The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Nov. 09, 1999

Filed:

Sep. 05, 1996
Applicant:
Inventors:

Jung-Hwan Kim, Daejeon, KR;

Sung-Kwon Park, Seoul, KR;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F / ; G05B / ;
U.S. Cl.
CPC ...
36414802 ; 36414801 ; 706 25 ;
Abstract

The learning algorithm called Expand-and-Truncate Learning (ETL) is invented to synthesize a three-layer threshold network (TLTN) with guaranteed convergence for an arbitrary switching function. There has not yet been found an algorithm to synthesize a threshold network for an arbitrary switching function. The most significant contribution of this invention is the development of a learning algorithm for a three-layer TLTN which guarantees convergence for any switching function, automatically determining a required number of threshold elements in the hidden layer. For example, it turns out that the required number of threshold elements in the hidden layer of a TLTN for an n-bit parity function is equal to n. The threshold element in the proposed TLTN employs only integer weights and integer thresholds. Therefore, this will greatly facilitate actual hardware implementation of the proposed TLTN using currently available digital VLSI technology.


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