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Authors: Mário Augusto Torres ; Otávio Noura Teixeira and Roberto Limão de Oliveira

Affiliation: Universidade Federal do Pará, Brazil

Keyword(s): Cultural Algorithms, Evolutionary Programming, Fuzzy Inference Systems, Real-valued Unconstrained Function Optimization.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Artificial Intelligence and Decision Support Systems ; Computational Intelligence ; Enterprise Information Systems ; Evolutionary Computation and Control ; Fuzzy Control ; Fuzzy Systems ; Informatics in Control, Automation and Robotics ; Intelligent Control Systems and Optimization ; Knowledge-Based Systems Applications ; Optimization Algorithms ; Soft Computing

Abstract: In this paper, we propose a fuzzy system to act as a control mechanism for the evolutionary process of search of a Cultural Algorithm with Evolutionary Programming (CAEP) applied to real-valued function optimization. The fuzzy system uses population knowledge to adjust the Influence Factor that represents the intensity of the influence of the Variation operator of the CAEP model, therefore adjusting the search process. This paper also presents a comparative analysis of the proposed influence function using well-known benchmarking functions.

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Paper citation in several formats:
Augusto Torres, M.; Noura Teixeira, O. and Limão de Oliveira, R. (2009). A FUZZY-CONTROLLED INFLUENCE FUNCTION FOR THE CULTURAL ALGORITHM WITH EVOLUTIONARY PROGRAMMING APPLIED TO REAL-VALUED FUNCTION OPTIMIZATION - Intelligent Control Systems and Optimization. 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 240-245. DOI: 10.5220/0002210902400245

@conference{icinco09,
author={Mário {Augusto Torres}. and Otávio {Noura Teixeira}. and Roberto {Limão de Oliveira}.},
title={A FUZZY-CONTROLLED INFLUENCE FUNCTION FOR THE CULTURAL ALGORITHM WITH EVOLUTIONARY PROGRAMMING APPLIED TO REAL-VALUED FUNCTION OPTIMIZATION - Intelligent Control Systems and Optimization},
booktitle={Proceedings of the 6th International Conference on Informatics in Control, Automation and Robotics - Volume 3: ICINCO},
year={2009},
pages={240-245},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002210902400245},
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 - A FUZZY-CONTROLLED INFLUENCE FUNCTION FOR THE CULTURAL ALGORITHM WITH EVOLUTIONARY PROGRAMMING APPLIED TO REAL-VALUED FUNCTION OPTIMIZATION - Intelligent Control Systems and Optimization
SN - 978-989-8111-99-9
IS - 2184-2809
AU - Augusto Torres, M.
AU - Noura Teixeira, O.
AU - Limão de Oliveira, R.
PY - 2009
SP - 240
EP - 245
DO - 10.5220/0002210902400245
PB - SciTePress