Chapter 7. Conclusion and Future Work
7.2. Contribution of the Thesis
In this thesis, reliability assessment method of water mains is developed accounting
for the physical failure mechanism of pipelines. A method for overall reliability assessment
of complex WDN is then developed using the parameter from graph theory. Risk
assessment methods for WDN are also developed considering the effect on individual pipes
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- Develop a framework for mechanics-based reliability/risk assessment for WDN
A method for prioritizing water mains for maintenance considering failure
probability and risk of pipeline system is developed. For reliability assessment, a
mechanics-based model of corroded water main is used, which would be useful for
municipalities with no available prior break data. The pipe failure probability model is
established based on a stochastic degradation analysis using MC simulation to develop a
Weibull failure distribution function. A method is proposed for updating the model using
expert opinions on the pipe conditions after an inspection and/or maintenance
(repair/replacement) work without any requirement for data mining exercise. The model
would thus be useful for existing and repaired/renewed pipe components. A risk assessment
method is proposed for calculation of risk for small pipeline systems. The system failure
of the pipeline network is defined using FTA applicable for small network.
Thresholds for the reliability and risk are found to govern the decision process in the
reliability and risk-based approaches. In this regard, a careful determination of the
thresholds is required to optimize the decision process considering both the reliability and
the risk. To this end, a relation has been developed between the risk and the reliability for
a system defined using FTA. The thresholds can rationally be chosen based on this relation.
- Development of a mechanics-based failure assessment model
For mechanics-based reliability assessment of water mains, a remaining strength
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intake pipeline are available in AWWA design code, a method for assessment of corroded
water main is not available. Remaining strength assessment methods available for energy
pipelines are examined here to develop a stress calculation method for corroded water main
due to internal pressure. Three existing burst pressure models for corroded energy pipeline
are first revisited for a range of pipe sizes and material strength grades. A series of FE
analysis is conducted to develop a database that is used to revisit different coefficients and
exponents of the models (model parameters). An optimization algorithm based on
differential evolution (DE) method is used to determine the model parameters through
minimization of model errors.
Existing models for energy pipelines are examined with the results of FE analysis to
revisit the existing models. FE analyses are then used to develop burst pressure models for
corroded cast iron water mains.
- Effects of water main breaks on overall network
Studying the disconnection probability of WDN is important for optimizing
repair/maintenance prioritization planning. The conventional method of finding a pipe or
combination of pipes causing network isolation is very complex and requires extensive
computation. This study presents a novel method for finding minimal cut-sets using
Algebraic Connectivity (AC) determined by solving Eigenvalue problems of the Laplacian
matrix.
It is observed that the decrease of AC due to a pipe break indicates a reduction of
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network. A failure probability estimation framework is developed using this property of
the AC to find the minimal cut-sets. This method is found to provide significant saving of
computational time in determining the cut-sets.
It is also revealed that the importance level of pipe to the network corresponds with
the change in AC, and the pipes in the network can be ranked according to this importance
level. The critical and high betweenness pipes identified using the AC based method are
validated through comparison with the results of the Shortest Path method.
- Risk assessment of WDN due to water main breaks
A framework for risk assessment of complex WDN is developed for prioritizing plan
for maintenance. For determination of consequence of water main breaks, the use of
Algebraic Connectivity (AC) from complex network analysis is proposed as the topological
consequences of redundancy reduction and network isolation due to water main breaks.
Pipes in a WDN are ranked using the changing amount of AC before and after break has
occurred. This approach was found to reasonably correspond to hydraulic importance-
based ranking, particularly for the most critical pipes, indicating that the change in AC can
be related to the topological consequence. A pipe diameter related consequence is proposed
to account for the economic consequence. The Fuzzy Inference System is proposed to
aggregate different consequences to the final consequences for risk assessment. A risk map
for prioritizing water mains is developed for decision making based on the risk level of
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decision maker for selecting the risk threshold knowing the corresponding failure
probability.