Genetic algorithm-based optimization of cutting parameters in turning processes

被引:85
作者
D'Addona, Doriana M. [1 ]
Teti, Roberto [1 ]
机构
[1] Univ Naples Federico II, Dept Chem Mat & Prod Engn, Piazzale Tecchio 80, I-80125 Naples, Italy
来源
FORTY SIXTH CIRP CONFERENCE ON MANUFACTURING SYSTEMS 2013 | 2013年 / 7卷
关键词
Metal cutting; Cutting parameters optimization; Genetic algorithm;
D O I
10.1016/j.procir.2013.05.055
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
An optimization paradigm based on genetic algorithms (GA) for the determination of the cutting parameters in machining operations is proposed. In metal cutting processes, cutting conditions have an influence on reducing the production cost and time and deciding the quality of a final product. In order to find optimal cutting parameters during a turning process, the genetic algorithm has been used as an optimal solution finder. Process optimization has to yield minimum production time, while considering technological and material constrains. (C) 2013 The Authors. Published by Elsevier B.V.
引用
收藏
页码:323 / 328
页数:6
相关论文
共 10 条
[1]  
[Anonymous], 2001, An Introduction to Genetic Algorithms. Complex Adaptive Systems
[2]  
[Anonymous], 1996, CONTROL THE ORY APPL
[3]  
by The Math Works,Inc, 1990, OPT TOOLB US GUID
[4]  
GOLDBERG E, 1989, GENETIC ALGORITHM SE
[5]   TOOL SELECTION FOR OPTIMAL PART PRODUCTION - A LAGRANGIAN-RELAXATION APPROACH [J].
HSU, VN ;
DASKIN, M ;
JONES, PC ;
LOWE, TJ .
IIE TRANSACTIONS, 1995, 27 (04) :417-426
[6]   Minimizing the expected processing time on a flexible machine with random tool lives [J].
Lamond, BF ;
Sodhi, MS .
IIE TRANSACTIONS, 2006, 38 (01) :1-11
[7]  
Lawrence D., 1991, Handbook of Genetic Algorithms
[8]   Genetic algorithm-based multi-objective optimization of cutting parameters in turning processes [J].
Sardiñas, RQ ;
Santana, MR ;
Brindis, EA .
ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2006, 19 (02) :127-133
[9]   OPTIMIZATION OF MACHINING CONDITIONS WITH PRACTICAL CONSTRAINTS [J].
SHIN, YC ;
JOO, YS .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 1992, 30 (12) :2907-2919
[10]  
Somlo J., 1997, A new Approach to Cutting data Optimization: Advances in Computer Aided Manufacture