期刊
IEEE TRANSACTIONS ON NEURAL NETWORKS
卷 21, 期 8, 页码 1371-1377出版社
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TNN.2010.2054106
关键词
Attractive set; multistability; piecewise linear; time-varying delays
类别
资金
- Natural Science Foundation of China [60774051, 60974021]
- Program for New Century Excellent Talents in Universities of China [NCET-06-0657]
- Fok Ying Tung Education Foundation [111068]
- Australian Research Council
In this brief, stability of multiple equilibria of recurrent neural networks with time-varying delays and the piecewise linear activation function is studied. A sufficient condition is obtained to ensure that n-neuron recurrent neural networks can have (4k - 1)(n) equilibrium points and (2k)(n) of them are locally exponentially stable. This condition improves and extends the existing stability results in the literature. Simulation results are also discussed in one illustrative example.
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