Title :
On the stability of asynchronous iterative processes
Author :
Tsitsiklis, J.N.
Author_Institution :
Massachusetts Institute of Technology, Cambridge, MA, USA
Abstract :
We consider an iterative process in which one out of a finite set of possible operators is applied at each iteration. We obtain necessary and sufficient conditions for convergence to a common fixed point of these operators, when the order at which different operators are applied is left completely free, except for the requirement that each operator is applied infinitely many times. The theory developed is similar in spirit to Lyapunov stability theory. We also derive some very different, qualitatively, results for partially asynchronous iterative processes, that is for the case where certain requirements are imposed on the order at which the different operators are applied.
Keywords :
Algorithm design and analysis; Chaos; Context modeling; Control systems; Convergence; Iterative algorithms; Lyapunov method; Stability; Sufficient conditions; Time varying systems;
Conference_Titel :
Decision and Control, 1986 25th IEEE Conference on
Conference_Location :
Athens, Greece
DOI :
10.1109/CDC.1986.267179