First- and Second-Order Sensitivities of Steady-State Solutions to Water Distribution Systems

First-order approximations have been used with some success for criticality analysis; sensitivity analysis of physical networks, such as water distribution systems; and uncertainty propagation of model parameters. Certain limitations have been reported regarding the accuracy of the results, particularly when non-linearity is dominant. In this paper, we show how to efficiently derive the first- and second-order sensitivities with respect to variation in their parameters. This makes it possible to improve the first-order estimate when necessary. The method is illustrated on a small example system.

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Published
2024-09-19
DOI
https://doi.org/10.3390/engproc2024069165
Primary Topic
Water Systems and Optimization
Type
article
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article

First- and Second-Order Sensitivities of Steady-State Solutions to Water Distribution Systems

Sylvan Elhay, Angus R. Simpson, Olivier Piller, Jochen Deuerlein
Water Systems and Optimization
article

First- and Second-Order Sensitivities of Steady-State Solutions to Water Distribution Systems

Sylvan Elhay, Angus R. Simpson, Olivier Piller, Jochen Deuerlein
article en

Abstract

First-order approximations have been used with some success for criticality analysis; sensitivity analysis of physical networks, such as water distribution systems; and uncertainty propagation of model parameters. Certain limitations have been reported regarding the accuracy of the results, particularly when non-linearity is dominant. In this paper, we show how to efficiently derive the first- and second-order sensitivities with respect to variation in their parameters. This makes it possible to improve the first-order estimate when necessary. The method is illustrated on a small example system.

CEA CESTA (FR), Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement (FR), The University of Adelaide (AU)
Clean water and sanitation
Openalex Percentile: Top 82%
Water Systems and Optimization
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First- and Second-Order Sensitivities of Steady-State Solutions to Water Distribution Systems — Sylvan Elhay, Angus R. Simpson, et al. · (2024) | TGRS Research Map | TGRS