Control Oriented Models & Feedback Design in Fluid Flow Systems: A Review

G. Tadmor, B. R. Noack, M. Morzynski
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引用次数: 6

Abstract

The nonlinearity and high dimension of computational fluid dynamics (CFD) models (O(104) at the low end) reflect fluid dynamics' intrinsic complexity. It is a formidable challenge, setting fluid flow control apart from conventional applications. Its implications include restrictions on model based control design, reliable state estimation, and thus, on feedback implementation. Seeking low order, design accessible models, the issue of an ample dynamic envelope, covering targeted free and actuated transients, is in the essence. We review some enablers for very low order, Galerkin models (GMs). Those include the combination of empirical proper orthogonal decomposition (POD) and physics based modes, estimation of turbulence and pressure effects, actuation models, interpolated models that cover an enhanced dynamic range, and auxiliary, phasor models, focused on sensor readings. The dynamic manifold of model validity must be respected for a meaningful use of the model, but can also be exploited, such as by a restriction to slow drift in the system's periodic behavior, enabling the use of simplifying dynamic phasor models. Finally, we shall highlight some intrinsic performance limitations in GM based feedback flow control
流体流动系统中面向控制的模型与反馈设计综述
计算流体力学(CFD)模型的非线性和高维性(低端为0(104))反映了流体力学的内在复杂性。这是一项艰巨的挑战,将流体流动控制与传统应用区分开来。其含义包括对基于模型的控制设计、可靠状态估计以及反馈实现的限制。寻求低阶,设计可访问的模型,提供充足的动态包络,覆盖目标自由和驱动瞬态,是本质。我们回顾了非常低阶Galerkin模型(gm)的一些使能因素。其中包括经验正交分解(POD)和基于物理模型的组合,湍流和压力效应的估计,驱动模型,覆盖增强动态范围的插值模型,以及专注于传感器读数的辅助相量模型。为了有意义地使用模型,必须尊重模型有效性的动态流形,但也可以加以利用,例如通过限制系统周期行为中的缓慢漂移,从而简化动态相量模型的使用。最后,我们将强调基于GM的反馈流控制的一些内在性能限制
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