Wang的随机输出节点kWTA网络的收敛时间

K. Ho, Wei-Bin Lee, Siu-Chung Lau, J. Sum
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引用次数: 1

摘要

最近,研究了一种具有随机输出节点的扩展Wang’s kWTA网络。证明了该扩展模型是渐近收敛的。本文进一步研究了该模型的收敛时间。收敛时间定义为模型到达收敛点周围的有限区域所花费的时间。在此基础上,导出了收敛时间的近似表达式,仿真结果表明了其可行性。
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Convergence Time of Wang's kWTA Network with Stochastic Output Nodes
Recently, an extended Wang's kWTA network with stochastic output nodes has been studied. It is shown that this extended model converges asymptotically. In this paper, we further studies the convergence time of this model. The convergence time is defined as the time taken for the model to reach a finite region around the convergent. With this definition, an approximation of convergence time is derived and its viability is shown by simulation results.
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