DocumentCode :
506556
Title :
Optimization of machining parameters using estimation of distribution algorithms
Author :
Xie, Shu-Tong ; Guo, Yin-biao ; Hai-bin Huang ; Lin, Jing
Author_Institution :
Dept. of Mech. & Electr. Eng., Xiamen Univ., Xiamen, China
Volume :
1
fYear :
2009
fDate :
20-22 Nov. 2009
Firstpage :
576
Lastpage :
579
Abstract :
In computer numerical control (CNC) machining problems, it is important to reduce the production cost. To deal with the nonlinear optimization problem of machining parameters which aims to minimize the unit production cost (UC) in multi-pass turning operations, two estimation of distribution algorithms (EDAs) incorporated with gene repair method are proposed to search the optimal solution for machining parameters. Computer simulation results show that the proposed algorithms are efficient in searching the optimal machining parameters, which significantly reduce the unit production cost.
Keywords :
computerised numerical control; cost reduction; estimation theory; optimisation; turning (machining); computer numerical control; estimation of distribution algorithms; machining parameters; multi-pass turning; nonlinear optimization; unit production cost; Ant colony optimization; Computer numerical control; Cost function; Electronic design automation and methodology; Machining; Mathematical model; Optimization methods; Parameter estimation; Production; Turning; Estimation of distribution algorithm; Machining parameters; Optimization; Turning;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Computing and Intelligent Systems, 2009. ICIS 2009. IEEE International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-4754-1
Electronic_ISBN :
978-1-4244-4738-1
Type :
conf
DOI :
10.1109/ICICISYS.2009.5357778
Filename :
5357778
Link To Document :
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