DocumentCode :
2121307
Title :
Multi-Objective Optimization of Cutting Parameters with Improved NSGA-II
Author :
Chen, Jianling
Author_Institution :
Dept. of Transp. & Logistics Eng., Shandong Jiaotong Univ., Jinan, China
fYear :
2009
fDate :
20-22 Sept. 2009
Firstpage :
1
Lastpage :
4
Abstract :
Cutting parameters optimization is actually a very challenging task. It should achieve a trade-off between cost, time and quality to the utmost. Additionally, it involves many constraints due to the complexity of manufacturing process. A multi-objective optimization model for cutting parameters was proposed, in which minimal machining time and minimal elapsed tool life were considered. An improved NSGA-II was also designed in order to efficiently deal with multiple constraints, in which the non-dominance concept was extended to constraint space. An application on titanium alloy´s cutting parameters optimization showed that the proposed approach is effective to find Pareto solutions. The proposed cutting parameters optimization approach is ease to programmable for machining decision support system.
Keywords :
cutting; machine tools; machining; optimisation; cutting parameter; improved NSGA-II; manufacturing process; minimal elapsed tool life; minimal machining time; multiobjective optimization; Aerospace materials; Costs; Decision support systems; Genetic algorithms; Logistics; Machining; Manufacturing processes; Mass production; Titanium alloys; Transportation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Management and Service Science, 2009. MASS '09. International Conference on
Conference_Location :
Wuhan
Print_ISBN :
978-1-4244-4638-4
Electronic_ISBN :
978-1-4244-4639-1
Type :
conf
DOI :
10.1109/ICMSS.2009.5302835
Filename :
5302835
Link To Document :
بازگشت