Passivity Analysis of Delayed Neural Networks with Discontinuous Activations

作者:Jian Xiao, Zhigang Zeng, Wenwen Shen

摘要

In this paper, we investigate the passivity problem of delayed neural networks, where the activation functions are discontinuous. Based on differential inclusion theory, sufficient conditions for this problem are obtained by means of generalized Lyapunov approach. The theoretical results can be checked by solving some linear matrix inequalities. The results extend previous researches on the passivity of delayed neural networks.

论文关键词:Discontinuous neuron activation, Passivity, Differential inclusion, Neural networks

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论文官网地址:https://doi.org/10.1007/s11063-014-9353-x