Solving the no-wait job-shop problem by using genetic algorithm with automatic adjustment

This paper describes a methodology of automatic genetic algorithm parameters adjustment dedicated to a job-shop problem with a no-wait constraint with a makespan criterion. The numerical results show that in a given problem, the efficiency of an algorithm with auto-tuning is placed at the level of an algorithm steered in a classical way with the best-fit steering parameters.

[1]  Wojciech Bozejko,et al.  A fast hybrid tabu search algorithm for the no-wait job shop problem , 2009, Comput. Ind. Eng..

[2]  Goldberg,et al.  Genetic algorithms , 1993, Robust Control Systems with Genetic Algorithms.

[3]  Jose M. Framiñan,et al.  An enhanced timetabling procedure for the no-wait job shop problem: a complete local search approach , 2006, Comput. Oper. Res..

[4]  Chelliah Sriskandarajah,et al.  A Survey of Machine Scheduling Problems with Blocking and No-Wait in Process , 1996, Oper. Res..

[5]  Reha Uzsoy,et al.  Decomposition Methods for Complex Factory Scheduling Problems , 1996 .

[6]  Józef Grabowski,et al.  Sequencing of jobs in some production system , 2000, Eur. J. Oper. Res..

[7]  John E. Beasley,et al.  OR-Library: Distributing Test Problems by Electronic Mail , 1990 .

[8]  D. A. Wismer,et al.  Solution of the Flowshop-Scheduling Problem with No Intermediate Queues , 1972, Oper. Res..

[9]  Jose M. Framiñan,et al.  Approximative procedures for no-wait job shop scheduling , 2003, Oper. Res. Lett..

[10]  Christoph J. Schuster No-wait Job Shop Scheduling: Tabu Search and Complexity of Subproblems , 2006, Math. Methods Oper. Res..

[11]  E. Weinberger,et al.  Correlated and uncorrelated fitness landscapes and how to tell the difference , 1990, Biological Cybernetics.

[12]  R. Ruthen The Frustrations of a Quark Hunter , 1992 .

[13]  E.L. Lawler,et al.  Optimization and Approximation in Deterministic Sequencing and Scheduling: a Survey , 1977 .

[14]  David E. Goldberg,et al.  Genetic Algorithms in Search Optimization and Machine Learning , 1988 .

[15]  C. V. Ramamoorthy,et al.  A Scheduling Problem , 1973 .

[16]  Han Hoogeveen,et al.  Scheduling multipurpose batch process industries with no-wait restrictions by simulated annealing , 2000, Eur. J. Oper. Res..

[17]  Dan Boneh,et al.  On genetic algorithms , 1995, COLT '95.