Upper bounds for robustness of CNN templates and a design approach for robust templates

Bahram Mirzai, George S. Moschytz

Research output: Contribution to journalConference articlepeer-review

3 Scopus citations

Abstract

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.

Original languageEnglish
Pages (from-to)284-287
Number of pages4
JournalProceedings - IEEE International Symposium on Circuits and Systems
Volume3
StatePublished - 1996
Externally publishedYes
EventProceedings of the 1996 IEEE International Symposium on Circuits and Systems, ISCAS. Part 1 (of 4) - Atlanta, GA, USA
Duration: 12 May 199615 May 1996

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