DocumentCode
2515528
Title
Bang-bang control of a flexible-link manipulator with actuator saturation using neural network
Author
Damadi, S. M Saeed ; Tolue, Hamid R. ; Talebi, H.A.
Author_Institution
Dept. of Electr. Eng., Amirkabir Univ. of Technol. (Tehran Polytech.), Tehran, Iran
fYear
2011
fDate
23-25 May 2011
Firstpage
1458
Lastpage
1464
Abstract
In this paper, a methodology of finding a minimum time and non-linear state feedback control of a flexible-link manipulator with saturated control is proposed. Since the difficulty which is involved in minimization of the cost function is solving GHJB equation, having proper cost function can solve regulation and bang-bang control problem for non-linear systems. To show this, we present a proper non-quadratic cost function and solve corresponding optimal control problem by approximation the solution of GHJB. Since solving GHJB is difficult, we use neural network to approximate the solution of GHJB equation. The controller, which is found by that method, has better performance in contrast LQR method for linearized systems because it does not ignore the inherent nonlinearity of non-linear systems. The simulation results confirm that deflection modes are damped faster and cost function has a good upper band.
Keywords
actuators; approximation theory; bang-bang control; cost optimal control; linearisation techniques; manipulators; neural nets; nonlinear control systems; state feedback; GHJB equation; LQR method; actuator saturation; approximation problem; bang-bang control; cost function minimization; flexible-link manipulator; linearized system; neural network; nonlinear state feedback control; nonquadratic cost function; optimal control problem; saturated control; Artificial neural networks; Cost function; Equations; Manipulator dynamics; Mathematical model; Optimal control; Flexible-link manipulator; Minimum time Control; Nearly optimal control; constrained control;
fLanguage
English
Publisher
ieee
Conference_Titel
Control and Decision Conference (CCDC), 2011 Chinese
Conference_Location
Mianyang
Print_ISBN
978-1-4244-8737-0
Type
conf
DOI
10.1109/CCDC.2011.5968422
Filename
5968422
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