An Inertial Proximal Algorithm with Dry Friction: Finite Convergence Results |
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Authors: | Bruno Baji and Alexandre Cabot |
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Institution: | (1) Laboratoire LACO, Université de Limoges, 123 avenue Albert Thomas, 87060 Limoges, Cedex, France |
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Abstract: | Let H be a Hilbert space and A, B: H ⇉ H two maximal monotone operators. In this paper, we investigate the properties of the following proximal type algorithm:
where (λ
n
) is a sequence of positive steps. Algorithm may be viewed as the discretized equation of a nonlinear oscillator subject to friction. We prove that, if 0 ∈ int (A(0)) (condition of dry friction), then the sequence (x
n
) generated by is strongly convergent and its limit x
∞ satisfies 0 ∈ A(0) + B(x
∞). We show that, under a general condition, the limit x
∞ is achieved in a finite number of iterations. When this condition is not satisfied, we prove in a rather large setting that
the convergence rate is at least geometrical. |
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Keywords: | Mathematics Subject Classifications (2000)" target="_blank">Mathematics Subject Classifications (2000) 65K10 49M25 70F40 |
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