Control of Dynamics Systems Based on Q-learning

The purpose of the paper is to present an algorithm for solving nonlinear systems control problem based on Q-learning,which is a model-free approach belonging to the adaptive critic family of designs and its advantage over other algorithms of thisfamily is that it does not need a model of the system...

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Main Authors: Anna Filasova, Juraj Klacik, Jan Kasprisin
Format: Article
Language:English
Published: VSB-Technical University of Ostrava 2004-01-01
Series:Advances in Electrical and Electronic Engineering
Subjects:
Online Access:http://advances.utc.sk/index.php/AEEE/article/view/286
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spelling doaj-37406b18d9dc46729c568cb36152dcd92021-10-11T08:03:00ZengVSB-Technical University of OstravaAdvances in Electrical and Electronic Engineering1336-13761804-31192004-01-01331923344Control of Dynamics Systems Based on Q-learningAnna FilasovaJuraj KlacikJan KasprisinThe purpose of the paper is to present an algorithm for solving nonlinear systems control problem based on Q-learning,which is a model-free approach belonging to the adaptive critic family of designs and its advantage over other algorithms of thisfamily is that it does not need a model of the system. The example application is concerning the model of power system.http://advances.utc.sk/index.php/AEEE/article/view/286dynamics systemsq-learningpower system.
collection DOAJ
language English
format Article
sources DOAJ
author Anna Filasova
Juraj Klacik
Jan Kasprisin
spellingShingle Anna Filasova
Juraj Klacik
Jan Kasprisin
Control of Dynamics Systems Based on Q-learning
Advances in Electrical and Electronic Engineering
dynamics systems
q-learning
power system.
author_facet Anna Filasova
Juraj Klacik
Jan Kasprisin
author_sort Anna Filasova
title Control of Dynamics Systems Based on Q-learning
title_short Control of Dynamics Systems Based on Q-learning
title_full Control of Dynamics Systems Based on Q-learning
title_fullStr Control of Dynamics Systems Based on Q-learning
title_full_unstemmed Control of Dynamics Systems Based on Q-learning
title_sort control of dynamics systems based on q-learning
publisher VSB-Technical University of Ostrava
series Advances in Electrical and Electronic Engineering
issn 1336-1376
1804-3119
publishDate 2004-01-01
description The purpose of the paper is to present an algorithm for solving nonlinear systems control problem based on Q-learning,which is a model-free approach belonging to the adaptive critic family of designs and its advantage over other algorithms of thisfamily is that it does not need a model of the system. The example application is concerning the model of power system.
topic dynamics systems
q-learning
power system.
url http://advances.utc.sk/index.php/AEEE/article/view/286
work_keys_str_mv AT annafilasova controlofdynamicssystemsbasedonqlearning
AT jurajklacik controlofdynamicssystemsbasedonqlearning
AT jankasprisin controlofdynamicssystemsbasedonqlearning
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