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1
Presented By:
Athulya C S
TJALECE014
Guided By:
Ms. Ayana V S
Assistant Professor ,
Department of Civil Engineering
2
Water is the essence of life
 Important to both society and ecosystems
We depend on a reliable, clean supply of drinking water
We need water for agriculture, energy production,
navigation, recreation, and manufacturing
INTRODUCTION
WATER SUPPLY SYSTEM
Water supply systems provide water in sufficient quantity
and quality
It is an essential requirement for all people
3 components:
 Source
 Treatment
 Distribution
3
4
Source of water refers to the surface water and
groundwater
Depending on the raw water quality, the treatment
objectives and the costs of operation, different water
treatments are provided
Water Supply System Continues...
5
Comprises of :
Storage facilities
Pumping stations
Interconnected series of pipes
Water Supply System Continues...
6
The failure occurs when the system is unable to meet the
water quantity and quality requirements
Risks:
• Change in precipitation
• Temperature
• Climate change
• Population
Water Supply System Continues...
7
Changes are expected to differ from region-to-region
It will be directly impacted by changes in atmospheric
condition, topographical features,etc.
Any change will result in corresponding regional
changes in runoff
i. Precipitation
8
Influences water availability
It cause increase in evaporation may result in droughts
Results in melting of glaciers
ii.Temperature
9
The effects will be felt particularly through changes in
the water cycle
Water supply and sanitation infrastructure and
management systems are vulnerable to current climate
related threats
 It determines how much water is available and how
much water we need in the short and long term
iii.Climate change
10
Major factors that define the performance of a water
supply system
A major contributor to water scarcity
As the world’s population grows, the demand for water
mounts and pressure on finite water resources increses
iv.Population
11
Growth in populations means competition for water for
domestic, industrial, and municipal water uses
Limits the amount of water available per person
Population Continues...
12
Risk is defined as a measure of the probability and
severity of adverse effects
Risk in water supply systems lays in the principle
components of the system
Need of Risk Assessment
13
Includes :
Mechanical, operational, or structural failure
Treatment
Distribution system components
Need of Risk Assessment Continues…
14
Risk found in a water supply system focused on the risk
of water shortage due to population growth and climate
change
There are three primary types of risk:
Objective
Subjective
Perceived risk
Need of Risk Assessment Continues…
15
Reliability, Resiliency, and Vulnerability can be used to
describe the performance of a water resource system
a. Reliability
•Probability that a system operates within specified
conditions during a specified period of time
•Probability of a system in its satisfactory state
Need of Risk Assessment Continues…
16
b. Resiliency
How quickly a system recover a failure
Measured by system’s average recovery rate
The expected maximum severity of an overall system
c. Vulnerability
Need of Risk Assessment Continues…
WATER DEMAND MODELLING
To forecast these future risks, one of the best methods is
to construct a stochastic model
The advantage of the stochastic approach is to capture
the uncertainties found in natural climate variability
17
18
General Circulation Models (Global Climate Models)
are a class of computer models developed primarily for
weather forecasting and climate change
Water Demand Modelling Continues...
19
A computer-based model is constructed to estimate the
performance indices of a water supply system
Examines the impacts of population growth and
fluctuating climate conditions on the water supply system
Water Demand Modelling Continues...
20
MODEL ARCHITECTURE
 In most failure mode or risk analysis studies, the
potential failure to a system is first determined and
analyzed
Artificial Neural Network models are becoming
prominent for water demand forecasting
21
ANN model interpret the relationship found between the
input and output data
ANN is suitable to perform a function by using multiple
parameters on the existing information and predict the
possible relationships
Artifitial Neural Network Continue...
22
 ANN has the ability to map out and reproduce the
complex relationships underlying the water consumption
data
Artifitial Neural Network Continue...
23
The network training process involves three major steps:
Data selection
Input variable selection
Best net selection
Artifitial Neural Network Continue...
24
 ANN could compute a variety of system outputs, such
as energy costs as a function of water source and
treatment
 ANN system used to minimize operational costs
without violating regulatory and environmental
constraints
Artifitial Neural Network Continue...
25
Structure of simulation model schematic for
Reliability, Resilience, and Vulnerability assessment
process are:
Model Archetecture Continue...
26
Stimulation Model
27
 Monte Carlo Simulation involves generating random
values of stochastic parameters from their corresponding
probability distribution
 Steps are:
• Generation of basic events
• Simulation of effect
• Cumulation of performance statistics
Monte Carlo Simulation Continue...
28
MCM to generate two time series measures by
probability distributions and utilizes ANN to calculate the
daily water demand
Examines all the possible outcomes and assesses the
impact of risk for better decision making
Monte Carlo Model Continues...
