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Authors: Aymen Sioud ; Marc Gravel and Caroline Gagné

Affiliation: Université du Québec à Chicoutimi, Canada

Keyword(s): Genetic Algorithm, Hybrid Crossover, Constrained based Scheduling, Total Tardiness, Single Machine.

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 ; Memetic Algorithms ; Soft Computing

Abstract: This paper presents a new crossover operator based on Constraint Based Scheduling (CBS) approach in a Genetic Algorithm (GA) for solving a scheduling problem. The proposed hybrid crossover, noted as HCX, is applied in Hybrid Genetic Algoritym (HGA) to a single machine scheduling problem with sequence-dependent setup times for the objective of minimizing the total tardiness. Through numerical experiments we compare the performance of the GA and the HGA approaches on different benchmarks from the literature. These results indicate that the HGA is very competitive and generates solutions that approach those of the known reference sets.

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Paper citation in several formats:
Sioud, A.; Gravel, M. and Gagné, C. (2012). New Crossover Operator in a Hybrid Genetic Algorithm for the Single Machine Scheduling Problem with Sequence-dependent Setup Times. In Proceedings of the 4th International Joint Conference on Computational Intelligence (IJCCI 2012) - ECTA; ISBN 978-989-8565-33-4; ISSN 2184-3236, SciTePress, pages 144-151. DOI: 10.5220/0004113101440151

@conference{ecta12,
author={Aymen Sioud. and Marc Gravel. and Caroline Gagné.},
title={New Crossover Operator in a Hybrid Genetic Algorithm for the Single Machine Scheduling Problem with Sequence-dependent Setup Times},
booktitle={Proceedings of the 4th International Joint Conference on Computational Intelligence (IJCCI 2012) - ECTA},
year={2012},
pages={144-151},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004113101440151},
isbn={978-989-8565-33-4},
issn={2184-3236},
}

TY - CONF

JO - Proceedings of the 4th International Joint Conference on Computational Intelligence (IJCCI 2012) - ECTA
TI - New Crossover Operator in a Hybrid Genetic Algorithm for the Single Machine Scheduling Problem with Sequence-dependent Setup Times
SN - 978-989-8565-33-4
IS - 2184-3236
AU - Sioud, A.
AU - Gravel, M.
AU - Gagné, C.
PY - 2012
SP - 144
EP - 151
DO - 10.5220/0004113101440151
PB - SciTePress