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Taguchi design and response surface methodology based analysis of machining parameters in CNC turning under MQL

机译:基于Taguchi设计和响应面方法的MQL数控车削加工参数分析

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摘要

In manufacturing industry, the effect of cutting fluids has been known on the health, environment and productivity at machining operations such as turning, milling, drilling, etc. Surface roughness is a common indicator of the quality characteristics for machining processes. The machining process is more complex, and therefore, it is very hard to determine the effects of process parameters on surface quality in all turning operations. In this study, design of experiments has been used to study the effect of the main turning parameters such as cooling condition, cutting speed, feed rate and depth of cut on arithmetic average roughness (Ra) and average maximum height of the profile (Rz) when turning of AISI 1050 steel. Experiments have been performed under dry cutting (DC), conventional wet cooling (CC) and MQL. Tests are designed according to Taguchi's Lt6 (4~3 × 2~1) orthogonal array. ANOVA analysis was performed to determine the importance of machining parameters on the Ra and Rz. The results were analyzed using 3D surface graphs, signal-to-noise ratios (S/N) and main effect graphs of means. Optimal operating parameters were determined using the S/N ratio and desirability function analysis. Mathematical models have been created for surface roughness, namely Ra and Rz, through response surface methodology (RSM). The results indicate that the most effective parameters are feed rate on the surface roughness. Cooling conditions are significantly effective on the surface roughness. MQL is a good tool in order to increase of the machined surface quality for cutting operations.
机译:在制造业中,切削液对车削,铣削,钻孔等机械加工的健康,环境和生产率的影响是已知的。表面粗糙度是机械加工质量特征的常见指标。加工过程更加复杂,因此很难确定所有车削操作中过程参数对表面质量的影响。在这项研究中,通过实验设计来研究主要车削参数(例如冷却条件,切削速度,进给速度和切削深度)对算术平均粗糙度(Ra)和轮廓最大平均高度(Rz)的影响旋转AISI 1050钢时。实验已经在干切削(DC),常规湿冷(CC)和MQL下进行。根据Taguchi的Lt6(4〜3×2〜1)正交阵列设计测试。进行方差分析以确定在Ra和Rz上的加工参数的重要性。使用3D表面图,信噪比(S / N)和均值的主要效果图对结果进行了分析。使用信噪比和合意函数分析确定最佳操作参数。通过响应表面方法(RSM)建立了表面粗糙度的数学模型,即Ra和Rz。结果表明,最有效的参数是表面粗糙度的进给速度。冷却条件对表面粗糙度有明显的影响。 MQL是一种很好的工具,可以提高切削操作的加工表面质量。

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