Global exponential stability of Hopfield-type neural networks

LIANG Xuebin; WU Lide

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Global exponential stability of Hopfield-type neural networks

机译：Hopfield型神经网络的全局指数稳定性

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The Hopfield-type continuous neural networks with global exponential stability are very essential for the real-time solution for the various kinds of optimization problems, such as the A/D converter design problem. From a mathematical viewpoint this means that the network should have a unique equilibrium point that is globally and exponentially stable.

机译：具有全局指数稳定性的Hopfield型连续神经网络对于各种优化问题（例如A / D转换器设计问题）的实时解决方案非常重要。从数学角度来看，这意味着网络应具有全局和指数稳定的唯一平衡点。

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来源
《Chinese science bulletin》 |1996年第12期|p.1046-1051|共6页
作者
LIANG Xuebin; WU Lide;
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作者单位

Department of Computer Science, Fudan University, Shanghai 200423, China;

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原文格式 PDF
正文语种 eng
中图分类自然科学现状及发展;
关键词
Hopfield-type neural network; global exponential stability; optimization computation;

机译：Hopfield型神经网络全局指数稳定性优化计算;

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专利

1. Equivalence between local exponential stability of the unique equilibrium point and global stability for Hopfield-type neural networks with two neurons [J] . Xue-Bin Liang IEEE Transactions on Neural Networks . 2000,第5期

机译：具有两个神经元的Hopfield型神经网络的唯一平衡点的局部指数稳定性和全局稳定性之间的等价性
2. Existence and global exponential stability of periodic solution for delayed high-order Hopfield-type neural networks [J] . Xiang H, Yan KM, Wang BY Physics Letters, A . 2006,第4a5期

机译：时滞高阶Hopfield型神经网络周期解的存在性和全局指数稳定性
3. Global exponential stability and existence of periodic solution of Hopfield-type neural networks with impulses [J] . Li YK, Lu LH Physics Letters, A . 2004,第1a2期

机译：具有脉冲的Hopfield型神经网络的全局指数稳定性和周期解的存在性
4. Global Exponential Stability and Existence of Periodic Solution of Hopfield-type Neural Networks with Distributed Delays and Impulsive On Time Scales [C] . Chaolong Zhang, Qiru Wang, Fengjian Yang, World Congress on Intelligent Control and Automation;WCICA 2010 . 2010

机译：具有时滞和脉冲时滞的Hopfield型神经网络的全局指数稳定性和周期解的存在性
5. Storing cycles in Hopfield-type neural networks. [D] . Zhang, Chuan. 2014

机译：Hopfield型神经网络中的存储周期。
6. Global Exponential Stability of Almost Periodic Solution for Neutral-Type Cohen-Grossberg Shunting Inhibitory Cellular Neural Networks with Distributed Delays and Impulses [O] . Lijun Xu, Qi Jiang, Guodong Gu 2016

机译：具有分布时滞和脉冲的中立型Cohen-Grossberg分流抑制性细胞神经网络的概周期解的全局指数稳定性
7. Novel global stability criteria for high-order Hopfield-type neural networks with time-varying delays [O] . Lou Xu-Yang, Cui Bao-Tong 2007

机译：具有时变时滞的高阶Hopfield型神经网络的新型全局稳定性准则
8. Comparison between sparsely distributed memory and Hopfield-type neural network models [R] . Keeler, James D. 1986

机译：稀疏分布存储器与Hopfield型神经网络模型的比较

Global exponential stability of Hopfield-type neural networks

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