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Analysis of asymmetric neural networks with time delay and its applications in associative memories

机译:具有时滞的不对称神经网络分析及其在联想记忆中的应用

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摘要

Though there were some papers studying stability of neural networks (NNs) with time delay for associative memories, not any paper has studied it by m energy functions method, which can simplify the stable conditions of NNs in practical applications. In this paper, asymmetric NNs with time delay are studied, and one sufficient condition for the global and local stability asymptotic stability of the NNs is given by m energy functions method. A design procedure of NN for associative memories (AMs) is given by using of single value decomposition. Finally, numerical simulation result shows that AMS can be realized by our designing asymmetric NN.
机译:尽管有一些研究具有关联延迟的神经网络(NNs)的时滞稳定性的论文,但是没有任何论文使用m能量函数方法对其进行研究,这可以简化实际应用中NNs的稳定条件。本文研究了具有时滞的非对称神经网络,并通过m能量函数方法给出了神经网络的全局和局部稳定性渐近稳定性的一个充分条件。通过单值分解,给出了联想记忆的神经网络设计过程。最后,数值仿真结果表明,通过设计非对称NN可以实现AMS。

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    College of Safety Engineering, Chongqing University of Science and Technology, Chongqing 401331, China;

    College of Safety Engineering, Chongqing University of Science and Technology, Chongqing 401331, China;

    College of Electrical and Information Engineering, Chongqing University of Science and Technology, Chongqing 401331, China;

    College of Electrical and Information Engineering, Chongqing University of Science and Technology, Chongqing 401331, China;

    Key laboratory of Machine Perception and Children's Intelligencce Development, Chongqing University of Education, Chongqing 400067, China;

    College of Electrical and Information Engineering, Chongqing University of Science and Technology, Chongqing 401331, China;

    College of Electrical and Information Engineering, Chongqing University of Science and Technology, Chongqing 401331, China;

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    TV; Agriculture; Failure analysis; Mechanical systems; Signal processing; Chaos;

    机译:电视;农业;故障分析;机械系统;信号处理;混乱;;

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