Commutation Error in Reduced Order Modeling of Fluid Flows
This work addresses a fundamental modeling question for ROMs in fluid dynamics, but the findings are incremental as they confirm existing theoretical expectations with numerical tests.
The paper investigates the commutation error (CE) between differentiation and ROM spatial filtering in reduced order models of fluid flows. It finds that CE exists and significantly affects ROM development for low Reynolds numbers, but not for higher Reynolds numbers.
For reduced order models (ROMs) of fluid flows, we investigate theoretically and computationally whether differentiation and ROM spatial filtering commute, i.e., whether the commutation error (CE) is nonzero. We study the CE for the Laplacian and two ROM filters: the ROM projection and the ROM differential filter. Furthermore, when the CE is nonzero, we investigate whether it has any significant effect on ROMs that are constructed by using spatial filtering. As numerical tests, we use the Burgers equation with viscosities $ν=10^{-1}$ and $ν=10^{-3}$ and a 2D flow past a circular cylinder at Reynolds numbers $Re=1$ and $Re=100$. Our investigation shows that: (i) the CE exists, and (ii) the CE has a significant effect on ROM development for low Reynolds numbers, but not so much for higher Reynolds numbers.