Proceedings of the 2015 6th International Conference on Manufacturing Science and Engineering

The study of comparisons of three crossover operators in genetic algorithm for solving single machine scheduling problem

Authors
Ouyang Quan, Hongyun Xu
Corresponding Author
Ouyang Quan
Available Online December 2015.
DOI
10.2991/icmse-15.2015.55How to use a DOI?
Keywords
crossover operator, single machine scheduling, genetic algorithm
Abstract

genetic algorithm is a common method for solving combinatorial optimization problems and the selection of crossover operators in genetic algorithm will directly affect the performance of the algorithm. In this paper, we compare the performance of three crossover operators, partially mapped crossover operator (PMX), order based crossover operator (OBX), and adaptation of the edge recombination crossover operator (aERX), under same genetic algorithm framework in solving the un-weighted single machine scheduling problem with sequence dependent setup times. It is concluded that the performance of PMX crossover operator is better than the other two crossover operators from the computational results.

Copyright
© 2015, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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Volume Title
Proceedings of the 2015 6th International Conference on Manufacturing Science and Engineering
Series
Advances in Engineering Research
Publication Date
December 2015
ISBN
978-94-6252-137-7
ISSN
2352-5401
DOI
10.2991/icmse-15.2015.55How to use a DOI?
Copyright
© 2015, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - CONF
AU  - Ouyang Quan
AU  - Hongyun Xu
PY  - 2015/12
DA  - 2015/12
TI  - The study of comparisons of three crossover operators in genetic algorithm for solving single machine scheduling problem
BT  - Proceedings of the 2015 6th International Conference on Manufacturing Science and Engineering
PB  - Atlantis Press
SP  - 293
EP  - 297
SN  - 2352-5401
UR  - https://doi.org/10.2991/icmse-15.2015.55
DO  - 10.2991/icmse-15.2015.55
ID  - Quan2015/12
ER  -