Continuous-time balanced truncation for time-periodic fluid flows using frequential Gramians
Reduced-order models for flows that exhibit time-periodic behavior are critical for several tasks, including active control and optimization. One well-known procedure to obtain the desired reduced-order model in the proximity of a periodic solution of the governing equations is continuous-time balan...
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Main Authors | , |
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Format | Journal Article |
Language | English |
Published |
28.08.2022
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Subjects | |
Online Access | Get full text |
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Summary: | Reduced-order models for flows that exhibit time-periodic behavior are
critical for several tasks, including active control and optimization. One
well-known procedure to obtain the desired reduced-order model in the proximity
of a periodic solution of the governing equations is continuous-time balanced
truncation. Within this framework, the periodic reachability and observability
Gramians are usually estimated numerically via quadrature using the forward and
adjoint post-transient response to impulses. However, this procedure can be
computationally expensive, especially in the presence of slowly-decaying
transients. Moreover, it can only be performed if the periodic orbit is stable
in the sense of Floquet. In order to address these issues, we use the
frequency-domain representation of the Gramians, which we henceforth refer to
as frequential Gramians. First, these frequential Gramians are well-defined for
both stable and unstable dynamics. In particular, we show that when the
underlying system is unstable, these Gramians satisfy a pair of allied
differential Lyapunov equations. Second, they can be estimated numerically by
solving algebraic systems of equations that lend themselves to heavy
computational parallelism and that deliver the desired post-transient response
without having to follow physical transients. We demonstrate the method on a
periodically-forced axisymmetric jet at Reynolds numbers Re=1250 and Re=1500.
At the lower Reynolds number, the flow strongly amplifies subharmonic
perturbations and exhibits vortex pairing about a Floquet-stable T-periodic
solution. At the higher Reynolds number, the underlying T-periodic orbit is
unstable and the flow naturally settles onto a 2T-periodic limit cycle
characterized by pairing vortices. At both Reynolds numbers, we use a balanced
reduced-order model to design a feedback controller and a state estimator to
suppress vortex pairing. |
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DOI: | 10.48550/arxiv.2208.13245 |