A Forward-Backward-Forward Differential Equation and its Asymptotic Properties
Journal of convex analysis, Tome 25 (2018) no. 2, pp. 371-388
We approach the problem of finding the zeros of the sum of a maximally monotone operator and a monotone and Lipschitz continuous one in a real Hilbert space via an implicit forward-backward-forward dynamical system with nonconstant stepsize function. Besides proving existence and uniqueness of strong global solutions for the differential equation under consideration, we show weak convergence of the generated trajectories and, under strong monotonicity assumptions, strong convergence with exponential rate. In the particular setting of minimizing the sum of a proper, convex and lower semicontinuous function with a smooth convex one, we provide a rate for the convergence of the objective function along the ergodic trajectory to its minimum value.
Classification :
34G25, 47H05, 90C25
Mots-clés : Implicit dynamical system, continuous forward-backward-forward method, Lyapunov analysis, monotone inclusions, convex optimization
Mots-clés : Implicit dynamical system, continuous forward-backward-forward method, Lyapunov analysis, monotone inclusions, convex optimization
@article{JCA_2018_25_2_JCA_2018_25_2_a2,
author = {S. Banert and R. I. Bot},
title = {A {Forward-Backward-Forward} {Differential} {Equation} and its {Asymptotic} {Properties}},
journal = {Journal of convex analysis},
pages = {371--388},
year = {2018},
volume = {25},
number = {2},
url = {http://geodesic.mathdoc.fr/item/JCA_2018_25_2_JCA_2018_25_2_a2/}
}
TY - JOUR AU - S. Banert AU - R. I. Bot TI - A Forward-Backward-Forward Differential Equation and its Asymptotic Properties JO - Journal of convex analysis PY - 2018 SP - 371 EP - 388 VL - 25 IS - 2 UR - http://geodesic.mathdoc.fr/item/JCA_2018_25_2_JCA_2018_25_2_a2/ ID - JCA_2018_25_2_JCA_2018_25_2_a2 ER -
S. Banert; R. I. Bot. A Forward-Backward-Forward Differential Equation and its Asymptotic Properties. Journal of convex analysis, Tome 25 (2018) no. 2, pp. 371-388. http://geodesic.mathdoc.fr/item/JCA_2018_25_2_JCA_2018_25_2_a2/