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Statistical Analysis of Deep Drilling Process Conditions Using Vibrations and Force Signals

机译:利用振动和力信号对深孔钻加工条件进行统计分析

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摘要

Cooling systems is a key point for hot forming process of Ultra High Strength Steels (UHSS). Normally, cooling systems is made using deep drilling technique. Although deep twist drill is better than other drilling techniques in term of higher productivity however its main problem is premature tool breakage, which affects the production quality. In this paper, analysis of deep twist drill process parameters such as cutting speed, feed rate and depth of cut by using statistical analysis to identify the tool condition is presented. The comparisons between different two tool geometries are also studied. Measured data from vibrations and force sensors are being analyzed through several statistical parameters such as root mean square (RMS), mean, kurtosis, standard deviation and skewness. Result found that kurtosis and skewness value are the most appropriate parameters to represent the deep twist drill tool conditions behaviors from vibrations and forces data. The condition of the deep twist drill process been classified according to good, blunt and fracture. It also found that the different tool geometry parameters affect the performance of the tool drill. It believe the results of this study are useful in determining the suitable analysis method to be used for developing online tool condition monitoring system to identify the tertiary tool life stage and helps to avoid mature of tool fracture during drilling process.
机译:冷却系统是超高强度钢(UHSS)热成型过程的关键点。通常,冷却系统是使用深钻孔技术制成的。尽管深麻花钻在提高生产率方面优于其他钻孔技术,但其主要问题是工具过早破损,从而影响了生产质量。本文通过统计分析确定刀具状态,分析了深麻花钻的加工参数,如切削速度,进给速度和切削深度。还研究了两种不同刀具几何形状之间的比较。来自振动和力传感器的测量数据正在通过几个统计参数进行分析,例如均方根(RMS),均值,峰度,标准差和偏度。结果发现,峰度和偏度值是最合适的参数,可以根据振动和力数据来代表深捻钻具的工况行为。深麻钻的加工条件根据良好,钝性和断裂进行分类。还发现不同的刀具几何参数会影响钻头的性能。它相信这项研究的结果对于确定用于开发在线工具状态监测系统以识别第三级工具寿命阶段的合适分析方法很有用,并有助于避免钻探过程中工具断裂的成熟。

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