Szczegóły publikacji
Opis bibliograficzny
Neural network control of nonlinear objects / Agata NAWROCKA, Marcin NAWROCKI, Andrzej KOT // W: ICCC 2016 [Dokument elektroniczny] : 17th International Carpathian Control Conference : Tatranská Lomnica, Slovak Republic, May 29–June 1, 2016 / eds. Ivo Petráš, Igor Podlubny, Ján Kačur. — Wersja do Windows. — Dane tekstowe. — [Piscataway] : IEEE, cop. 2016. — Dysk Flash. — e-ISBN: 978-1-4673-8606-7. — S. 517–522. — Wymagania systemowe: Adobe Reader. — Bibliogr. s. 521–522, Abstr.
Autorzy (3)
Słowa kluczowe
Dane bibliometryczne
| ID BaDAP | 101149 |
|---|---|
| Data dodania do BaDAP | 2016-10-15 |
| DOI | 10.1109/CarpathianCC.2016.7501152 |
| Rok publikacji | 2016 |
| Typ publikacji | materiały konferencyjne (aut.) |
| Otwarty dostęp | |
| Konferencja | International Carpathian Control Conference 2016 |
Abstract
The subject of the conducted research was to develop an advanced algorithm for controlling a rehabilitation manipulator. The concept is a difficult one considering the tasks given to such systems. Seeing as the manipulator is a prototype devised for rehabilitation purposes, the correct functioning of the control system is required for varying load of the robot arm, that is it has been assumed that the manipulator will be used for people with various physical build and a varying degree of physical limitations. Due to the nonlinear character of the object, serious difficulty arises when it comes to devising a satisfactory control system based on traditional solutions. The above-mentioned problems suggest employing adaptive control. In the present case, the concept was extended by using artificial neural networks in the adaptive system of parameters of the manipulator's mathematical model. In the end a system of controllers was arrived at, which thanks to the features of artificial neural networks, and in particular thanks to the possibility of approximating nonlinear functions, carries out the set trajectory in a correct way. The paper contains the numerical solution of the presented problem.