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Document Type : Latin Dissertation
Language of Document : English
Record Number : 151492
Doc. No : ET23284
Main Entry : HEMA CHANDRASEKARAN
Title Proper : ANALYSIS AND CONVERGENT DESIGN OF PIECEWISE LINEAR NETWORKS
Note : This document is digital این مدرک بصورت الکترونیکی می باشد
Abstract : this dissertation, we deal with the problems of: (1) developing a convergent,effective algorithm to design piecewise linear networks (PLN), (2) relating the performancesof piecewise linear networks and multilayer perceptrons (MLP), and (3) sizing the multilayerperceptron via piecewise linear networks.Local networks like the piecewise linear networks are attractive because they can betrained quickly and provide adequate approximation to many mapping problems. Yet,existing design algorithms for the piecewise linear networks are not convergent andnonoptimal. In this work, four algorithms which in combination solve the first problem arepresented: (1) a convergent design algorithm which builds piecewise linear networks onemodule at a time using branch and bound technique, (2) two optimal pruning algorithmswhich eliminate less usefir1 modules from the network, and (3) a sifting algorithm which....-....,....-...,..tested for theQ1 PC1 bus cardBoth these projects mere sofixare des elopment efforts tonards contributing to dlfferentaspects of Roboucs and lZ1echatronics projects m the Controls and Roboucs Group..
Subject : Electericl tess
: برق
electronic file name : TL46521.pdf
Title and statement of responsibility and : ANALYSIS AND CONVERGENT DESIGN OF PIECEWISE LINEAR NETWORKS [Thesis]
 
 
 
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