Convergence of Asynchronous Distributed Gradient Methods Over Stochastic Networks
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Transactions on Automatic Control"
DOI: 10.1109/tac.2017.2730481
Abstract: We consider distributed optimization problems in which a number of agents are to seek the global optimum of a sum of cost functions through only local information sharing. In this paper, we are particularly interested… read more here.
Keywords: asynchronous distributed; stochastic networks; convergence asynchronous; distributed gradient ... See more keywords
An Approximate Distributed Gradient Estimation Method for Networked System Optimization Under Limited Communications
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Systems, Man, and Cybernetics: Systems"
DOI: 10.1109/tsmc.2018.2867154
Abstract: This paper considers the networked system optimization problem by cooperatively finding an approximately optimal solution to the overall network convex cost function, which is the sum of the individual cost functions of nodes (agents) in… read more here.
Keywords: networked system; system; limited communications; distributed gradient ... See more keywords