29
Monte Carlo Simulation assists organizations that allow
supply chain to forecast any number of potential obstacles,
cause disturbance
Monte Carlo Model Continues...
CONCLUSION
Climate change a complex issue, more work is needed to
establish reliable practices for incorporating it into water
utility decisions and planning
ANN model in combination with MCM, arrives the
advantages of a simple functional form and accuracy
30
31
The simulation model takes climatic variables and water
consumption patterns from historical records and projects
The model is used to estimate the effects of water
efficiency management programs and system expansion
on improving the system
Conclusion Continue...
32
REFERENCES
1. Beatrice Biau Yung, Bryan A. Tolson, and Donald H. Burn, “Risk
Assessment of a Water Supply System under Climate Variability:
A Stochastic Approach”, Canadian Journal of Civil Engineering,
July 2011, pp.252-262.
2. Guy Howard, Katrina Charles, Kathy Pond, Anca Brookshaw,
Rifat Hossain and Jamie Bartram, “Securing 2020 vision for
2030: climate change and ensuring resilience in water and
sanitation services”, Journal of Water and Climate Change, 2010.
33
3. M.Nirmala Ian Beauregard, Guillaume Talbot, Daniel Caya,
and Sebastien Binerb, “Modeling and Predicting the Monthly
Rainfall in Thamilnadu as a Seasonal Multivariate Arima
Process”, International Journal of Computer Engineering and
Technology, May-June 2010, ISSN 0976-6367, Vol.1, No.1, pp.
103-111.
4. M. R. Najafi, and H. Moradkhani, “A hierarchical Bayesian
approach for the analysis of climate change impact on runoff
extremes”, Hydrological Processes, November 2013.
34
5. Philip W. Mote, and Eric P. Salathe Jr, “Future climate in the
Pacific Northwest”, Climate Change , March 2010.
6. “Climate Change Vulnerability Assessments: A Review of
Water Utility Practices”, Office of Water Environmental
Protection Agency, August 2010.
7. http://www.goldsim.com/Web/Introduction/Probabilistic/Mo
nteCarlo.
8. http://www.cses.washington.edu/db/pdf/palmerhahnpo
rtland111.pdf
9. http://www.waterrf.org/PublicReportLibrary/4340.pdf
35
36

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a study material for risk assessments in water supply

  • 1. 1 Presented By: Athulya C S TJALECE014 Guided By: Ms. Ayana V S Assistant Professor , Department of Civil Engineering
  • 2. 2 Water is the essence of life  Important to both society and ecosystems We depend on a reliable, clean supply of drinking water We need water for agriculture, energy production, navigation, recreation, and manufacturing INTRODUCTION
  • 3. WATER SUPPLY SYSTEM Water supply systems provide water in sufficient quantity and quality It is an essential requirement for all people 3 components:  Source  Treatment  Distribution 3
  • 4. 4 Source of water refers to the surface water and groundwater Depending on the raw water quality, the treatment objectives and the costs of operation, different water treatments are provided Water Supply System Continues...
  • 5. 5 Comprises of : Storage facilities Pumping stations Interconnected series of pipes Water Supply System Continues...
  • 6. 6 The failure occurs when the system is unable to meet the water quantity and quality requirements Risks: • Change in precipitation • Temperature • Climate change • Population Water Supply System Continues...
  • 7. 7 Changes are expected to differ from region-to-region It will be directly impacted by changes in atmospheric condition, topographical features,etc. Any change will result in corresponding regional changes in runoff i. Precipitation
  • 8. 8 Influences water availability It cause increase in evaporation may result in droughts Results in melting of glaciers ii.Temperature
  • 9. 9 The effects will be felt particularly through changes in the water cycle Water supply and sanitation infrastructure and management systems are vulnerable to current climate related threats  It determines how much water is available and how much water we need in the short and long term iii.Climate change
  • 10. 10 Major factors that define the performance of a water supply system A major contributor to water scarcity As the world’s population grows, the demand for water mounts and pressure on finite water resources increses iv.Population
  • 11. 11 Growth in populations means competition for water for domestic, industrial, and municipal water uses Limits the amount of water available per person Population Continues...
