GENETIC ALGORITHM BASED ON DIFFERENTIAL EVOLUTION WITH VARIABLE LENGTH  - Runoff Prediction on an Artificial Basin

Ana Freire; Vanessa Aguiar-Pulido; Juan R. Rabuñal; Marta Garrido

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Paper

GENETIC ALGORITHM BASED ON DIFFERENTIAL EVOLUTION WITH VARIABLE LENGTH - Runoff Prediction on an Artificial Basin

Topics: Evolution Strategies; Genetic Algorithms

In Proceedings of the International Conference on Evolutionary Computation - Volume 0IJCCI, 207-212, 2010 , Valencia, Spain

Authors: Ana Freire ; Vanessa Aguiar-Pulido ; Juan R. Rabuñal and Marta Garrido

Affiliation: University of A Coruña, Spain

Keyword(s): Differential evolution, Hydrology, Evolutionary computation.

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

Abstract: Differential evolution is a successful approach to solve optimization problems. The way it performs the creation of the individual allows a spontaneous self-adaptability to the function. In this paper, a new method based on the differential evolution paradigm has been developed. An innovative feature has been added: the variable length of the genotype, so this approach can be applied to predict special time series. This approach has been tested over rainfall data for real-time prediction of changing water levels on an artificial basin. This way, a flood prediction system can be obtained.

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Paper citation in several formats:

Freire, A.; Aguiar-Pulido, V.; Rabuñal, J. and Garrido, M. (2010). GENETIC ALGORITHM BASED ON DIFFERENTIAL EVOLUTION WITH VARIABLE LENGTH - Runoff Prediction on an Artificial Basin. In Proceedings of the International Conference on Evolutionary Computation (IJCCI 2010) - ICEC; ISBN 978-989-8425-31-7, SciTePress, pages 207-212. DOI: 10.5220/0003081402070212

@conference{icec10,
author={Ana Freire. and Vanessa Aguiar{-}Pulido. and Juan R. Rabuñal. and Marta Garrido.},
title={GENETIC ALGORITHM BASED ON DIFFERENTIAL EVOLUTION WITH VARIABLE LENGTH - Runoff Prediction on an Artificial Basin},
booktitle={Proceedings of the International Conference on Evolutionary Computation (IJCCI 2010) - ICEC},
year={2010},
pages={207-212},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003081402070212},
isbn={978-989-8425-31-7},
}

TY - CONF

JO - Proceedings of the International Conference on Evolutionary Computation (IJCCI 2010) - ICEC
TI - GENETIC ALGORITHM BASED ON DIFFERENTIAL EVOLUTION WITH VARIABLE LENGTH - Runoff Prediction on an Artificial Basin
SN - 978-989-8425-31-7
AU - Freire, A.
AU - Aguiar-Pulido, V.
AU - Rabuñal, J.
AU - Garrido, M.
PY - 2010
SP - 207
EP - 212
DO - 10.5220/0003081402070212
PB - SciTePress