Expensive control of long-time averages using sum of squares and its application to a laminar wake flow
Expensive control of long-time averages using sum of squares and its application to a laminar wake flow
This paper presents a nonlinear state-feedback control design approach for long-time average cost control, where the control effort is assumed to be expensive. The approach is based on sum-of-squares and semidefinite programming techniques. It is applicable to dynamical systems whose right-hand
side is a polynomial function in the state variables and the controls. The key idea, first described but not implemented by Chernyshenko et al., is that the difficult problem of optimizing a cost function involving long-time averages is replaced by an optimization of the upper bound of the same average. As such,
a controller design requires the simultaneous optimization of both the control law and a tunable function, similar to a Lyapunov function. This paper introduces a method resolving the well- known inherent nonconvexity of this kind of optimization. The method is based on the formal assumption that the control is
expensive, from which it follows that the optimal control is small. The resulting asymptotic optimization problems are convex. The derivation of all the polynomial coefficients in the controller is given in terms of the solvability conditions of state-dependent linear and bilinear inequalities. The proposed approach is applied to the problem of designing a full-information feedback controller that mitigates vortex shedding in the wake of a circular cylinder in the laminar regime via rotary oscillations. Control results on a reduced-order model of the actuated wake and in direct numerical simulation are reported.
Cylinder wake flow, expensive control, flow control, long-time average cost, small-feedback, sum of squares (SOS) of polynomials.
2073-2086
Huang, Deqing
f1d0051f-596b-466a-8ce9-770e2570993c
Jin, Bo
721814a2-e8e8-4f79-86c5-35111ce6bc22
Lasagna, Davide
0340a87f-f323-40fb-be9f-6de101486b24
Chernyshenko, Sergei
35a9221e-e5f8-4e1d-832b-19c072487398
Tutty, Owen
c9ba0b98-4790-4a72-b5b7-09c1c6e20375
November 2017
Huang, Deqing
f1d0051f-596b-466a-8ce9-770e2570993c
Jin, Bo
721814a2-e8e8-4f79-86c5-35111ce6bc22
Lasagna, Davide
0340a87f-f323-40fb-be9f-6de101486b24
Chernyshenko, Sergei
35a9221e-e5f8-4e1d-832b-19c072487398
Tutty, Owen
c9ba0b98-4790-4a72-b5b7-09c1c6e20375
Huang, Deqing, Jin, Bo, Lasagna, Davide, Chernyshenko, Sergei and Tutty, Owen
(2017)
Expensive control of long-time averages using sum of squares and its application to a laminar wake flow.
IEEE Transactions on Control Systems Technology, 25 (6), .
(doi:10.1109/TCST.2016.2638881).
Abstract
This paper presents a nonlinear state-feedback control design approach for long-time average cost control, where the control effort is assumed to be expensive. The approach is based on sum-of-squares and semidefinite programming techniques. It is applicable to dynamical systems whose right-hand
side is a polynomial function in the state variables and the controls. The key idea, first described but not implemented by Chernyshenko et al., is that the difficult problem of optimizing a cost function involving long-time averages is replaced by an optimization of the upper bound of the same average. As such,
a controller design requires the simultaneous optimization of both the control law and a tunable function, similar to a Lyapunov function. This paper introduces a method resolving the well- known inherent nonconvexity of this kind of optimization. The method is based on the formal assumption that the control is
expensive, from which it follows that the optimal control is small. The resulting asymptotic optimization problems are convex. The derivation of all the polynomial coefficients in the controller is given in terms of the solvability conditions of state-dependent linear and bilinear inequalities. The proposed approach is applied to the problem of designing a full-information feedback controller that mitigates vortex shedding in the wake of a circular cylinder in the laminar regime via rotary oscillations. Control results on a reduced-order model of the actuated wake and in direct numerical simulation are reported.
Text
CST_2017
- Accepted Manuscript
More information
Accepted/In Press date: 27 November 2016
e-pub ahead of print date: 21 February 2017
Published date: November 2017
Keywords:
Cylinder wake flow, expensive control, flow control, long-time average cost, small-feedback, sum of squares (SOS) of polynomials.
Organisations:
Aerodynamics & Flight Mechanics Group
Identifiers
Local EPrints ID: 408182
URI: http://eprints.soton.ac.uk/id/eprint/408182
ISSN: 1063-6536
PURE UUID: 470b8f6c-8c83-4bb2-b57a-642fb0cae47c
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Date deposited: 16 May 2017 04:02
Last modified: 16 Mar 2024 04:16
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Contributors
Author:
Deqing Huang
Author:
Bo Jin
Author:
Sergei Chernyshenko
Author:
Owen Tutty
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