Title :
Dynamics identification of a flexible robot using multichannel nonlinear systems
Author :
Krzyzak, Adam ; Sasiadek, Jerzy
Author_Institution :
Dept. of Comput. Sci., Concordia Univ., Montreal, Que., Canada
Abstract :
A method of link-displacement identification in flexible robots is presented. Displacement identification has been implemented by using nonparametric identification algorithm for nonlinear, multichannel systems, using a modified version of the Hammerstein model. A basic multichannel system applicable to one-link flexible manipulators is treated. It consists of two parallel subsystems: a nonlinear, memoryless subsystem and a dynamic, linear subsystem. Parameters of the linear subsystem are identified by the correlation method. The nonlinearity is recovered by the nonparametric estimate based on the Hermite series expansion. The identification algorithm recovers nonlinearities regardless of their functional forms. Both local and global convergence of the algorithm are obtained for all input densities. The convergence rates for nonlinearities of the Lipschitz type are investigated
Keywords :
control nonlinearities; convergence of numerical methods; dynamics; identification; nonlinear control systems; robots; series (mathematics); Hammerstein model; Hermite series expansion; Lipschitz type; convergence; correlation method; dynamics; flexible robot; link-displacement identification; multichannel nonlinear systems; nonlinearity; Aerodynamics; Computer science; Equations; Force control; Manipulator dynamics; Mathematical model; Nonlinear systems; Orbital robotics; Position control; Robots;
Conference_Titel :
Systems, Man and Cybernetics, 1990. Conference Proceedings., IEEE International Conference on
Conference_Location :
Los Angeles, CA
Print_ISBN :
0-87942-597-0
DOI :
10.1109/ICSMC.1990.142190