Title :
An Improved Differential Evolution (IDE) Based on Double Populations for Cylindrical Grinding Optimization
Author :
Shen, Nanyan ; He, Yongyi ; Li, Jing ; Fang, Minglun
Author_Institution :
Shanghai Key Lab. of Mech. Autom. & Robot., Shanghai Univ., Shanghai, China
Abstract :
This paper is concerned with optimization of a two-stage cylindrical grinding cycle to enhance production rate subjected to surface finish for rough grinding and to reduce surface roughness under constraint of production rate for finish grinding. In addition, the minimum production cost is also desired for both stages and the common constraints of both stages are thermal damage, wheel wear parameter and grinding stabilization requirement. An improved DE based on double populations is introduced to optimize this grinding operation and the optimal results are compared with the results obtained by the original DE algorithm.
Keywords :
grinding; optimisation; stability; surface finishing; surface roughness; wear; cylindrical grinding optimization; double populations; finish grinding; grinding stabilization requirement; improved differential evolution; production cost; production rate; rough grinding; surface finish; surface roughness; thermal damage; wheel wear parameter; Constraint optimization; Costs; Feeds; Optimized production technology; Robotics and automation; Rough surfaces; Sparks; Surface finishing; Surface roughness; Wheels; cylindrical grinding; differential evolution; double populations; optimization;
Conference_Titel :
Measuring Technology and Mechatronics Automation, 2009. ICMTMA '09. International Conference on
Conference_Location :
Zhangjiajie, Hunan
Print_ISBN :
978-0-7695-3583-8
DOI :
10.1109/ICMTMA.2009.370