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A linearization approach for improving the computational efficiency of water distribution system ranking-based optimization algorithms

机译:一种线性化方法,用于提高配水系统基于排序的优化算法的计算效率

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摘要

This paper presents a linearization approach to be used within the framework of water distribution system optimization problems where the searching algorithm is guided by the ranking of the possible solutions characterized by a system performance indicator such as the resilience index. Typically, within these optimization problems the value of the system performance indicator associated to each solution is quantified by performing a hydraulic simulation. Indeed, even if hydraulic simulators of water distribution systems enable us to accurately calculate pipe discharges and nodal heads in a short time, when optimization problems are applied to real networks, the computational times tend to increase. Thus, given that within the framework of the previously mentioned optimization problems, the aim of hydraulic simulations is to quantify the selected indicator in order to rank the different hypothesized solutions, we evaluate the possibility of replacing the correct hydraulic simulator with a simpler simulator which relies on linearized energy balance equations to improve the computational efficiency. The results obtained in addressing two different problems applied to real water distribution systems, namely, identification of the optimal placement of flow meters in a district meter area and multi-objective design of a water distribution system, show that a linearized hydraulic simulator although not capable of correctly describing the hydraulic functioning of the network, nonetheless enables each solution it finds to be assigned a value of the performance indicator whose ranking closely approximates the ranking of the corresponding solution that would be obtained if the full hydraulic simulator was used. This ensures significant reductions in computational times.
机译:本文提出了一种在供水系统优化问题框架内使用的线性化方法,其中搜索算法由以系统性能指标(例如弹性指数)为特征的可能解决方案的排名为指导。通常,在这些优化问题中,通过执行水力模拟来量化与每个解决方案相关的系统性能指标的值。的确,即使供水系统的液压模拟器使我们能够在短时间内准确地计算出管道的排放量和节头,当将优化问题应用于实际网络时,计算时间也趋于增加。因此,鉴于在前面提到的优化问题的框架内,水力模拟的目的是量化所选指标,以便对不同的假设解决方案进行排名,因此我们评估了用更简单的模拟器替代正确的水力模拟器的可能性对线性化的能量平衡方程进行改进以提高计算效率。通过解决应用于实际水分配系统的两个不同问题而获得的结果,即确定流量计在区域水表区域的最佳位置和水分配系统的多目标设计,表明线性化水力模拟器虽然没有能力为了正确描述网络的液压功能,尽管如此,它仍可以为发现的每个解决方案分配一个性能指标的值,该指标的排名非常接近如果使用完整的液压模拟器将获得的相应解决方案的排名。这样可以确保显着减少计算时间。

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