An analysis on global robust exponential stability of neural networks with time-varying delays

作者：Shao, Jin Liang; Huang, Ting Zhu^*; Zhou, Sheng

来源：Neurocomputing, 2009, 72(7-9): 1993-1998.

DOI：10.1016/j.neucom.2008.11.023

• Interval neural networks
• Time-varying delays
• Global robust exponential stability
• M-matrix

The paper presents a new sufficient condition for the existence, uniqueness and global robust exponential stability of the equilibrium point for interval neural networks with time-varying delays. Theoretical analysis indicates that the obtained result improves and generalizes some previous results derived in the literatures. It is also shown by a numerical example that a recently reported result is invalid because the proof of it is not always right. Finally, a numerical example and the corresponding simulation are given to show the effectiveness of the obtained result.

• 出版日期2009-3
• 单位电子科技大学