Flexible Job-Shop Scheduling Problem Based on Hybrid ACO Algorithm

For an enterprise to survive the fierce market competition, efficient production scheduling is a must as it improves economic efficiency and reduces cost. As an important branch of production scheduling, the flexible job-shop scheduling problem (FJSP) is a mixed blessing. It accurately reflects the characteristics of the actual production, but adds to the difficulties in problem solving. With the ant colony algorithm as the basic optimization method, this paper proposes the hybrid ant colony algorithm based on the 3D disjunctive graph model by combining the elitist ant system, max-min ant system and the staged parameter control mechanism, optimizes the FJSP problem to minimize the longest completion time, the early/delay penalty cost, the average idle time of the machine, and the production cost, and verifies the effectiveness of the model and algorithm by an example. (Received, processed and accepted by the Chinese Representative Office.)

[1]  Zaki Sari,et al.  SIMULATION ANALYSIS OF SHUTTLE BASED STORAGE AND RETRIEVAL SYSTEMS , 2015 .

[2]  Felix T.S. Chan,et al.  Flexible job-shop scheduling problem under resource constraints , 2006 .

[3]  Ye Xu,et al.  An effective shuffled frog-leaping algorithm for the flexible job-shop scheduling problem , 2013, 2013 IEEE Symposium on Computational Intelligence in Control and Automation (CICA).

[4]  Ghasem Moslehi,et al.  A branch-and-bound algorithm for minimizing the sum of maximum earliness and tardiness with unequal release times , 2009 .

[5]  Tom Page,et al.  A GRASP algorithm for flexible job-shop scheduling problem with limited resource constraints , 2011 .

[6]  Peter Brucker,et al.  Job-shop scheduling with multi-purpose machines , 1991, Computing.

[7]  Shao Xinyu BILEVEL GENETIC ALGORITHM FOR THE FLEXIBLE JOB-SHOP SCHEDULING PROBLEM , 2007 .

[8]  Klancnik VISION-BASED APPROACH TO END MILL TOOL MONITORING , 2015 .

[9]  Mostafa Zandieh,et al.  A variable neighbourhood search algorithm for the flexible job-shop scheduling problem , 2010 .

[10]  Du Zhongjun,et al.  An Improved Genetic Algorithm for Flexible Job Shop Scheduling Problem , 2015, 2015 2nd International Conference on Information Science and Control Engineering.

[11]  Zhang Chaoyong,et al.  Improved Genetic Algorithm for the Flexible Job-shop Scheduling Problem , 2009 .

[12]  Ye Xu,et al.  A bi-population based estimation of distribution algorithm for the flexible job-shop scheduling problem , 2012, Comput. Ind. Eng..

[13]  Luca Maria Gambardella,et al.  Effective Neighborhood Functions for the Flexible Job Shop Problem , 1998 .

[14]  G. Moslehi,et al.  A Pareto approach to multi-objective flexible job-shop scheduling problem using particle swarm optimization and local search , 2011 .

[15]  Pierre Borne,et al.  Pareto-optimality approach for flexible job-shop scheduling problems: hybridization of evolutionary algorithms and fuzzy logic , 2002, Math. Comput. Simul..

[16]  Ravi Sethi,et al.  The Complexity of Flowshop and Jobshop Scheduling , 1976, Math. Oper. Res..

[17]  X. Shao,et al.  A multi-objective genetic algorithm based on immune and entropy principle for flexible job-shop scheduling problem , 2010 .

[18]  Li Lin,et al.  Multiple-Objective Scheduling for the Hierarchical Control of Flexible Manufacturing Systems , 1999 .

[19]  Johann L. Hurink,et al.  Tabu search for the job-shop scheduling problem with multi-purpose machines , 1994 .

[20]  Cao Xianzhou,et al.  An Improved Genetic Algorithm for Dual-Resource Constrained Flexible Job Shop Scheduling , 2011, 2011 Fourth International Conference on Intelligent Computation Technology and Automation.

[21]  Shengyao Wang,et al.  An effective estimation of distribution algorithm for the flexible job-shop scheduling problem with fuzzy processing time , 2013 .

[22]  Paolo Brandimarte,et al.  Routing and scheduling in a flexible job shop by tabu search , 1993, Ann. Oper. Res..

[23]  Stéphane Dauzère-Pérès,et al.  An integrated approach for modeling and solving the general multiprocessor job-shop scheduling problem using tabu search , 1997, Ann. Oper. Res..