Global exponential stability of bidirectional associative memory neural networks with time delays

作者：Liu, Xin Ge^*; Martin, Ralph R; Wu, Min; Tang, Mei Lan

来源：IEEE Transactions on Neural Networks, 2008, 19(3): 397-407.

DOI：10.1109/TNN.2007.908633

• bidirectional associative memory (BAM) neural networks (NNs)
• global exponential stability
• Lyapunov functionals
• Young's inequality

In this paper, we consider delayed bidirectional associative memory (BAM) neural networks (NNs) with Lipschitz continuous activation functions. By applying Young's inequality and Milder's inequality techniques together with the properties of monotonic continuous functions, global exponential stability criteria are established for BAM NNs with time delays. This is done through the use of a new Lyapunov functional and an M-matrix. The results obtained in this paper extend and improve previous results.

• 出版日期2008-3
• 单位中南大学