Publication | Closed Access
A hybrid inverse transient model for leakage detection and roughness calibration in pipe networks
192
Citations
13
References
2003
Year
Roughness CalibrationReliability EngineeringEngineeringCivil EngineeringComputer EngineeringGenetic AlgorithmSystems EngineeringInverse ProblemsModeling And SimulationWater DistributionInverse Transient ModelPipe NetworksLeakage DetectionHydrologyHydraulic PropertyPipe Jacking
Leakage detection and calibration of hydraulic models are important issues for the management of water and other distribution networks. An inverse transient model based on a hybrid search technique is presented here. The inverse model is developed mainly for the detection of leaks in water distribution networks. The inverse transient procedure is formulated as a constrained optimisation problem of weighted least-squares type. Two optimisation techniques are tested: the genetic algorithm (GA) and the Levenberg-Marquardt (LM) method. After examining their performance, a new hybrid genetic algorithm (HGA) is developed to exploit the advantages of combining the two methods. The resulting HGA-based inverse transient model is compared with the GA and LM-based inverse transient models using two case studies. The HGA-based inverse transient model proved to be more stable than the LM-based model and it is more accurate and much faster than the GA-based inverse transient model.
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