Title :
On the convergence rates of asynchronous iterations
Author :
Feyzmahdavian, Hamid Reza ; Johansson, Mikael
Author_Institution :
Dept. of Autom. Control, R. Inst. of Technol. (KTH), Stockholm, Sweden
Abstract :
This paper presents a unifying convergence result for asynchronous iterations involving pseudo-contractions in the block-maximum norm. Contrary to previous results which only established asymptotic convergence or studied simplified models of asynchronism, our result allows to bound the convergence rates for both partially and totally asynchronous implementations. Several examples are worked out to demonstrate that our theorem recovers and improves on existing results, and that it allows to characterize the solution times for several classes of asynchronous iterations that have not been addressed before.
Keywords :
convergence of numerical methods; iterative methods; asymptotic convergence; asynchronism model; asynchronous iteration; block-maximum norm; convergence rate; Convergence; Delays; Distributed algorithms; Iterative methods; Synchronization; Upper bound; Vectors;
Conference_Titel :
Decision and Control (CDC), 2014 IEEE 53rd Annual Conference on
Conference_Location :
Los Angeles, CA
Print_ISBN :
978-1-4799-7746-8
DOI :
10.1109/CDC.2014.7039374