| Analysis of global exponential stability for a class of bi—directional associative memory networks |
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| 引用本文： | 王宏霞,何晨. Analysis of global exponential stability for a class of bi—directional associative memory networks[J]. 中国物理, 2003, 12(3): 259-263. DOI: 10.1088/1009-1963/12/3/303 |
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| 作者姓名： | 王宏霞 何晨 |
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| 作者单位： | Department of Electronic Engineering, Shanghai Jiaotong University, Shanghai 200030, China |
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| 基金项目： | Project supported by the National High Technology Development Program of China (Grant No 2002AA144110). |
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| 摘 要： | In real-time applications of bi-directional associative memory (BAM) networks.a global exponentially stable equilibrium is highly desired.The existence,uniqueness and global exponential stability for a class of BAM networks are studied in this paper,the signal function of neurons is assumed to be piece-wise linear from the engineering point of view.A very concise condition for the equilbrium of such a network being globally exponentially stable is derived.which makes the pactical design of this kind of networks an easy job.
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| 关 键 词： | 非线性反馈人工神经网络 双向协同存储网 稳定性 |
| 收稿时间： | 2002-09-16 |
Analysis of global exponential stability for a class of bi-directional associative memory networks |
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| Wang Hong-Xia and He Chen. Analysis of global exponential stability for a class of bi-directional associative memory networks[J]. Chinese Physics, 2003, 12(3): 259-263. DOI: 10.1088/1009-1963/12/3/303 |
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| Authors: | Wang Hong-Xia and He Chen |
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| Affiliation: | Department of Electronic Engineering, Shanghai Jiaotong University, Shanghai 200030, China |
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| Abstract: | In real-time applications of bi-directional associative memory (BAM) networks, a global exponentially stable equilibrium is highly desired. The existence, uniqueness and global exponential stability for a class of BAM networks are studied in this paper, the signal function of neurons is assumed to be piece-wise linear from the engineering point of view. A very concise condition for the equilibrium of such a network being globally exponentially stable is derived, which makes the practical design of this kind of networks an easy job. |
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| Keywords: | BAM network global exponential stability equilibrium |
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