论文标题

雨水系统中的洪水风险缓解和阀门控制系统:州空间建模,控制算法和案例研究

Flood Risk Mitigation and Valve Control in Stormwater Systems: State-Space Modeling, Control Algorithms, and Case Studies

论文作者

Junior, Marcus N. Gomes, Giacomoni, Marcio H., Taha, Ahmad F., Mendiondo, Eduardo M.

论文摘要

越来越多地访问非昂贵的传感器,计算能力以及对风暴事件的更准确的预测为将洪水管理实践从静态方法转移到基于优化的城市排水系统的实时控制(RTC)提供了独特的机会。最近的研究已经解决了雨水水库中洪水控制策略的大量策略。但是,高级控制理论技术尚未对这些系统进行全面研究和应用。此外,对于由流域,水库和减轻洪水的渠道组成的系统,缺乏耦合的集成控制模型。 为此,我们开发了一种新型的状态空间模型,用于储层和一维通道中的水文和流体动力学过程。基于实时测量(反应性控制)的不同类型的储层控制策略,并基于使用降雨预测对系统的未来行为(预测控制)进行测试。我们将建模方法应用于由单个流域,水库和串联连接的通道组成的系统中,用于圣安东尼奥观察到的降雨数据。结果表明,对于缓解洪水,预测控制策略的表现不仅超过反应性控制,不仅在应用合成设计风暴事件时,而且要进行连续模拟。此外,预测控制策略需要较小的阀门操作,同时仍然可以保证有效的水文性能。从结果来看,我们建议使用模型预测控制策略来控制雨水系统,因为能够处理不同的目标功能,可以根据预测,可以根据降雨的预测来改变储层的操作,从基于洪水的控制转移到集中于增加拘留时间的策略,具体取决于预测。

The increasing access to non-expensive sensors, computing power, and more accurate forecasting of storm events provides unique opportunities to shift flood management practices from static approaches to an optimization-based real-time control (RTC) of urban drainage systems. Recent studies have addressed a plethora of strategies for flood control in stormwater reservoirs; however, advanced control theoretic techniques are not yet fully investigated and applied to these systems. In addition, there is an absence of a coupled integrated control model for systems composed of watersheds, reservoirs, and channels for flood mitigation. To this end, we develop a novel state-space model of hydrologic and hydrodynamic processes in reservoirs and one-dimensional channels. The model is tested under different types of reservoir control strategies based on real-time measurements (reactive control), and based on predictions of the future behavior of the system (predictive control) using rainfall forecastings. We apply the modeling approach in a system composed by a single watershed, reservoir, and a channel connected in series, respectively, for the San Antonio observed rainfall data. Results indicate that for flood mitigation, the predictive control strategy outperforms the reactive controls not only when applied for synthetic design storm events, but also for a continuous simulation. Moreover, the predictive control strategy requires smaller valve operations, while still guaranteeing efficient hydrological performance. From the results, we recommend the use of the model predictive control strategy to control stormwater systems due to the ability to handle different objective functions, which can be altered according to rainfall forecasting and shift the reservoir operation from flood-based control to strategies focused on increasing detention times, depending on the forecasting.

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