Job shop is a class of typical scheduling problem, while genetic algorithm is one major object of computational intelligence. The study on genetic algorithm based job shop scheduling has been paid much attention both in academic and engineering fields. A comprehensive survey on such issue is presented, including encoding, improvement, comparison, property analysis, generalization, real application and scheduler development. Some further research directions are discussed.
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