Title :
Backstepping station-keeping control using recurrent wavelet fuzzy CMAC for ball-driven chairs
Author :
Ching-Chih Tsai ; Yi-Ping Ciou ; Feng-Chun Tai ; Shun-Fkng Su ; Chih-Min Lin
Author_Institution :
Dept. of Electr. Eng., Nat. Chung Hsing Univ., Taichung, Taiwan
Abstract :
This paper presents an adaptive backstopping station-keeping control using recurrent wavelet fuzzy cerebella model articulation controller (RWFCMAC) for omnidirectional ball-driven chairs used in indoor environments. Lagrangian mechanics is adopted to establish a coupled mathematical model of the vehicle; when the nutation angle is sufficiently small, this model is shown to be consistent with the well-known decoupled model under two special cases. Based on the derived model with uncertainties caused by different riders, an intelligent adaptive controller is developed by using RWFCMAC, aggregated hierarchical siding-mode control and backstepping control, in order to maintain the nutation angle at zero. The effectiveness and merit of the proposed controller are exemplified by conducting several simulations on the laboratory-built omnidirectional ball-riding vehicle.
Keywords :
adaptive control; cerebellar model arithmetic computers; control nonlinearities; fuzzy neural nets; intelligent control; neurocontrollers; recurrent neural nets; variable structure systems; wavelet transforms; Lagrangian mechanics; RWFCMAC; adaptive backstepping station-keeping control; aggregated hierarchical sliding-mode control; backstepping station-keeping control; coupled mathematical model; indoor environments; intelligent adaptive controller; laboratory-built omnidirectional ball-riding vehicle; omnidirectional ball-driven chairs; recurrent wavelet fuzzy CMAC; recurrent wavelet fuzzy cerebela model articulation controller; Abstracts; Aerospace electronics; Space stations; Backstepping; Ball-driven chair; Modeling; Recurrent Wavelet Fuzzy CMAC (RWFCMAC); Sliding-mode control; Station-keeping;
Conference_Titel :
Machine Learning and Cybernetics (ICMLC), 2014 International Conference on
Conference_Location :
Lanzhou
Print_ISBN :
978-1-4799-4216-9
DOI :
10.1109/ICMLC.2014.7009699