Uncertainty quantification of water age in water supply systems by use of spectral propagation

Author:

Braun Mathias12,Piller Olivier13,Deuerlein Jochen34,Mortazavi Iraj5,Iollo Angelo26

Affiliation:

1. Irstea, Dept. of Water, Bordeaux Regional Centre, UR ETBX, 50 Ave. de Verdun, Gazinet, F-33612 Cestas, France

2. Inria Bordeaux-Sud-Ouest, Team MEMPHIS, 200 Avenue de la Vieille Tour, 33405 Talence, France

3. School of Civil, Environmental and Mining Engineering, University of Adelaide, South Australia 5005, Australia

4. 3S Consult GmbH, Albtalstrasse 13, 76137 Karlsruhe, Germany

5. CNAM Paris, EA-7340-M2N-Modelisation Mathématique et Numérique, 75003 Paris, France

6. Université de Bordeaux, IMB, 33400 Talence, France

Abstract

Abstract Water distribution networks are critical infrastructures that should ensure the reliable supply of high quality potable water to its users. Numerical models of these networks are generally governed by many parameters for which the exact value is not known. This may be due to a lack of precise knowledge like for consumer demand or due to a lack of accessibility as for the pipe roughness. For network managers, the effect of these uncertainties on the network state is important information that supports them in the decision-making process. This effect is generally evaluated by propagating the uncertainties using the mathematical model. In the past, perturbation, fuzzy and stochastic collocation methods have been used for uncertainty propagation. However, these methods are limited either in the accuracy of the results or the computational effort of the necessary calculations. This paper uses an alternative spectral approach that uses the polynomial chaos expansion and has the potential to give results of comparable accuracy to the Monte Carlo sampling through the definition of a stochastic model. This approach is applied to the hydraulic model of two real networks in order to evaluate the influence of uncertain demands on the water age.

Funder

Bundesministerium für Bildung und Forschung

Agence Nationale de la Recherche

Publisher

IWA Publishing

Subject

Atmospheric Science,Geotechnical Engineering and Engineering Geology,Civil and Structural Engineering,Water Science and Technology

Reference26 articles.

1. Adaptive sparse polynomial chaos expansion based on least angle regression;Journal of Computational Physics,2011

2. Advantages and limitations of the use of water age as a surrogate for water quality in water distribution systems,2013

3. Aleatory or epistemic? Does it matter?;Structural Safety,2009

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