MULTIOBJECTIVE GA-FUZZY LOGIC CONTROLLER - Applied to a pH Reactor

Orlando Reyes; Gustavo Sánchez; Miguel Strefezza

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Paper

MULTIOBJECTIVE GA-FUZZY LOGIC CONTROLLER - Applied to a pH Reactor

Topics: Evolutionary Computation and Control; Fuzzy Control; Genetic Algorithms; Optimization Algorithms

In Proceedings of the 6th International Conference on Informatics in Control, Automation and Robotics - Volume 3: ICINCO, 384-389, 2009 , Milan, Italy

Authors: Orlando Reyes ; Gustavo Sánchez and Miguel Strefezza

Affiliation: Universidad Simón Bolivar, Venezuela

Keyword(s): Genetic Algorithm, Multi-objective Optimization, Fuzzy Logic Controller.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Computational Intelligence ; Evolutionary Computation and Control ; Evolutionary Computing ; Fuzzy Control ; Fuzzy Systems ; Genetic Algorithms ; Informatics in Control, Automation and Robotics ; Intelligent Control Systems and Optimization ; Optimization Algorithms ; Soft Computing

Abstract: A Takagi-Sugeno (T-S) Fuzzy Logic Controller (FLC) is tuned using the algorithm NSGA-II. The proposed method eliminates laborious design steps such as tuning of membership functions and conclusion table parameters. An object approach representation is used to build an adequate FLC representation. Object is an individual abstraction in order to improve crossover a mutation operators. The Genetic Algorithm optimization is carry out over signal response performance parameters, in this work: settling time, rise time, overshoot and steady state error. Experiments show how the algorithm reached good response of some individuals in solution set, typically called Pareto frontier.

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Paper citation in several formats:

Reyes, O.; Sánchez, G. and Strefezza, M. (2009). MULTIOBJECTIVE GA-FUZZY LOGIC CONTROLLER - Applied to a pH Reactor. In Proceedings of the 6th International Conference on Informatics in Control, Automation and Robotics - Volume 3: ICINCO; ISBN 978-989-8111-99-9; ISSN 2184-2809, SciTePress, pages 384-389. DOI: 10.5220/0002210103840389

@conference{icinco09,
author={Orlando Reyes. and Gustavo Sánchez. and Miguel Strefezza.},
title={MULTIOBJECTIVE GA-FUZZY LOGIC CONTROLLER - Applied to a pH Reactor},
booktitle={Proceedings of the 6th International Conference on Informatics in Control, Automation and Robotics - Volume 3: ICINCO},
year={2009},
pages={384-389},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002210103840389},
isbn={978-989-8111-99-9},
issn={2184-2809},
}

TY - CONF

JO - Proceedings of the 6th International Conference on Informatics in Control, Automation and Robotics - Volume 3: ICINCO
TI - MULTIOBJECTIVE GA-FUZZY LOGIC CONTROLLER - Applied to a pH Reactor
SN - 978-989-8111-99-9
IS - 2184-2809
AU - Reyes, O.
AU - Sánchez, G.
AU - Strefezza, M.
PY - 2009
SP - 384
EP - 389
DO - 10.5220/0002210103840389
PB - SciTePress