On New Fuzzy Morphological Associative Memories

Shuo Wang, Hong-Liang Lu · IEEE Transactions on Fuzzy Systems · 2004

In this paper, the new fuzzy morphological associative memories (FMAMs) based on fuzzy operations (/spl and/,/spl middot/) and (/spl or/,/spl middot/) are presented. FMAM with (/spl or/,/spl middot/) is extremely robust for dilative noise and FMAM with (/spl and/,/spl middot/) is extremely robust for erosive noise. Autoassociative FMAM has the unlimited storage capability and can converge in one step. The convex autoassociative FMAM can be used to achieve a reasonable tradeoff for the mixed noise. Finally, comparisons between autoassociative FMAM and the famous FAM are discussed. FMAM, as another new encoding way of fuzzy rules, still has a multitude of open problems worthy to explore in the future.

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