GENETIC ALGORITHM WITH PIGEON-HOLE CODING SCHEME FOR SOLVING SEQUENCING PROBLEMS
Author:
S. S. Lam
DOI:
10.1080/088395196118579
Publication Frequency:
10 issues per year
Subjects:
Artificial Intelligence;
Computer Science (General);
Information & Communication Technology (ICT);
Formats available:
PDF
(English)
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Abstract
One ofthe major difficulties in applying genetic algorithms in sequencing problems is the production of infeasible sequences by crossover operations. In this article we propose a new coding scheme based on a pigeon-hole idea.The Pigeon-hole coding scheme can guarantee the feasibility ofthe offspring generated by crossover operations. In addition,we adopta Randomized Single-point-Crossover operator and a Modified-Mutation operator in the algorithm,which are more effective as compared with the traditional crossover and mutation operators. Our pigeon-hole-based genetic algorithm is successfully applied in solving two NP-hard sequencing problems.
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