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On the decay rate for degenerate gradient flows subject to persistent excitation

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Abstract In this paper, we study the worst rate of exponential decay for degenerate gradient flows in ℝn of the form ẋ(t) = —c(t)c(t)Tx(t), issued from adaptative control theory, under… Click to show full abstract

Abstract In this paper, we study the worst rate of exponential decay for degenerate gradient flows in ℝn of the form ẋ(t) = —c(t)c(t)Tx(t), issued from adaptative control theory, under a persistent excitation (PE) condition. That is, there exists a, b, T > 0 such that, for every t ≥ 0 it holds aIdn ≤ ∫t+Tt c(s)c(s)T ds ≤ bIdn. Our main result is an upper bound of the form a/(1+b)2T to be compared with the well-known lower bounds of the form a/(1+nb2)T. As a byproduct, we also provide necessary conditions for the exponential convergence of these systems under a more general (PE) condition. Our techniques relate the worst rate of exponential decay to an optimal control problem that we study in detail.

Keywords: gradient flows; degenerate gradient; rate; persistent excitation; decay

Journal Title: IFAC-PapersOnLine
Year Published: 2020

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