Hybrid Nested Partitions algorithm for scheduling in job shop problem

This paper introduces the main idea of Nested Partitions algorithm, and applied it to solve the job shop scheduling problem. In the algorithm the job shop scheduling problem is considered as a partition tree. The algorithm partitions the feasible region and concentrates the sampling effort in those subsets of feasible regions that are considered the most promising. Genetic algorithm search is incorporated into the sampling procedure, and use the sample points to estimate the promising index of each region. Computation experiments indicated that the hybrid algorithm outperforms the constructive GA search in goodness of searching.

[1]  Leyuan Shi,et al.  An Optimization Framework for Product Design , 2001, Manag. Sci..

[2]  William J. Cook,et al.  A Computational Study of the Job-Shop Scheduling Problem , 1991, INFORMS Journal on Computing.

[3]  Guoyong Shi,et al.  A genetic algorithm applied to a classic job-shop scheduling problem , 1997, Int. J. Syst. Sci..

[4]  Jan Karel Lenstra,et al.  Job Shop Scheduling by Simulated Annealing , 1992, Oper. Res..

[5]  Hyung Rim Choi,et al.  A hybrid genetic algorithm for the job shop scheduling problems , 2003, Comput. Ind. Eng..

[6]  Jaekyung Yang,et al.  Intelligent Partitioning for Feature Selection , 2005, INFORMS J. Comput..

[7]  LeyuanSHI,et al.  A NESTED PARTITIONS FRAMEWORK FOR SOLVING LARGE-SCALE MULTICOMMODITY FACILITY LOCATION PROBLEMS , 2004 .

[8]  Leyuan Shi,et al.  Nested Partitions Method for Global Optimization , 2000, Oper. Res..

[9]  Mauricio G. C. Resende,et al.  A hybrid genetic algorithm for the job shop scheduling problem , 2005, Eur. J. Oper. Res..

[10]  FEDERICO DELLA CROCE,et al.  A genetic algorithm for the job shop problem , 1995, Comput. Oper. Res..

[11]  M. Sakawa,et al.  An efficient genetic algorithm for job-shop scheduling problems with fuzzy processing time and fuzzy duedate , 1999 .

[12]  Leyuan Shi,et al.  A method for scheduling in parallel manufacturing systems with flexible resources , 2000 .

[13]  Leyuan Shi,et al.  A new hybrid optimization algorithm , 1999 .

[14]  Leyuan Shi,et al.  Optimal buffer allocation in production lines , 2003 .

[15]  Leyuan Shi,et al.  Ordinal Comparison via the Nested Partitions Method , 2002, Discret. Event Dyn. Syst..

[16]  E. Nowicki,et al.  A Fast Taboo Search Algorithm for the Job Shop Problem , 1996 .