Interval State Estimation of Hydraulics in Water Distribution Networks

Stelios G. Vrachimis, S. Timotheou, Demetrios G. Eliades, M. Polycarpou
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引用次数: 1

Abstract

Water distribution networks are critical infrastructure systems, which are required to reliably deliver water to consumers. Hydraulic state estimation of flows and pressures is key for the efficient and dependable operation of water systems. However, in practice, hydraulic state estimation is a challenging task due to the scarcity of sensors compared to system states and the presence of several modeling uncertainties. It is a common practice for historical data to be used in the place of missing measurements, however the lack of a statistical characterization for the error of these measurements results in having no knowledge of the state estimate error magnitude. This paper presents a methodology for generating hydraulic state bounding estimates by modeling measurement and parametric uncertainties as intervals. The resulting nonlinear interval hydraulic equations are re-formulated using bounding linearization, a technique that restricts the nonlinearities within a convex set, and solved using linear optimization. An iterative procedure improves the bounding linearization, converging to the tightest possible bounds. Simulation results demonstrate that the proposed methodology produces tight state bounds and can be successfully used to detect water leakages in the network.
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配水管网液压系统的区间状态估计
供水网络是关键的基础设施系统,需要可靠地向消费者供水。流量和压力的水力状态估计是水系统高效可靠运行的关键。然而,在实践中,由于与系统状态相比传感器的稀缺性以及存在一些建模不确定性,液压状态估计是一项具有挑战性的任务。使用历史数据代替缺失的测量是一种常见的做法,然而,由于缺乏对这些测量误差的统计特征,导致不知道状态估计误差的大小。本文提出了一种以建模测量和参数不确定性为区间的水力状态边界估计方法。由此产生的非线性区间水力方程使用边界线性化(一种将非线性限制在凸集内的技术)重新制定,并使用线性优化求解。迭代过程改进了边界线性化,收敛到可能的最紧边界。仿真结果表明,该方法产生了严密的状态边界,可以成功地用于检测网络中的漏水。
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