Exponential passive filter design for switched neural networks with time-delay and reaction-diffusion terms

被引:3
作者
Tai, Weipeng
Xu, Dong
Guo, Tong
Zhou, Jianping [1 ]
机构
[1] Anhui Univ Technol, Sch Comp Sci & Technol, Maanshan 243032, Peoples R China
来源
MODERN PHYSICS LETTERS B | 2021年 / 35卷 / 25期
关键词
Exponential passive filter; switched neural networks; reaction-diffusion; time delay; STABILITY ANALYSIS; SYNCHRONIZATION; SYSTEMS; DISCRETE; INFINITY; STATE;
D O I
10.1142/S0217984921504340
中图分类号
O59 [应用物理学];
学科分类号
摘要
This paper investigates the problem of exponential passive filter design for switched neural networks with time-delay and reaction-diffusion terms. With the aid of a suitable Lyapunov-Krasovskii functional and some inequalities, a linear matrix inequality-based design method is developed that not only makes the filtering error system exponentially stable but also forces it to be passive from external interference to output error. Then, the filter design is extended to the complex-valued case via separating the system into real-valued and complex-valued parts. Finally, a numerical example is utilized to illustrate the effectiveness of the filter design methods for the real-valued and complex-valued cases, respectively.
引用
收藏
页数:22
相关论文
共 45 条
[1]   An error passivation approach to filtering for switched neural networks with noise disturbance [J].
Ahn, Choon Ki .
NEURAL COMPUTING & APPLICATIONS, 2012, 21 (05) :853-861
[2]   Global stability analysis of fractional-order fuzzy BAM neural networks with time delay and impulsive effects [J].
Ali, M. Syed ;
Narayanan, G. ;
Sevgen, Selcuk ;
Shekher, Vineet ;
Arik, Sabri .
COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION, 2019, 78
[3]   Stability of stochastic fuzzy BAM neural networks with discrete and distributed time-varying delays [J].
Ali, M. Syed ;
Balasubramaniam, P. ;
Zhu, Quanxin .
INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2017, 8 (01) :263-273
[4]   New Criteria for Stability of Neutral-Type Neural Networks With Multiple Time Delays [J].
Arik, Sabri .
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2020, 31 (05) :1504-1513
[5]  
Boyd S., 1994, LINEAR MATRIX INEQUA, DOI DOI 10.1137/1.9781611970777
[6]   Exponential H a filtering analysis for discrete-time switched neural networks with random delays using sojourn probabilities [J].
Cao JinDe ;
Rakkiyappan, R. ;
Maheswari, K. ;
Chandrasekar, A. .
SCIENCE CHINA-TECHNOLOGICAL SCIENCES, 2016, 59 (03) :387-402
[7]   Nonstationary Control for T-S Fuzzy Markovian Switching Systems With Variable Quantization Density [J].
Cheng, Jun ;
Shan, Yaonan ;
Cao, Jinde ;
Park, Ju H. .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2021, 29 (06) :1375-1385
[8]   A new Lyapunov functional for stability analysis of neutral-type Hopfield neural networks with multiple delays [J].
Faydasicok, Ozlem .
NEURAL NETWORKS, 2020, 129 :288-297
[9]   NECESSARY AND SUFFICIENT CONDITION FOR ABSOLUTE STABILITY OF NEURAL NETWORKS [J].
FORTI, M ;
MANETTI, S ;
MARINI, M .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 1994, 41 (07) :491-494
[10]   Design of passive filters for time-delay neural networks with quantized output* [J].
Han, Jing ;
Zhang, Zhi ;
Zhang, Xuefeng ;
Zhou, Jianping .
CHINESE PHYSICS B, 2020, 29 (11)