Second-order dynamical system to solve the sum of monotone operators via the KM algorithm

Dynamical systems serve as powerful tools for studying optimization and fixed-point algorithms. Motivated by this perspective, we take a problem to find solution of the form 0 ∈ A ( y ) + B ( y ) in Hilbert spaces using a dynamical system approach based on the Krasnoselskii–Mann method, where A is a set-valued operator, while B is a single-valued operator. Specifically, we propose a second-order dynamical system that arises as the continuous limit of the Krasnoselskii–Mann algorithm and analyze its stability using a Lyapunov function. We also conduct numerical applications to complement the theoretical analysis and visualize the system’s behavior through graphical representations, which enhance the understanding of the inclusion problem. Furthermore, we extend our study by deriving a novel dynamical system using the heavy ball method.

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Publication Details

Journal
Alexandria Engineering Journal
Published
2025-03-27
DOI
https://doi.org/10.1016/j.aej.2025.03.040
Citations
1
Primary Topic
Optimization and Variational Analysis
Type
article
Field-Weighted Citation Impact
1.50
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article

Second-order dynamical system to solve the sum of monotone operators via the KM algorithm

Mohd. Sarfaraz, Yang Cao, Vakeel A. Khan, Adnène Arbi et al.
1 citations
Alexandria Engineering Journal
Optimization and Variational Analysis
1.50
article

Second-order dynamical system to solve the sum of monotone operators via the KM algorithm

Mohd. Sarfaraz, Yang Cao, Vakeel A. Khan, Adnène Arbi, M. K. Ahmad
article en
1 citations

Abstract

Dynamical systems serve as powerful tools for studying optimization and fixed-point algorithms. Motivated by this perspective, we take a problem to find solution of the form 0 ∈ A ( y ) + B ( y ) in Hilbert spaces using a dynamical system approach based on the Krasnoselskii–Mann method, where A is a set-valued operator, while B is a single-valued operator. Specifically, we propose a second-order dynamical system that arises as the continuous limit of the Krasnoselskii–Mann algorithm and analyze its stability using a Lyapunov function. We also conduct numerical applications to complement the theoretical analysis and visualize the system’s behavior through graphical representations, which enhance the understanding of the inclusion problem. Furthermore, we extend our study by deriving a novel dynamical system using the heavy ball method.

Alexandria Engineering JournalVol. 123
Jaypee Institute of Information Technology (IN), Aligarh Muslim University (IN), Tunisia Polytechnic School (TN), Southeast University (CN)
Openalex Percentile: Top 18%
Optimization and Variational Analysis
1.50
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Second-order dynamical system to solve the sum of monotone operators via the KM algorithm — Mohd. Sarfaraz, Yang Cao, et al. · Alexandria Engineering Journal (2025) | TGRS Research Map | TGRS