Deep learning has been successfully applied into pattern recognition due to its deep architecture and effective unsupervised learning,and deep belief network(DBN) is a popular model based on deep learning *** this pap...
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ISBN:
(纸本)9781538629185
Deep learning has been successfully applied into pattern recognition due to its deep architecture and effective unsupervised learning,and deep belief network(DBN) is a popular model based on deep learning *** this paper,a DBN identification model based on partial least square regression(PLSR),named PLSR-DBN,is proposed for nonlinear system *** order to improve the identification accuracy,PLSR is introduced into the supervised fine-tuning of DBN to elimate the overfitting and local minimum resulted from gradients-based learning,and contrastive divergence(CD) algorithm is used in unsupervised ***,the proposed PLSR-DBN is tested on a benchmark nonlinear *** experiment results show that the proposed PLSR-DBN has a better performance on nonlinear system identification than other similar methods.
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