Second order splitting dynamics with vanishing damping for additively structured monotone inclusions

preprint2022arXivOpen access

Abstract

In the framework of a real Hilbert space, we address the problem of finding the zeros of the sum of a maximally monotone operator AA and a cocoercive operator BB. We study the asymptotic behaviour of the trajectories generated by a second order equation with vanishing damping, attached to this problem, and governed by a time-dependent forward-backward-type operator. This is a splitting system, as it only requires forward evaluations of BB and backward evaluations of AA. A proper tuning of the system parameters ensures the weak convergence of the trajectories to the set of zeros of A+BA + B, as well as fast convergence of the velocities towards zero. A particular case of our system allows to derive fast convergence rates for the problem of minimizing the sum of a proper, convex and lower semicontinuous function and a smooth and convex function with Lipschitz continuous gradient. We illustrate the theoretical outcomes by numerical experiments.

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