Vd. Blondel et Jn. Tsitsiklis, Overview of complexity and decidability results for three classes of elementary nonlinear systems, LECT N CONT, 241, 1999, pp. 46-58
It has become increasingly apparent this last decade that many problems in
systems and control are NP-hard and, in some cases, undecidable. The inhere
nt complexity of some of the most elementary problems in systems and contro
l points to the necessity of using alternative approximate techniques to de
al with problems that are unsolvable or intractable when exact solutions ar
e sought.
We survey some of the decidability and complexity results available for thr
ee classes of discrete time nonlinear systems. In each case, we draw the li
ne between the problems that are unsolvable, those that are NP-hard, and th
ose for which polynomial time algorithms are known.