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A Statistical Analysis of PLA Folding
Makarenko, D.D.   Tartar, J.  

This paper appears in: Computer-Aided Design of Integrated Circuits and Systems, IEEE Transactions on
Publication Date: January 1986
Volume: 5,  Issue: 1
On page(s): 39- 51
ISSN: 0278-0070
Current Version Published: 2004-03-03

Abstract
Current understanding of the PLA folding problem is limited to simple empirical evidence from studies of heuristic methods. This paper presents a theoretical approach through an analytical and statistical analysis. The problem is first mapped into a set theoretic model. Using a random selection heuristic as a basis, a probability density function (PDF) is derived for the expected number of folds under a set of simplifying assumptions. This PDF is derived in terms of the three fundamental properties of a PLA, r the number of rows, c the number of columns, and d the density. Empirical results obtained from folding thousands of randomly generated PLA's verify the accuracy of the derived probability density function. A technique is developed whereby the PDF can also be used to predict the size of optimal folding sets. A new folding heuristic is introduced which is shown to perform better than other heuristic algorithms in the literature, when applied to a set of randomly generated PLA's. This is the first folding heuristic to have an analytical basis for its expected results, as derived from the PDF function.

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