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Mechanical Property Prediction of Strip Model Based on PSO-BP Neural Network 被引量:18

Mechanical Property Prediction of Strip Model Based on PSO-BP Neural Network
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摘要 Mechanical property prediction of hot rolled strip is one of the hotspots in material processing research. To avoid the local infinitesimal defect and slow constringency in pure BP algorithm, a kind of global optimization algorithm-particle swarm optimization (PSO) is adopted. The algorithm is combined with the BP rapid training algorithm, and then, a kind of new neural network (NN) called PSO-BP NN is established. With the advantages of global optimization ability and the rapid constringency of the BP rapid training algorithm, the new algorithm fully shows the ability of nonlinear approach of multilayer feedforward network, improves the performance of NN, and provides a favorable basis for further online application of a comprehensive model. Mechanical property prediction of hot rolled strip is one of the hotspots in material processing research. To avoid the local infinitesimal defect and slow constringency in pure BP algorithm, a kind of global optimization algorithm-particle swarm optimization (PSO) is adopted. The algorithm is combined with the BP rapid training algorithm, and then, a kind of new neural network (NN) called PSO-BP NN is established. With the advantages of global optimization ability and the rapid constringency of the BP rapid training algorithm, the new algorithm fully shows the ability of nonlinear approach of multilayer feedforward network, improves the performance of NN, and provides a favorable basis for further online application of a comprehensive model.
出处 《Journal of Iron and Steel Research(International)》 SCIE EI CAS CSCD 2008年第3期87-91,共5页 钢铁研究学报(英文版)
基金 Natural Science Foundation of Anhui Provincial Education Depart ment of China (2006KJ080A)
关键词 particle swarm optimization algorithm BP neural network hot continuous rolling strip mechanical property prediction particle swarm optimization algorithm BP neural network hot continuous rolling strip mechanical property prediction
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