Performance Improvement with Determination of Coefficients by Energy Function Analysis


The KIPS Transactions:PartB , Vol. 8, No. 2, pp. 137-143, Apr. 2001
10.3745/KIPSTB.2001.8.2.137,   PDF Download:

Abstract

With its potential for parallel computation and general applicability, Hopfield network has been investigated and improved by many researchers in order to extend its usefulness to various combinatorial problems. Despite its success in many applications, determination of the energy coefficients has been based primarily on trial and error methods since no practical systematic way of finding good values has been available previously. In this paper, a methodical procedure for determining the coefficients is proposed, which utilizes direct energy level to guide the network along a path to a valid and high quality solution. Simulations on TSP comparing with other methods have shown the efficacy of the proposed approach.


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Cite this article
[IEEE Style]
C. Y. Park, "Performance Improvement with Determination of Coefficients by Energy Function Analysis," The KIPS Transactions:PartB , vol. 8, no. 2, pp. 137-143, 2001. DOI: 10.3745/KIPSTB.2001.8.2.137.

[ACM Style]
Chi Yeon Park. 2001. Performance Improvement with Determination of Coefficients by Energy Function Analysis. The KIPS Transactions:PartB , 8, 2, (2001), 137-143. DOI: 10.3745/KIPSTB.2001.8.2.137.