Taguchi-fuzzy multi-response optimization in fly cutting process and applying in the actual hobbing process

IF 3.4 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY International Journal of Mechanical and Materials Engineering Pub Date : 2018-04-11 DOI:10.1186/s40712-018-0092-z
Minh Tuan Ngo, Vi Hoang, Sinh Vinh Hoang
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引用次数: 3

Abstract

Applying nanofluid made by adding alumina nanoparticles to industrial oil may reduce the cutting force, friction, and cutting temperature and, from that, improve the tool life in the hobbing process. However, it is difficult to set up the experiment for the actual gear hobbing process, because measuring the cutting force and temperature in the hobbing process is very complicated and expensive. Therefore, a fly hobbing test on the horizontal milling machine was performed to simulate the actual hobbing process.

In this research, the fuzzy theory was combined with the Taguchi method in order to optimize multi-responses of the fly hobbing process as the total cutting force, the force ratio Fz/Fy, the cutting temperature, and the surface roughness.

The optimal condition—A1B1C3 (the cutting speed 38?mpm\, the nanoparticle size 20?nm, and concentration 0.5%)—was determined by analyzing the performance index (FRTS) of the fuzzy model. Furthermore, this condition was applied to the actual hobbing process in the FUTU1 Company and compared with the actual conditions of this company and other conditions using the nanolubricant with 0.3% Al2O3, 20?nm. The results show that it can reduce a maximum 39.3% of the flank wear and 59.4% of the crater wear on the hob when using the optimal conditions.

The study indicates that the optimal condition determined by using Taguchi-Fuzzy method can be applied in the FUTU1 company with the high efficiency.

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飞刀加工中的田口模糊多响应优化及其在滚齿加工中的应用
在工业油中加入氧化铝纳米颗粒制成的纳米流体可以降低切削力、摩擦和切削温度,从而提高滚刀加工过程中的刀具寿命。然而,由于在滚齿过程中测量切削力和温度非常复杂和昂贵,因此很难建立实际滚齿过程的实验。为此,在卧式铣床上进行了飞滚加工试验,模拟了实际滚加工过程。将模糊理论与田口法相结合,优化了总切削力、切削力比Fz/Fy、切削温度和表面粗糙度对飞滚加工过程的多重响应。最佳工况- a1b1c3(切削速度38?Mpm \,纳米颗粒大小为20?通过分析模糊模型的性能指标(FRTS)来确定。并将该条件应用于FUTU1公司的实际滚齿加工过程中,并与该公司的实际条件和使用Al2O3含量为0.3%,20nm的纳米润滑剂的其他条件进行了比较。结果表明:在此优化条件下,滚刀刀面磨损最大减少39.3%,刀坑磨损最大减少59.4%;研究表明,用田口模糊法确定的最优条件可以高效地应用于FUTU1公司。
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来源期刊
CiteScore
8.60
自引率
0.00%
发文量
1
审稿时长
13 weeks
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