Tekijä: | Lee, C. Y. Piramuthu, S. Tsai, Y. K. |
Otsikko: | Job shop scheduling with a genetic algorithm and machine learning (Maschinenbelegungsplanung) |
Lehti: | International Journal of Production Research
1997 : APR, VOL. 35:4, p. 1171-1191 |
Asiasana: | |
Vapaa asiasana: | FERTIGUNGSSTEUERUNG, FERTIGUNGSPROGRAMMPLANUNG |
Kieli: | eng |
Tiivistelmä: | Researchers have used various artificial intelligence techniques to solve job shop scheduling problems: expert systems , genetic algorithms and machine learning. This paper proposes to combine complementarily the strengths of genetic algorithms and induced decision trees, a machine learning technique, to develop a job shop scheduling system. Empirical results, using machine learning for releasing jobs into the shopfloor and a genetic algorithm to dispatch jobs at each machine, are promising. |
SCIMA