Consensus-based algorithm for distributed convex optimization

AuthorsE. Nazemorroaya, M. Shafieirad and M. Majidi
Conference Title4th International Conference on Computational Algebra, Computational Number Theory and Applications,CACNA2023
Holding Date of Conference2023
Event Place1 - کاشان
Presented byدانشگاه کاشان
PresentationSPEECH
Conference LevelInternational Conferences

Abstract

In this paper, the distributed convex optimization problem is investigated. A consensusbased algorithm is designed in combination with the gradient descent method. Using the Lyapunov theory, the convergence of this algorithm to the optimal solution is analyzed. In addition to theoretical results, simulation results are presented to state the efficiency of the proposed algorithm.

Paper URL

tags: distributed convex optimization, consensus, gradient descent method