Neural network control of fractional-order chaotic systems with unknown control direction

被引:2
作者
Wang, Suxia [1 ,2 ]
Chen, Yong [3 ]
机构
[1] Nanjing Univ Aeronaut & Astronaut, Coll Aerosp Engn, Nanjing 210016, Peoples R China
[2] Huainan Normal Univ, Coll Appl Math, Huainan 232038, Peoples R China
[3] Sichuan Technol & Business Univ, Sch Comp, Chengdu 611745, Peoples R China
关键词
Fractional-order chaotic system; Neural network control; Chaos synchronization; Control direction; NONLINEAR-SYSTEMS; ADAPTIVE-CONTROL;
D O I
10.1016/j.heliyon.2024.e26870
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
In this paper, neural network control of fractional order chaotic systems (FOCSs) with input saturation and unknown sign of the controller gain is addressed by employing the Nussbaum function, where neural networks are utilized to model system uncertainties. To get rid of the limitation that reaching phase should be active before sliding motion in the traditional sliding mode control, a stable sliding surface is constructed. Then, by using the integer order Nussbaum gain control method, a novel controller with neural network sliding mode variable structure is designed. Finally, the practicality of the designed method is confirmed by a simulation experiment.
引用
收藏
页数:10
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