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非对称互联神经网络平衡点的稳定性分析(Ⅱ)
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作者 但琦 童頫 《计算机科学》 CSCD 北大核心 1995年第2期79-81,共3页
在人工神经网络的应用方面,无论是联想记忆,还是神经优化算法,都毫不例外地利用了网络系统的稳定吸引子的性质。因此,都支持神经网络应用的基础理论而言,研究其动力学行为,尤其是稳定性的判断问题,是十分有意义的。
关键词 神经网络 稳定性分析 网络平衡点
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Stability Analysis of Cohen-Grossberg Neural Networks with Time-Varying Delays 被引量:1
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作者 刘艳青 唐万生 《Transactions of Tianjin University》 EI CAS 2007年第1期12-17,共6页
The global exponential stability of Cohen-Grossberg neural networks with time-varying delays is studied. By constructing several suitable Lyapunov functionals and utilizing differential in-equality techniques, some su... The global exponential stability of Cohen-Grossberg neural networks with time-varying delays is studied. By constructing several suitable Lyapunov functionals and utilizing differential in-equality techniques, some sufficient criteria for the global exponential stability and the exponential convergence rate of the equilibrium point of the system are obtained. The criteria do not require the activation functions to be differentiable or monotone nondecreasing. Some stability results from previous works are extended and improved. Comparisons are made to demonstrate the advantage of our results. 展开更多
关键词 Cohen-Grossberg neural networks time-varying delay equilibrium point global exponential stability convergence rate
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Stability Analysis of Nonsymmetric Cellular Neural Networks
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作者 李立平 陈芳跃 《Chinese Quarterly Journal of Mathematics》 CSCD 北大核心 2007年第2期195-202,共8页
This paper describes the problem of stability for one-dimensional Cellular Neural Networks(CNNs). A sufficient condition is presented to ensure complete stability for a class of special CNN's with nonsymmetric temp... This paper describes the problem of stability for one-dimensional Cellular Neural Networks(CNNs). A sufficient condition is presented to ensure complete stability for a class of special CNN's with nonsymmetric templates, where the parameter in the output function is greater than or equal to zero. The main method is analysising the property of the equilibrium point of the CNNs system. 展开更多
关键词 cellular neural networks STABILITY equilibrium point limit set
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A Note on "Global Exponential Convergence Analysis of Hopfield Neural Networks with Continuously Distributed Delays"
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作者 CHANG Da-Wei 《Communications in Theoretical Physics》 SCIE CAS CSCD 2007年第6期1143-1144,共2页
In this note, we would like to point out that (i) of Corollary 1 given by Zhang et al. (cf Commun. Theor. Phys. 39 (2003) 381) is incorrect in general.
关键词 Hopfield neural networks distributed delays equilibrium point globally exponential stability
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Optimized algorithm for balancing clusters in wireless sensor networks
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作者 Mucheol KIM Sunhong KIM Hyungjin BYUN 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2009年第10期1404-1412,共9页
Wireless sensor networks consist of hundreds or thousands of sensor nodes that involve numerous restrictions in-cluding computation capability and battery capacity.Topology control is an important issue for achieving ... Wireless sensor networks consist of hundreds or thousands of sensor nodes that involve numerous restrictions in-cluding computation capability and battery capacity.Topology control is an important issue for achieving a balanced placement of sensor nodes.The clustering scheme is a widely known and efficient means of topology control for transmitting information to the base station in two hops.The automatic routing scheme of the self-organizing technique is another critical element of wireless sensor networks.In this paper we propose an optimal algorithm with cluster balance taken into consideration,and compare it with three well known and widely used approaches,i.e.,LEACH,MEER,and VAP-E,in performance evaluation.Experimental results show that the proposed approach increases the overall network lifetime,indicating that the amount of energy required for com-munication to the base station will be reduced for locating an optimal cluster. 展开更多
关键词 Wireless sensor networks Self-organizing sensor algorithm Clustering algorithm OPTIMIZATION
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Dynamic analysis of an SEIRS model with nonlinear infectivity on complex networks
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作者 Shouying Huang 《International Journal of Biomathematics》 2016年第1期165-189,共25页
In this paper, we study the spreading of infections on complex heterogeneous networks based on an SEIRS epidemic model with nonlinear infectivity. By mathematical analysis, the basic reproduction number R0 is obtained... In this paper, we study the spreading of infections on complex heterogeneous networks based on an SEIRS epidemic model with nonlinear infectivity. By mathematical analysis, the basic reproduction number R0 is obtained. When R0 is less than one, the disease-free equilibrium is globally asymptotically stable and the disease dies out, while R0 is greater than one, the disease-free equilibrium becomes unstable and the disease is permanent, and in the meantime there exists a unique endemic equilibrium which is globally attrac- tive under certain conditions. Finally, the effects of various immunization schemes are studied. To verify our theoretical results, the corresponding numerical simulations are also included. 展开更多
关键词 Epidemic dynamics complex network nonlinear infectivity immunization.
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