Author:
Pham Duc-Hung,Vu Van Phong
Abstract
In this article, a new wavelet type-2 fuzzy brain imitated neural network (WT2FBINN) is presented for nonlinear system decoupling control. A sliding mode control combined with a decoupling control is illustrated. The control system comprises of a proposed WT2FBINN and a robust controller. The WT2FBINN is used as the main controller to approach an ideal controller to achieve desired control performance, and the robust controller is used to eliminate the approximation error to achieve system stability. The WT2FBINN contains a wavelet type-2 fuzzy system and a brain imitated neural network. The parameters of the proposed WT2FBINN can be updated by the gradient descent method. Then, the WIT2FBINN is applied to control underactuated systems, such as a rotational actuator (TORA) system. Finally, simulation results have validated the effectiveness of the proposed control approach. A comparison to a recently developed method is useful for better illustrating the benefits of the proposed method.
Publisher
Ho Chi Minh City University of Technology and Education
Reference14 articles.
1. L. C. Hung and H. Y. Chung, "Decoupled Sliding-Mode with Fuzzy-Neural Network Controller for Nonlinear Systems," International Journal of Approximate Reasoning, vol. 46, no. 1, pp. 74-97, 2007.
2. G., -L. Guo, C. -M. Lin, H. -Y. Cho, D. -H. Pham, T. -T. Huynh, and F. Chao. "Decoupled sliding mode control of underactuated nonlinear systems using a fuzzy brain emotional cerebellar model control system," International Journal of Fuzzy Systems, pp. 1-14, 2022.
3. J. Huang, S. Ri, T. Fukuda and Y. Wang, “A disturbance observer based sliding mode control for a class of underactuated robotic system with mismatched uncertainties,” IEEE Transaction on Automatic Control, vol. 64, no. 6, pp. 2480-2486, 2019.
4. C. M. Lin, and Y. J. Mon, "Decoupling control by hierarchical fuzzy sliding-mode controller," IEEE Transactions on Control Systems Technology, vol. 13, no. 4, pp. 593-598, 2005.
5. C.-L. Huang, C.-C. Chiang and Y.-W. Yeh, “Adaptive fuzzy hierarchical sliding-mode control for the trajectory tracking of uncertain underactuated nonlinear dynamic systems,” IEEE Transaction on Fuzzy Sysatems, vol. 22, no. 2, pp. 286-299, 2014.
Cited by
1 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献