational monitoring Preventive actions Corrective actions

Use knowledge and the extended capabilities to link events to the causes act in the source of the problems, anticipate the probability of failure

Use improved data analysis tools to increase your system knowledge

Page 19: Towards Urban Water and Wastewater Smart Grids

Same concepts applies to wastewater

Catchment

Wastewater treatment

Receiving waters

Use the models as diagnostic, forecast and operational tools

Follow the water paths from the catchment to its final fate on the receiving water body

Improve: Water discharges control Operational monitoring Preventive actions Corrective actions

Use knowledge and the extended capabilities to link events to the causes act in the source of the problems, anticipate the probability of failure

Use improved data analysis tools to increase your system knowledge

Wastewater network

Page 20: Towards Urban Water and Wastewater Smart Grids

Benefits

AQUASAFE may help to:

Improve and optimize monitoring programs (water sources, water discharges, urban networks…),

Properly assess the effectiveness (or need) of additional water treatments,

Reduce water losses,

Optimize energy,

Keep running warning/alert systems (beach water quality, leakages, anomalous parameters, …),

Derive Key Performance Indicators,

Page 21: Towards Urban Water and Wastewater Smart Grids

Taking the example of the Lisbon Metropolitan Area

Discharges in the sea benefits of advection/diffusion and of low residence time

Two quite different areas: • the estuary (with water residence

times from days to weeks) • The coast

Is there a need for secondary treatment

in the coastal area or removing nutrients

in the estuary?

Page 22: Towards Urban Water and Wastewater Smart Grids

SINTRA

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CASCAIS

SINTRA

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CASCAIS

Solution designed in the early eighties, entered into function in the nineties. It was based on a long trunk sewer (25 km) a preliminary treatment plant and a 2.9km submarine outfall with 2*400m diffusers.

However the publication of the UWWT Directive came to impose secondary treatment unless it may be demonstrated that there was no benefit.

A derogation of the secondary treatment was accorded in

2000 based on intensive monitoring and modelling studies.

16:31 22

The coastal area

Page 23: Towards Urban Water and Wastewater Smart Grids

Inside the estuary

Secondary treatment is mandatory by law!!

16:31

To answer this question a monitoring program supported by data and a

biogeochemical model was implemented considering all the loads.

Is there a need to remove nutrients?

Total Organic Nitrogen

Tejo

47%

Sorraia

14%

Trancão

7%

MutelaPortinho da CostaQuinta da BombaAlcântaraBeirolasChelasS.João da TalhaFrielasAlhos VedrosMoitaPalhaisMontijoAlcocheteVila Franca de XiraAlvercaTejoTrancão Sorraia

Page 24: Towards Urban Water and Wastewater Smart Grids

After all…

More than 100 million euros of initial investment were saved,

More than 20 million/year of exploitation costs were saved,

None of that money would be used to protect the environment. Most would be used

just to produce CO2 …

16:31 25

Nutrients removal would have no benefit!!!

Secondary treatment has been adopted

Page 25: Towards Urban Water and Wastewater Smart Grids

Relevance of advanced data analysis

Cross different parameters to improve knowledge and identify cause-effect relationships

Lisboa downtown: Combined sewer flow measurement. precipitation vs water flow

Page 26: Towards Urban Water and Wastewater Smart Grids

Scada

Data base

Sewage network model

6000.0 7000.0 8000.0 9000.0 10000.0 11000.0 12000.0 13000.0 14000.0 15000.0 16000.0 17000.0 18000.0 19000.0

[m]

1000.0

1500.0

2000.0

2500.0

3000.0

3500.0

4000.0

4500.0

5000.0

5500.0

6000.0

6500.0

7000.0

7500.0

8000.0

8500.0

9000.0

9500.0

10000.0

[m] Standard [Base]

Sensors

Meteorology

Faecal concentration

Use the information also to reduce environmental

impacts and frame responsibility

Implementation of an operational beach water

quality warning system due to Combined

Sewer Overflows

Page 27: Towards Urban Water and Wastewater Smart Grids

Programmed intervention in the Agências Pumping Station

Fecal dispersion Synthesis per box

Advise about the most appropriate time for an operation

Page 28: Towards Urban Water and Wastewater Smart Grids

Most pumping operations can be

improved.

Advanced optimization algorithms

may provide advice about

alternative/optimized pumping

schemes

Contribute to improve water demand forecast / energy optimization

Page 29: Towards Urban Water and Wastewater Smart Grids

Improve leakage detection and pinpointing

Page 30: Towards Urban Water and Wastewater Smart Grids

Better assess the system losses (NRW – IWA method)

Page 31: Towards Urban Water and Wastewater Smart Grids

Monitoring Stations

Treatment stage

Implemented measures

Scenarios Analysis

Annual Monthly Weekly Daily

Frielas

KPI SGCIE:

113 3 933

53 100

IE (TEP/Euro) CEE (TEP/m3)

IC (kg CO2/TEP)

2013 - 2014

Annual Evolution:

Subsystem

Keep properly informed. Use data to check status and produce KPIs

Page 32: Towards Urban Water and Wastewater Smart Grids

Note

The success of all these tools and procedures depends on its capability to answer to

the real problems of operation and management

In this perspective it is of prime importance to gather as much of experiences as

possible in the requirements definitions

Your experience it is important to us!

© 2009 All rights reserved. 33

Case you want to receive more detailed information

or share your experience with us please tell us

Page 33: Towards Urban Water and Wastewater Smart Grids

Questions?

Adélio Silva ([email protected])

www.hidromod.com

www.aquasafeonline.net

Towards Smart Water Networks