Spatiotemporal response shaping of transport-reaction processes via adaptive reduced order models

D. B. Pourkargar, A. Armaou
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Abstract

We present a framework to address the dynamic response shaping question of nonlinear transport-reaction chemical processes. The spatiotemporal behavior of such processes can be described in the form of dissipative partial differential equations (PDEs), the modal infinite-dimensional representation of which can in principle be partitioned into two subsystems; a finite-dimensional slow and its complement infinite-dimensional fast and stable subsystem. The dynamic shaping problem is addressed via regulation of error dynamics between the process and a desired spatiotemporal behavior presented by a target PDE system. We approximate the infinite-dimensional nature of the systems via model order reduction; adaptive proper orthogonal decomposition (APOD) is used to compute and recursively update the set of empirical basis functions required by Galerkin projection to build switching reduced order models of the spatiotemporal dynamics. Then, the nonlinear output feedback control design is formulated by combination of a feedback control law and a nonlinear Luenberger type dynamic observer to regulate the error dynamics. The effectiveness of the proposed control approach is demonstrated on shaping the thermal dynamics of an exothermic reaction in a catalytic chemical reactor.
基于自适应降阶模型的转运-反应过程的时空响应塑造
我们提出了一个框架来解决非线性输运反应化学过程的动态响应形成问题。这些过程的时空行为可以用耗散偏微分方程(PDEs)的形式来描述,其模态无限维表示原则上可以分为两个子系统;有限维慢速子系统及其补充无限维快稳定子系统。动态成形问题是通过调节过程与目标PDE系统所呈现的期望时空行为之间的误差动态来解决的。我们通过模型阶约来近似系统的无限维性质;采用自适应适当正交分解(APOD)计算并递归更新伽辽金投影所需的经验基函数集,建立切换降阶时空动力学模型。然后,将反馈控制律与非线性Luenberger型动态观测器相结合,建立非线性输出反馈控制设计,对误差动态进行调节。所提出的控制方法在催化化学反应器中放热反应的热动力学的形成上是有效的。
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