Constrained probabilistic multi-objective optimization of shot peening process

被引:13
作者
Bhuvaraghan, Baskaran [1 ]
Srinivasan, Sivakumar M. [2 ]
Maffeo, Bob [3 ]
Prakash, Om [4 ]
机构
[1] GE India Technol Ctr, GE Aviat, Bangalore 560066, Karnataka, India
[2] Indian Inst Technol, Dept Appl Mech, Madras 600036, Tamil Nadu, India
[3] GE Aviat, Cincinnati, OH 45215 USA
[4] GE India Technol Ctr, Ex GE Global Res Ctr, Bangalore, Karnataka, India
关键词
shot peening; probabilisitic methods; radial basis functions; design and analysis of computer experiments; genetic algorithm;
D O I
10.1080/0305215X.2010.508523
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Shot peening is a cold working process used for improving the fatigue strength of metallic components. An optimum set of peening parameters must increase the residual compressive stress (RCS), but reduce the surface roughness and cold work for improving the fatigue strength. The optimization is made robust to avoid any unfeasible solution that may arise out of random variations of input variables. The current study uses the well-known Design and Analysis of Computer Experiments (DACE) methodology for optimization, which is better than the conventional Design of Experiments (DoE) approach. It employs a finite element method based unit cell approach to determine the RCS, surface roughness and cold work of a given material. Radial basis functions are used to develop the meta-models. A genetic algorithm (GA) is employed for finding a robust and optimum set of shot peening parameters for a given material. With this approach, the operator will achieve the optimum solution specified by the designer.
引用
收藏
页码:657 / 673
页数:17
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