  • 12. 12 Risk is defined as a measure of the probability and severity of adverse effects Risk in water supply systems lays in the principle components of the system Need of Risk Assessment
  • 13. 13 Includes : Mechanical, operational, or structural failure Treatment Distribution system components Need of Risk Assessment Continues…
  • 14. 14 Risk found in a water supply system focused on the risk of water shortage due to population growth and climate change There are three primary types of risk: Objective Subjective Perceived risk Need of Risk Assessment Continues…
  • 15. 15 Reliability, Resiliency, and Vulnerability can be used to describe the performance of a water resource system a. Reliability •Probability that a system operates within specified conditions during a specified period of time •Probability of a system in its satisfactory state Need of Risk Assessment Continues…
  • 16. 16 b. Resiliency How quickly a system recover a failure Measured by system’s average recovery rate The expected maximum severity of an overall system c. Vulnerability Need of Risk Assessment Continues…
  • 17. WATER DEMAND MODELLING To forecast these future risks, one of the best methods is to construct a stochastic model The advantage of the stochastic approach is to capture the uncertainties found in natural climate variability 17
  • 18. 18 General Circulation Models (Global Climate Models) are a class of computer models developed primarily for weather forecasting and climate change Water Demand Modelling Continues...
  • 19. 19 A computer-based model is constructed to estimate the performance indices of a water supply system Examines the impacts of population growth and fluctuating climate conditions on the water supply system Water Demand Modelling Continues...
  • 20. 20 MODEL ARCHITECTURE  In most failure mode or risk analysis studies, the potential failure to a system is first determined and analyzed Artificial Neural Network models are becoming prominent for water demand forecasting
  • 21. 21 ANN model interpret the relationship found between the input and output data ANN is suitable to perform a function by using multiple parameters on the existing information and predict the possible relationships Artifitial Neural Network Continue...
  • 22. 22  ANN has the ability to map out and reproduce the complex relationships underlying the water consumption data Artifitial Neural Network Continue...
  • 23. 23 The network training process involves three major steps: Data selection Input variable selection Best net selection Artifitial Neural Network Continue...
  • 24. 24  ANN could compute a variety of system outputs, such as energy costs as a function of water source and treatment  ANN system used to minimize operational costs without violating regulatory and environmental constraints Artifitial Neural Network Continue...
  • 25. 25 Structure of simulation model schematic for Reliability, Resilience, and Vulnerability assessment process are: Model Archetecture Continue...
  • 27. 27  Monte Carlo Simulation involves generating random values of stochastic parameters from their corresponding probability distribution  Steps are: • Generation of basic events • Simulation of effect • Cumulation of performance statistics Monte Carlo Simulation Continue...
  • 28. 28 MCM to generate two time series measures by probability distributions and utilizes ANN to calculate the daily water demand Examines all the possible outcomes and assesses the impact of risk for better decision making Monte Carlo Model Continues...
  • 29. 29 Monte Carlo Simulation assists organizations that allow supply chain to forecast any number of potential obstacles, cause disturbance Monte Carlo Model Continues...
  • 30. CONCLUSION Climate change a complex issue, more work is needed to establish reliable practices for incorporating it into water utility decisions and planning ANN model in combination with MCM, arrives the advantages of a simple functional form and accuracy 30
  • 31. 31 The simulation model takes climatic variables and water consumption patterns from historical records and projects The model is used to estimate the effects of water efficiency management programs and system expansion on improving the system Conclusion Continue...
  • 32. 32 REFERENCES 1. Beatrice Biau Yung, Bryan A. Tolson, and Donald H. Burn, “Risk Assessment of a Water Supply System under Climate Variability: A Stochastic Approach”, Canadian Journal of Civil Engineering, July 2011, pp.252-262. 2. Guy Howard, Katrina Charles, Kathy Pond, Anca Brookshaw, Rifat Hossain and Jamie Bartram, “Securing 2020 vision for 2030: climate change and ensuring resilience in water and sanitation services”, Journal of Water and Climate Change, 2010.
  • 33. 33 3. M.Nirmala Ian Beauregard, Guillaume Talbot, Daniel Caya, and Sebastien Binerb, “Modeling and Predicting the Monthly Rainfall in Thamilnadu as a Seasonal Multivariate Arima Process”, International Journal of Computer Engineering and Technology, May-June 2010, ISSN 0976-6367, Vol.1, No.1, pp. 103-111. 4. M. R. Najafi, and H. Moradkhani, “A hierarchical Bayesian approach for the analysis of climate change impact on runoff extremes”, Hydrological Processes, November 2013.
  • 34. 34 5. Philip W. Mote, and Eric P. Salathe Jr, “Future climate in the Pacific Northwest”, Climate Change , March 2010. 6. “Climate Change Vulnerability Assessments: A Review of Water Utility Practices”, Office of Water Environmental Protection Agency, August 2010. 7. http://www.goldsim.com/Web/Introduction/Probabilistic/Mo nteCarlo. 8. http://www.cses.washington.edu/db/pdf/palmerhahnpo rtland111.pdf 9. http://www.waterrf.org/PublicReportLibrary/4340.pdf
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  • 36. 36