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Author: Alexandre Donzé

Affiliation: Verimag Laboratory, France

ISBN: 972-8865-29-5

Keyword(s): Optimal Control of Continuous Systems, Dynamic Programming, Optimal Value function, Reinforcement Learning, Temporal Differences Algorithms.

Related Ontology Subjects/Areas/Topics: Evolutionary Computation and Control ; Informatics in Control, Automation and Robotics ; Intelligent Control Systems and Optimization ; Machine Learning in Control Applications ; Neural Networks Based Control Systems ; Optimization Algorithms

Abstract: This article proposes a general, intuitive and rigorous framework for designing temporal differences algorithms to solve optimal control problems in continuous time and space. Within this framework, we derive a version of the classical TD(λ) algorithm as well as a new TD algorithm which is similar, but designed to be more accurate and to converge as fast as TD(λ) for the best values of λ without the burden of finding these values.

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Paper citation in several formats:
Donzé A. and (2005). ON TEMPORAL DIFFERENCE ALGORITHMS FOR CONTINUOUS SYSTEMS.In Proceedings of the Second International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO, ISBN 972-8865-29-5, pages 55-62. DOI: 10.5220/0001183700550062

@conference{icinco05,
author={Alexandre Donzé},
title={ON TEMPORAL DIFFERENCE ALGORITHMS FOR CONTINUOUS SYSTEMS},
booktitle={Proceedings of the Second International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO,},
year={2005},
pages={55-62},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001183700550062},
isbn={972-8865-29-5},
}

TY - CONF

JO - Proceedings of the Second International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO,
TI - ON TEMPORAL DIFFERENCE ALGORITHMS FOR CONTINUOUS SYSTEMS
SN - 972-8865-29-5
AU - Donzé, A.
PY - 2005
SP - 55
EP - 62
DO - 10.5220/0001183700550062

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