Characterization and Parametric Optimization of Micro-hole Surfaces in Micro-EDM Drilling on Inconel 718 Superalloy Using Genetic Algorithm

被引:34
|
作者
Dilip, Deepak G. [1 ,3 ]
Panda, Satyananda [2 ]
Mathew, Jose [1 ]
机构
[1] Natl Inst Technol Calicut, Dept Mech Engn, Kozhikode 673601, India
[2] Natl Inst Technol Calicut, Dept Math, Kozhikode 673601, India
[3] Mar Baselios Coll Engn & Technol, Mech Engn Dept, Trivandrum, Kerala, India
关键词
Micro-EDM; Inconel; 718; Roughness; Overcut; GA; DISCHARGE MACHINING PROCESS; THEORETICAL-MODELS; MULTIOBJECTIVE OPTIMIZATION; NEURAL-NETWORK; QUALITY; PERFORMANCE; ROUGHNESS; CATHODE; ANODE;
D O I
10.1007/s13369-019-04325-4
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Drilling of cooling holes in turbine blades on difficult to machine materials like Inconel 718 has been one of the significant applications of micro-EDM. Owing to the difficulties in the contact measurement techniques, the actual side wall characteristics of micro-holes were not explored in detail. In this study, optical non-contact 3D profilometry is used to characterize the side wall surface. The 3D roughness parameter, Sa, has been introduced to measure the side wall surface quality of the holes drilled using micro-EDM. Along with side wall roughness, all the significant responses in the micro-hole manufacturing like material removal rate, overcut, and taper angle were also taken as the responses. The voltage, feed rate, and electrode rotation speed were chosen as the factors. The Box-Behnken design for three factors was used as the experimental design to conduct the study. The analysis showed that voltage was the most significant factor influencing all the responses within the design space. Multi-objective optimization of the process parameters was carried out by the method of sum of weighted objectives using genetic algorithm. A machining strategy was proposed combining both response surface methodology and genetic algorithm to formulate an optimum cutting condition which was able to reduce the inner side wall surface roughness to 1.3587 mu m. The predicted responses were validated experimentally and the maximum relative error obtained was less than 10%.
引用
收藏
页码:5057 / 5074
页数:18
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