Title :
The inverse system control for underwater vehicle hovering based on support vector machine
Author :
Lin, Zhao ; Qi Xiao-giang ; Yu-Xin, Zhao ; Song ha
Author_Institution :
Coll. of Autom., Harbin Eng. Univ., Harbin
Abstract :
The application of direct inverse system in underwater vehiclepsilas hovering system is discussed in this paper. The dynamics model of hovering system is established based on itpsilas peculiarity. The accurate inverse system is hard to be established, because of the uncertainties of hydrodynamic coefficients and the coupling affects of each degree of freedom. For these problems, this paper use Support Vector Machines (SVM) to identify alpha th-order nonlinear offline static inverse model of underwater vehiclepsilas hovering system. The inverse system is a feed-forward controller, it is cascaded before the original system to compose a right-inverse system with the original system. And then the complex system is decoupled into two relatively independent single input and single output (SISO) pseudo-linear subsystem. Then additional feedback linear controller is designed by using developed linear system theory. The simulation results show that this method does not depend on the accurate mathematical model, high tracking accuracy, and successfully realize the depth and pitch control.
Keywords :
control system synthesis; feedback; feedforward; mathematical analysis; motion control; spatial variables control; support vector machines; underwater vehicles; depth control; direct inverse system; feed-forward controller; feedback linear controller; hydrodynamic coefficients; inverse system control; linear system theory; nonlinear offline static inverse model; pitch control; right-inverse system; single input and single output pseudo-linear subsystem; support vector machine; underwater vehicle hovering; Control systems; Feedback; Feedforward systems; Hydrodynamics; Inverse problems; Nonlinear dynamical systems; Support vector machines; Uncertainty; Underwater vehicles; Vehicle dynamics; Decoupling Control; Hovering System; Inverse System; Support Vector Machine; Underwater Vehicle;
Conference_Titel :
Control and Decision Conference, 2008. CCDC 2008. Chinese
Conference_Location :
Yantai, Shandong
Print_ISBN :
978-1-4244-1733-9
Electronic_ISBN :
978-1-4244-1734-6
DOI :
10.1109/CCDC.2008.4597851