Adaptive estimation for delayed neural networks with Markovian jumping parameters

作者：Tong, Dongbing^*; Zhou, Wuneng; Wang, Han; Zhou, Jun; Zhou, Xianghui; Xu, Yuhua

来源：Optik, 2015, 126(21): 2960-2964.

DOI：10.1016/j.ijleo.2015.07.055

• Neural networks
• Adaptive estimation
• Markovian jumping parameters
• Time delays

In this letter, the adaptive estimation problem of the neuron states is studied for delayed neural networks with Markovian jumping parameters. Through employing a new nonnegative function and the M-matrix method, some sufficient conditions are derived to ensure the almost sure asymptotical stability for the dynamics of estimator error. Several suitable parameters update laws are found by the adaptive feedback control technique. Finally, a simulation example is provided to illustrate the effectiveness of the proposed adaptive estimation method.

• 出版日期2015
• 单位东华大学; 南阳理工学院; 南京审计大学; 上海工程技术大学; 长江大学