A Parallel Genetic/Neural Network Learning Algorithm for MIMD Shared Memory Machines

Shih-Lin Hung; H. Adeli

doi:10.1109/72.329686

A Parallel Genetic/Neural Network Learning Algorithm for MIMD Shared Memory Machines

Shih-Lin Hung, H. Adeli

Department of Civil Engineering

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Abstract

A new algorithm is presented for training of multilayer feedforward neural networks by integrating a genetic algorithm with an adaptive conjugate gradient neural network learning algorithm. The parallel hybrid learning algorithm has been implemented in C on an MIMD shared memory machine (Cray Y-MP8/864 supercomputer). It has been applied to two different domains, engineering design and image recognition. The performance of the algorithm has been evaluated by applying it to three examples. The superior convergence property of the parallel hybrid neural network learning algorithm presented in this paper is demonstrated.

Original language	English
Pages (from-to)	900-909
Number of pages	10
Journal	IEEE Transactions on Neural Networks
Volume	5
Issue number	6
DOIs	https://doi.org/10.1109/72.329686
State	Published - 1 Jan 1994

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A Parallel Genetic/Neural Network Learning Algorithm for MIMD Shared Memory Machines

Abstract

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