Abstract
Job-shop Scheduling Problem (JSP) is one of the most difficult benchmark problems. GA approaches often fail searching the global optimum because of the deception UV-structure of JSPs. In this paper, we introduce a novel framework model of GA, Innately Split Model (ISM) which prevents UV-phenomenon, and discuss on its power particularly. Next we analyze the structure of JSPs with the help of the UV-structure hypothesys, and finally we show ISM's excellent performance on JSP.
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Ikeda, K., & Kobayashi, S. (2002). Innately split model for job-shop scheduling problem. Transactions of the Japanese Society for Artificial Intelligence, 17(5), 530–538. https://doi.org/10.1527/tjsai.17.530
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