Convex Searches for Discrete-Time Zames-Falb Multipliers
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In: IEEE Transactions on Automatic Control, Vol. 65, No. 11, 01.11.2020, p. 4538-4553.
Research output: Contribution to journal › Article › peer-review
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TY - JOUR
T1 - Convex Searches for Discrete-Time Zames-Falb Multipliers
AU - Carrasco, Joaquin
AU - Heath, William P.
AU - Zhang, Jingfan
AU - Ahmad, Nur Syazreen
AU - Wang, Shuai
PY - 2020/11/1
Y1 - 2020/11/1
N2 - In this article, we develop and analyze convex searches for Zames-Falb multipliers. We present two different approaches: infinite impulse response (IIR) and finite impulse response (FIR) multipliers. The set of FIR multipliers is complete in that any IIR multipliers can be phase-substituted by an arbitrarily large-order FIR multiplier. We show that searches in discrete time for FIR multipliers are effective even for large orders. As expected, the numerical results provide the best ℓ 2 -stability results in the literature for slope-restricted nonlinearities. In particular, we establish the equivalence between the state-of-the-art Lyapunov results for slope-restricted nonlinearities and a subset of the FIR multipliers. Finally, we demonstrate that the discrete-time search can provide an effective method to find suitable continuous-time multipliers.
AB - In this article, we develop and analyze convex searches for Zames-Falb multipliers. We present two different approaches: infinite impulse response (IIR) and finite impulse response (FIR) multipliers. The set of FIR multipliers is complete in that any IIR multipliers can be phase-substituted by an arbitrarily large-order FIR multiplier. We show that searches in discrete time for FIR multipliers are effective even for large orders. As expected, the numerical results provide the best ℓ 2 -stability results in the literature for slope-restricted nonlinearities. In particular, we establish the equivalence between the state-of-the-art Lyapunov results for slope-restricted nonlinearities and a subset of the FIR multipliers. Finally, we demonstrate that the discrete-time search can provide an effective method to find suitable continuous-time multipliers.
U2 - 10.1109/tac.2019.2958848
DO - 10.1109/tac.2019.2958848
M3 - Erthygl
VL - 65
SP - 4538
EP - 4553
JO - IEEE Transactions on Automatic Control
JF - IEEE Transactions on Automatic Control
SN - 2334-3303
IS - 11
ER -