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Friction compensation of gantry crane model based on the B-spline neural compensator (CROSBI ID 567349)

Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija

Matuško, Jadranko ; Kolonić, Fetah ; Ileš, Šandor ; Slutej, Alojz Friction compensation of gantry crane model based on the B-spline neural compensator // Proceedings of 14th International Power Electronics and Motion Control Conference, EPE-PEMC 2010, 6-8 September 2010, Ohrid, Republic of Macedonia. Skopje: Faculty of Electrical Engineering and Information Technologies, Skopje, 2010. str. 180-186

Podaci o odgovornosti

Matuško, Jadranko ; Kolonić, Fetah ; Ileš, Šandor ; Slutej, Alojz

engleski

Friction compensation of gantry crane model based on the B-spline neural compensator

Fast and accurate positioning and swing min- imization of the containers and other loads in crane ma- nipulation are demanding and in the same time conflict- ing tasks. For accurate positioning, the main problem is nonlinear friction compensation, especially in the low speed region. In this paper authors propose position controller realized as hybrid controller. It consists of the conventional linear state feedback controller with additional friction self- learning neural compensator in the feedforwad loop. Self- learning compensator is based on the B- spline artificial neural network which consists of the one hidden layer of the B-spline second order functions. The experimental results show that friction compensator is able to remove position error in steady state.

Single Pendulum Gantry; Neural Network; Friction Compensation; B-spline network; on-line network learning.

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Podaci o prilogu

180-186.

2010.

objavljeno

Podaci o matičnoj publikaciji

Proceedings of 14th International Power Electronics and Motion Control Conference, EPE-PEMC 2010, 6-8 September 2010, Ohrid, Republic of Macedonia

Skopje: Faculty of Electrical Engineering and Information Technologies, Skopje

978-1-4244-7854-5

Podaci o skupu

14th International Power Electronics and Motion Control Conference, EPE-PEMC 2010

poster

06.09.2010-08.09.2010

Skopje, Sjeverna Makedonija

Povezanost rada

Elektrotehnika, Strojarstvo, Tehnologija prometa i transport