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Model Order Reduction for Water Quality Dynamics
arXiv - CS - Systems and Control Pub Date : 2021-02-22 , DOI: arxiv-2102.10737 Shen Wang, Ahmad F. Taha, Ankush Chakrabarty, Lina Sela, Ahmed Abokifa
arXiv - CS - Systems and Control Pub Date : 2021-02-22 , DOI: arxiv-2102.10737 Shen Wang, Ahmad F. Taha, Ankush Chakrabarty, Lina Sela, Ahmed Abokifa
A state-space representation of water quality dynamics describing
disinfectant (e.g., chlorine) transport dynamics in drinking water distribution
networks has been recently proposed. Such representation is a byproduct of
space- and time-discretization of the PDE modeling transport dynamics. This
results in a large state-space dimension even for small networks with tens of
nodes. Although such a state-space model provides a model-driven approach to
predict water quality dynamics, incorporating it into model-based control
algorithms or state estimators for large networks is challenging and at times
intractable. To that end, this paper investigates model order reduction (MOR)
methods for water quality dynamics. The presented investigation focuses on
reducing state-dimension by orders of magnitude, the stability of the MOR
methods, and the application of these methods to model predictive control.
中文翻译:
水质动力学模型降阶
最近已经提出了描述饮用水分配网络中消毒剂(例如氯)运输动态的水质动态的状态空间表示。这种表示是PDE建模传输动力学的时空离散化的副产品。即使对于具有数十个节点的小型网络,这也会导致较大的状态空间维度。尽管这种状态空间模型提供了一种模型驱动的方法来预测水质动态,但是将其合并到大型网络的基于模型的控制算法或状态估计器中仍然具有挑战性,并且有时难以解决。为此,本文研究了用于水质动力学的模型降阶(MOR)方法。提出的调查着重于将状态维减少几个数量级,MOR方法的稳定性,
更新日期:2021-02-23
中文翻译:
水质动力学模型降阶
最近已经提出了描述饮用水分配网络中消毒剂(例如氯)运输动态的水质动态的状态空间表示。这种表示是PDE建模传输动力学的时空离散化的副产品。即使对于具有数十个节点的小型网络,这也会导致较大的状态空间维度。尽管这种状态空间模型提供了一种模型驱动的方法来预测水质动态,但是将其合并到大型网络的基于模型的控制算法或状态估计器中仍然具有挑战性,并且有时难以解决。为此,本文研究了用于水质动力学的模型降阶(MOR)方法。提出的调查着重于将状态维减少几个数量级,MOR方法的稳定性,