Advantages and disadvantages of available solution techniques for pulse pro
blems in non-linear stochastic dynamics are discussed. First, random pulse
problems, both, those which do and do not lead to Markov theory, are presen
ted. Next, the analytical and analytically numerical techniques suitable fo
r Markov response problems such as moment equations, Petrov-Galerkin and ce
ll-to-cell mapping techniques are briefly discussed. Usefulness of these te
chniques is limited by the fact that effectiveness of each of them depends
on the mean rate of impulses. Another limitation is the size of the problem
, i.e. the number of state variables of the dynamical system. In contrast,
the applicability of the simulation techniques is not limited to Markov pro
blems, nor is it dependent on the mean rate of impulses. Moreover their use
is straightforward for a large class of point processes, at least for rene
wal processes. (C) 2000 Elsevier Science Ltd. All rights reserved.