Adaptive Exponential Synchronization in pth Moment of Neutral-Type Neural Networks with Time Delays and Markovian Switching

作者：Zhou, Wuneng^*; Gao, Yan; Tong, Dongbing; Ji, Chuan; Fang, Jian'an

来源：International Journal of Control Automation and Systems, 2013, 11(4): 845-851.

DOI：10.1007/s12555-012-9308-9

• Adaptive exponential synchronization in pth moment
• Markovian switching
• neural networks
• neutral-type
• stochastic noise
• time delays

In this letter, the analysis problem of adaptive exponential synchronization in pth moment is considered for neutral-type neural networks with time delays and Markovian switching. By utilizing a new nonnegative function and the M-matrix approach, several sufficient conditions to ensure the adaptive exponential synchronization in pth moment for neutral-type neural networks are derived. Via the adaptive feedback control techniques, some suitable parameters update laws are found. To illustrate the effectiveness of the M-matrix-based synchronization conditions derived in this letter, numerical example is provided finally.

• 出版日期2013-8
• 单位东华大学