CNNs constitute a class of spatially discrete, nonlinear dynamic systems. Once the inputs and the states are initialized, the dynamic of a CNN is determined by a set of parameters, so-called templates. We investigate issues concerning the dynamic behavior of a CNN due to variations in template values. In particular, we derive, based on the output invariance at the equilibrium, upper bounds for these variations. Furthermore, a general design approach for robust templates is proposed.
|Number of pages||4|
|Journal||Proceedings - IEEE International Symposium on Circuits and Systems|
|State||Published - 1996|
|Event||Proceedings of the 1996 IEEE International Symposium on Circuits and Systems, ISCAS. Part 1 (of 4) - Atlanta, GA, USA|
Duration: 12 May 1996 → 15 May 1996