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  An ANN’s Evolved by a New Evolutionary System and Its Application

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http://aldebaran.elo.utfsm.cl/datasheet/cdc/cdc00/PDF/AUTHOR/CD009116.PDF
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Abstract:

The paper presents a new evolutionary system for evolving artificial neural networks (ANN’s). In the process of evolution, the network architecture and the node weights of ANN’s are evolved alternately, and the evolution value of network architecture is related to the error value of ANN’s evolved by node weights. An evolved ANN’s has been used in modelling product quality estimator for a fractionator of the hydrocracking unit in the oil refining industry, the results show that it has good accuracy and generalisation ability. 1

Citations

312 A modified particle swarm optimizer – Shi, Eberhart - 1998
129 Evolutionary Artificial Neural Networks – Yao
24 A constructive algorithm that converges for real-valued input patterns – Burgess - 1994
23 Evolving recurrent perceptrons for time-series modeling – McDonnell, Waagen - 1994
1 Evolving networks: Using GAs with connectionist learning – Belew, MchInerney, et al. - 1991