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Multi-objective optimization of water quality, pumps operation, and storage sizing of water distribution systems

机译:水质,泵的运行以及配水系统的存储大小的多目标优化

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摘要

A multi-objective methodology utilizing the Strength Pareto Evolutionary Algorithm (SPEA2) linked to EPANET for trading-off pumping costs, water quality, and tanks sizing of water distribution systems is developed and demonstrated. The model integrates variable speed pumps for modeling the pumps operation, two water quality objectives (one based on chlorine disinfectant concentrations and one on water age), and tanks sizing cost which are assumed to vary with location and diameter. The water distribution system is subject to extended period simulations, variable energy tariffs, Kirchhoff s laws 1 and 2 for continuity of flow and pressure, tanks water level closure constraints, and storage-reliability requirements. EPANET Example 3 is employed for demonstrating the methodology on two multi-objective models, which differ in the imposed water quality objective (i.e., either with disinfectant or water age considerations). Three-fold Pareto optimal fronts are presented. Sensitivity analysis on the storage-reliability constraint, its influence on pumping cost, water quality, and tank sizing are explored. The contribution of this study is in tailoring design (tank sizing), pumps operational costs, water quality of two types, and reliability through residual storage requirements, in a single multi-objective framework. The model was found to be stable in generating multi-objective three-fold Pareto fronts, while producing explainable engineering outcomes. The model can be used as a decision tool for both pumps operation, water quality, required storage for reliability considerations, and tank sizing decision-making.
机译:开发并演示了利用与EPANET链接的强度帕累托进化算法(SPEA2)来权衡抽水成本,水质和供水系统水箱尺寸的多目标方法。该模型集成了用于对泵的运行进行建模的变速泵,两个水质指标(一个基于氯消毒剂的浓度,另一个基于水龄),以及储罐的尺寸估算成本随位置和直径而变化。配水系统要进行长期模拟,可变能源费率,基尔霍夫定律1和定律2(关于流量和压力的连续性),储罐水位关闭限制以及存储可靠性要求。 EPANET示例3用于在两个多目标模型上演示该方法,这两个模型在所施加的水质目标上有所不同(即,考虑到消毒剂或水龄的考虑)。提出了三重帕累托最优前沿。探索了对存储可靠性约束,对抽水成本,水质和储罐尺寸的影响的敏感性分析。这项研究的贡献在于,在一个多目标框架中进行了量身定制的设计(储罐大小),泵的运行成本,两种水质以及通过剩余存储需求的可靠性。发现该模型在生成多目标三折Pareto前沿时很稳定,同时可以产生可解释的工程结果。该模型可以用作决策工具,用于泵的运行,水质,可靠性考虑所需的存储量以及储罐尺寸的决策。

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