Model and Algorithm of BP Neural Network Based on Expanded Multichain Quantum Optimization
Joint Authors
Wang, Huaixiao
Zhang, Youliang
Xu, Baoyu
Zhang, Hongjun
Wang, Zhiteng
Source
Mathematical Problems in Engineering
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-11-02
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Abstract EN
The model and algorithm of BP neural network optimized by expanded multichain quantum optimization algorithm with super parallel and ultra-high speed are proposed based on the analysis of the research status quo and defects of BP neural network to overcome the defects of overfitting, the random initial weights, and the oscillation of the fitting and generalization ability along with subtle changes of the network parameters.
The method optimizes the structure of the neural network effectively and can overcome a series of problems existing in the BP neural network optimized by basic genetic algorithm such as slow convergence speed, premature convergence, and bad computational stability.
The performance of the BP neural network controller is further improved.
The simulation experimental results show that the model is with good stability, high precision of the extracted parameters, and good real-time performance and adaptability in the actual parameter extraction.
American Psychological Association (APA)
Xu, Baoyu& Zhang, Hongjun& Wang, Zhiteng& Wang, Huaixiao& Zhang, Youliang. 2015. Model and Algorithm of BP Neural Network Based on Expanded Multichain Quantum Optimization. Mathematical Problems in Engineering،Vol. 2015, no. 2015, pp.1-11.
https://search.emarefa.net/detail/BIM-1073603
Modern Language Association (MLA)
Xu, Baoyu…[et al.]. Model and Algorithm of BP Neural Network Based on Expanded Multichain Quantum Optimization. Mathematical Problems in Engineering No. 2015 (2015), pp.1-11.
https://search.emarefa.net/detail/BIM-1073603
American Medical Association (AMA)
Xu, Baoyu& Zhang, Hongjun& Wang, Zhiteng& Wang, Huaixiao& Zhang, Youliang. Model and Algorithm of BP Neural Network Based on Expanded Multichain Quantum Optimization. Mathematical Problems in Engineering. 2015. Vol. 2015, no. 2015, pp.1-11.
https://search.emarefa.net/detail/BIM-1073603
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1073603