
VNU Journal of Science: Mathematics – Physics, Vol. 41, No. 1 (2025) 1-8
1
Original Article
An Inertial Forward-backward Splitting Method
for Monotone Inclusions
Nguyen Van Dung*, Hoang Thi Kim Hoa
University of Transport and Communications, 3 Cau Giay, Hanoi, Vietnam
Received 27th November 2023
Revised 05th March 2024; Accepted 17th February 2025
Abstract: In this work, we propose a splitting method for solving monotone inclusions in Hilbert
spaces. Our method is a modification of the forward-backward algorithm by using the inertial effect.
The weak convergence of the proposed algorithm is established under standard conditions.
Keywords: Monotone inclusion, Splitting method, Inertial effect, Forward-backward algorithm.
Mathematics Subject Classifications (2020): 47H05, 49M29, 49M27, 90C25.
1. Introduction*
Let consider the monotone inclusion of finding the zero points of the sum of a maximal monotone
operator 𝐴 and a monotone, 𝐿-Lipschitz operator 𝐵, acting on a real Hilbert space ℋ, i.e.,
find 𝑥‾∈ℋ such that 0∈(𝐴+𝐵)𝑥 ‾ . (1)
Throughout this work, we assume that a solution 𝑥‾ exists. This inclusion arises in numerous problems
of fundamental importance in monotone operator theory, variational inequalities, convex optimization,
equilibrium problems, image processing, and machine learning; see [1-4] and the references therein.
For solving problem (1), Tseng [5] proposed an algorithm called forward-backward-forward, namely:
𝛾∈]0,+∞[, {𝑦𝑘=𝐽𝛾𝐴(𝑥𝑘−𝛾𝐵𝑥𝑘),
𝑥𝑘+1=𝑦𝑘−𝛾𝐵𝑦𝑘+𝛾𝐵𝑥𝑘.
where 𝐽𝛾𝐴 denotes the resolvent of 𝐴, i.e. 𝐽𝛾𝐴=(Id+𝛾𝐴)−1,
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* Corresponding author.
E-mail address: dungnv@utc.edu.vn
https//doi.org/10.25073/2588-1124/vnumap.4900