Title :
Parameters estimation with Fischer information matrix on the example of the control system of the inverted pendulum
Author :
Galina, Troshina ; Alexander, Voevoda
Author_Institution :
Comput. Eng. Dept., NSTU, Novosibirsk, Russia
Abstract :
The construction technique of the Fischer information matrix for parameters estimation of the control system of the inverted pendulum is offered. The state-space model is considered when unknown parameters are in a state matrix. Transform from continuous model to discrete analog is executed. It is noted that the steady-state considerably simplifies a calculation technique of Fischer information matrix that is very useful to practical application.
Keywords :
matrix algebra; nonlinear control systems; parameter estimation; pendulums; transforms; Fischer information matrix; construction technique; control system; inverted pendulum; parameters estimation; state matrix; state-space model; transform; Covariance matrices; Kalman filters; Noise; Parameter estimation; Regulators; Steady-state; Fischer information matrix; control system; identification; inverted pendulum; linear differential equation;
Conference_Titel :
Control and Communications (SIBCON), 2015 International Siberian Conference on
Conference_Location :
Omsk
Print_ISBN :
978-1-4799-7102-2
DOI :
10.1109/SIBCON.2015.7147243