A reference model approach to stability analysis of neural networks
文献类型：期刊论文
| 作者 | Qiao, H ; Peng, J; Xu, ZB; Zhang, B
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| 刊名 | IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS
 |
| 出版日期 | 2003-12 |
| 卷号 | 33期号:6页码:925-936 |
| 关键词 | local field neural network model reference model approach stability analysis static neural network model |
| 通讯作者 | Qiao, H |
| 中文摘要 | |
| 英文摘要 | In this paper, a novel methodology called a reference model approach to stability analysis of neural networks is proposed. The core of the new approach is to study a neural network model with reference to other related models, so that different modeling approaches can be combinatively used and powerfully cross-fertilized. Focused on two representative neural network modeling approaches (the neuron state modeling approach and the local field modeling approach), we establish a rigorous theoretical basis on the feasibility and efficiency of the reference model approach. The new approach has been used to develop a series of new, generic stability theories for various neural network models. These results have been applied to several typical neural network systems including the Hopfield-type neural networks, the recurrent back-propagation neural networks, the BSB-type neural networks, the bound-constraints optimization neural networks, and the cellular neural networks. The results obtained unify, sharpen or generalize most of the existing stability assertions, and illustrate the feasibility and power of the new method. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/12612]  |
| 专题 | 自动化研究所_09年以前成果 |
| 作者单位 | Univ Manchester, Inst Sci & Technol, Dept Computat |
| 推荐引用方式 GB/T 7714 | Qiao, H,Peng, J,Xu, ZB,et al. A reference model approach to stability analysis of neural networks[J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS,2003,33(6):925-936. |
| APA | Qiao, H,Peng, J,Xu, ZB,&Zhang, B.(2003).A reference model approach to stability analysis of neural networks.IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS,33(6),925-936. |
| MLA | Qiao, H,et al."A reference model approach to stability analysis of neural networks".IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS 33.6(2003):925-936. |
入库方式： OAI收割
来源：自动化研究所
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