TY - GEN
T1 - Improved adaptive genetic algorithm for cutter allocation problem of CNC in FMS
AU - Miao, Faxiang
AU - Zhou, Guanghui
AU - Xiao, Zhongdong
PY - 2013
Y1 - 2013
N2 - Cutter is an important component part of the flexible manufacturing system, so the selection of cutters would have direct effect on the machining efficiency and production cost to the whole system. In this paper, a mathematical model for cutter allocation of CNC machining center in FMS is presented, in which the optimization objective is to minimize the total cost of production. Furthermore, the factors of job delivery time and parallel processing of working steps are included in the model. Based on the model, an improved adaptive genetic algorithm is designed and developed to solve the problem to accelerate the speed of the algorithm's convergence and improve the solution efficiency. Finally, the results of the example validations indicate the correctness and effectiveness of the model and the algorithm. This research provides a suitable way for the cutter allocation problem of flexible manufacturing system.
AB - Cutter is an important component part of the flexible manufacturing system, so the selection of cutters would have direct effect on the machining efficiency and production cost to the whole system. In this paper, a mathematical model for cutter allocation of CNC machining center in FMS is presented, in which the optimization objective is to minimize the total cost of production. Furthermore, the factors of job delivery time and parallel processing of working steps are included in the model. Based on the model, an improved adaptive genetic algorithm is designed and developed to solve the problem to accelerate the speed of the algorithm's convergence and improve the solution efficiency. Finally, the results of the example validations indicate the correctness and effectiveness of the model and the algorithm. This research provides a suitable way for the cutter allocation problem of flexible manufacturing system.
KW - CNC machining center
KW - cutter allocation
KW - flexible manufacturing system
KW - improved adaptive genetic algorithm
UR - https://www.scopus.com/pages/publications/84894219334
U2 - 10.1109/ICInfA.2013.6720381
DO - 10.1109/ICInfA.2013.6720381
M3 - 会议稿件
AN - SCOPUS:84894219334
SN - 9781479913343
T3 - 2013 IEEE International Conference on Information and Automation, ICIA 2013
SP - 677
EP - 681
BT - 2013 IEEE International Conference on Information and Automation, ICIA 2013
T2 - 2013 IEEE International Conference on Information and Automation, ICIA 2013
Y2 - 26 August 2013 through 28 August 2013
ER -