Fractional Order T-S Fuzzy Chaotic Models for Secure EEG Signal via a Wireless Communication Protocol Using a Disturbance Observer and Sliding Mode Control Technique

被引:3
作者
Giap, Van Nam [1 ]
Pham, Duc Hung [2 ,3 ]
Lin, Chih-Min [2 ]
Trinh, Minh Hiep [4 ]
Le, Minh Chien [1 ]
Nguyen, Quang Dich [4 ]
机构
[1] Hanoi Univ Sci & Technol, Sch Elect & Elect Engn, Hanoi 100000, Vietnam
[2] Yuan Ze Univ, Dept Elect Engn, Taoyuan 320, Taiwan
[3] Hung Yen Univ Technol & Educ, Fac Elect & Elect Engn, Hai Duong 160000, Vietnam
[4] Hanoi Univ Sci & Technol, Inst Control Engn & Automat, Hanoi 100000, Vietnam
关键词
Electroencephalogram; Disturbance observer; Secure communication system; Fractional order; Grunwald-Letnikov; SYSTEM;
D O I
10.1007/s40815-024-01712-4
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, the secure communication of the electroencephalogram (EEG) signal is presented via the wireless protocol. To obtain the goal of secure communication, a new stability condition for providing a new disturbance observer (DO) to estimate the attacked signals of the secure communication system is proposed. Herein, the fractional-order calculus was used to obtain the goal of the stability design. To meet the goal of the construction of the master and slave, the fractional-order chaotic system was used. First, the Takagi-Sugeno fuzzy was used to remodel the master and slave systems with support of the Grunwald-Letnikov approximation technique from continuous time to discrete time domain. Second, the DO was equipped to the slave system to reject the unwanted on both public channels and uncertain values on the master and slave sides. Third, the sliding mode control was designed based on the given stability theorem. Fourth, the stability was provided based on Lyapunov condition. Final, the simulation by using MATLAB software and experiment by using the ESP8266 chips with the wireless communication were provided to show the effectiveness of the proposed theories.
引用
收藏
页码:1897 / 1915
页数:19
相关论文
共 38 条
[1]   A novel approach for audio file encryption using hand geometry [J].
Al-kateeb, Zeena N. ;
Mohammed, Saja J. .
MULTIMEDIA TOOLS AND APPLICATIONS, 2020, 79 (27-28) :19615-19628
[2]   A Game Player Expertise Level Classification System Using Electroencephalography (EEG) [J].
Anwar, Syed Muhammad ;
Saeed, Sanay Muhammad Umar ;
Majid, Muhammad ;
Usman, Saeeda ;
Mehmood, Chaudhry Arshad ;
Liu, Wei .
APPLIED SCIENCES-BASEL, 2018, 8 (01)
[3]   Adaptive Neural Control of Uncertain Nonlinear Systems Using Disturbance Observer [J].
Chen, Mou ;
Shao, Shu-Yi ;
Jiang, Bin .
IEEE TRANSACTIONS ON CYBERNETICS, 2017, 47 (10) :3110-3123
[4]   A nonlinear disturbance observer for robotic manipulators [J].
Chen, WH ;
Ballance, DJ ;
Gawthrop, PJ ;
O'Reilly, J .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2000, 47 (04) :932-938
[5]   A polynomial-fuzzy-model-based synchronization methodology for the multi-scroll Chen chaotic secure communication system [J].
Chen, Ying-Jen ;
Chou, Hao-Gong ;
Wang, Wen-June ;
Tsai, Shun-Hung ;
Tanaka, Kazuo ;
Wang, Hua O. ;
Wang, Kun-Ching .
ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2020, 87
[6]   Secure communication with a chaotic system owning logic element [J].
Cicek, Serdar ;
Kocamaz, Ugur Erkin ;
Uyaroglu, Yilmaz .
AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS, 2018, 88 :52-62
[7]   Stability of discrete fractional order state-space systems [J].
Dzielinski, Andrzej ;
Sierociuk, Dominik .
JOURNAL OF VIBRATION AND CONTROL, 2008, 14 (9-10) :1543-1556
[8]   Wireless Secure Communication of Chaotic Systems Based on Takagi-Sugeno Fuzzy Optimal Time Varying Disturbance Observer and Sliding Mode Control [J].
Giap, Van Nam ;
Nguyen, Quang Dich ;
Pham, Duc Hung ;
Lin, Chih-Min .
INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2023, 25 (07) :2519-2533
[9]   Synthetic Adaptive Fuzzy Disturbance Observer and Sliding-Mode Control for Chaos-Based Secure Communication Systems [J].
Giap, Van Nam ;
Nguyen, Quang Dich ;
Huang, Shyh-Chour .
IEEE ACCESS, 2021, 9 :23907-23928
[10]   Shape Synchronization in Driver-Response of 4-D Chaotic System and Its Application in Image Encryption [J].
Huang, Yuanyuan ;
Huang, Longwang ;
Wang, Yinhe ;
Peng, Yuxu ;
Yu, Fei .
IEEE ACCESS, 2020, 8 :135308-135319