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自动化学报 1997
Research on Multilayer Feedforward Neural Networks--Genetic Backpropagation Algorithm&Structure Optimization Strategy
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Abstract:
In this paper, when classical genetic algorithms are applied to the region of real number and integrated with BP algorithm, a hybrid GA BP learning algorithm is proposed. Besides, with the aid of genetic algorithms as well as the improvement of network complexity function, a structure optimization strategy which is on the basis of network stripping is proposed. The efficiency of research work mentioned above has been shown by numerical simulations and industrial applications.