Ip. Androulakis et Gv. Reklaitis, ANALYSIS OF THE SPURIOUS BEHAVIOR OF ASYNCHRONOUS RELAXATION ALGORITHMS, Computers & chemical engineering, 19(6-7), 1995, pp. 827-845
An analysis is presented of the dynamic responses of nonlinear asynchr
onous iterations in multiprocessors in terms of the delays and the rel
axation parameters. The actual distributed implementation is simulated
, for analytical purposes, by means of systems of nonlinear difference
equations. Local and global stability analyses of these systems are u
sed to reveal the rich dynamical behavior of chaotic relaxations in th
e presence of nonlinearities and nonconvexities. We show the effect of
the delays and relaxation parameters in the topology of the basins of
attraction of different equilibrium points by constructing appropriat
e Lyapunov functions. The occurrence of bifurcation phenomena leading
to chaotic behavior is shown. Finally, we study the phenomenon of the
appearance of metastable equilibrium points, as functions of the commu
nicational delays among the different processors.