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Combining CSP and MPC for the operational control of water networks

机译:结合CSP和MPC进行水网络的运行控制

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摘要

This paper presents a control scheme which uses a combination of linear Model Predictive Control (MPC) and a Constraint Satisfaction Problem (CSP) to solve the non-linear operational optimal control of Drinking Water Networks (DWNs). The methodology has been divided into two functional layers: first, a CSP algorithm is used to transfer non-linear DWNs pressure equations into linear constraints on flows and tank volumes, which can enclose the feasible solution set of the hydraulic non-linear problem during the optimization process. Then, a linear MPC with tightened constraints produced in the CSP layer is solved to generate control strategies which optimize the control objectives. The proposed approach is simulated using Epanet to represent the real DWNs. Non-linear MPC is used for validation. To illustrate the performance of the proposed approach, a case study based on the Richmond water network is used and a realistic example, D-Town benchmark network, is added as a supplementary case study.
机译:本文提出了一种控制方案,该方案结合了线性模型预测控制(MPC)和约束满足问题(CSP)来解决饮用水网络(DWN)的非线性运行最优控制。该方法已分为两个功能层:首先,使用CSP算法将非线性DWNs压力方程式转换成对流量和油箱容积的线性约束,从而可以将水力非线性问题的可行解集包含在内。优化过程。然后,求解在CSP层中产生的具有严格约束的线性MPC,以生成可优化控制目标的控制策略。所提出的方法是使用Epanet进行仿真的,以表示实际的DWN。非线性MPC用于验证。为了说明所提出方法的性能,使用了基于里士满水网络的案例研究,并添加了一个现实的示例D-Town基准网络作为补充案例研究。

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  • 作者单位

    Advanced Control Systems Croup at the Institut de Robotica i Informatica Industrial (CSIC-UPC), Llorens i Artigas 4-6, 08028 Barcelona, Spain;

    Advanced Control Systems Croup at the Institut de Robotica i Informatica Industrial (CSIC-UPC), Llorens i Artigas 4-6, 08028 Barcelona, Spain;

    Advanced Control Systems Croup at the Institut de Robotica i Informatica Industrial (CSIC-UPC), Llorens i Artigas 4-6, 08028 Barcelona, Spain ,CETaqua, Water Technology Centre at Esplugues 75, 08940 Cornelia de Uobregat, Barcelona, Spain;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    MPC; CSP; Epanet; Water networks;

    机译:MPC;CSP;Epanet;水网络;

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