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首页> 外文期刊>Journal of Hydroinformatics >Conceptual design of a generic, real-time, near-optimal control system for water-distribution networks
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Conceptual design of a generic, real-time, near-optimal control system for water-distribution networks

机译:供水网络通用,实时,近乎最优的控制系统的概念设计

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This paper is intended to serve as an introduction to the POWADIMA research project, whose objective was to determine the feasibility and efficacy of introducing real-time, near-optimal control for water-distribution networks. With that in mind, its contents include the current state-of-the-art and some of the difficulties that would need to be addressed if the goal of near-optimal control was to be achieved. Subsequently, the approach adopted is outlined, together with the reasons for the choice. Since it would be somewhat impractical to use a conventional hydraulic simulation model for real-time, near-optimal control, the methodology includes replicating the model by an artificial neural network which, computationally, is far more efficient. Thereafter, the latter is embedded in a dynamic genetic algorithm, designed specifically for real-time use. In this way, the near-optimal control settings to meet the current demands and minimize the overall pumping costs up to the operating horizon can be derived. The programme of work undertaken in achieving this end is then described. By way of conclusion, the potential benefits arising from implementing the control system developed are briefly reviewed, as are the possibilities of using the same approach for other application areas.
机译:本文旨在作为POWADIMA研究项目的简介,其目的是确定引入实时,近乎最优的水分配网络控制的可行性和有效性。考虑到这一点,其内容包括当前的最新技术以及要实现接近最佳控制的目标需要解决的一些困难。随后,概述了所采用的方法以及选择的原因。由于将常规液压仿真模型用于实时,近乎最优的控制在某种程度上是不切实际的,因此该方法包括通过人工神经网络复制该模型,该人工神经网络在计算上更加有效。此后,将后者嵌入专门为实时使用而设计的动态遗传算法中。以此方式,可以得出满足当前需求并最大程度地降低直至运行范围的总体泵送成本的最佳控制设置。然后描述了为实现这一目标而进行的工作方案。作为结论,简要回顾了实施开发的控制系统所产生的潜在收益,以及在其他应用领域中使用相同方法的可能性。

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