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A study on welding quality for the automatic vertical-position welding process based on Mahalanobis Distance method

机译:基于Mahalanobis距离法的自动垂直位置焊接过程焊接质量研究

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Purpose: The welding quality and reducing production cost could be achieved by developing the automatic on-line welding quality monitoring system. However, investigation of welding fault to quantify the welding quality on the horizontal-position welding has been concentrated. Therefore, MD (Mahalanobis Distance) method on the vertical-position welding process by analysing the transform arc voltage and welding current gained from the on-line monitoring system has been applied.Design/methodology/approach: The transformed welding current and arc voltage data were taken from the experiment whereby the data number was 2500 data/s. The prediction of Contact Tip to Work Distance (CTWD) to gain best welding quality using the waveform variations were then taken from the experimental results. MD was employed to quantify the welding quality by analysing the transformed arc voltage and welding current. Finally, the optimal CTWD setting has verified the developed algorithms through additional experiments. Two kinds of experiments has been carried out by changing welding parameters artificially to verify the sensitivity and feasibility of WQ (Welding Quality) based on the concepts of MD and normal distribution.Findings: The results represented that WQ was fully capable of quantifying and qualifying the welding faults for automatic vertical-position welding process.Research limitations/implications: The arc welding process on the vertical-position compared to a horizontal-position welding is much more difficult because the metal transfer is influenced by the gravity force. To solve the problem, a new algorithm to monitor and control the welding fault during the arc welding process has been developed. Furthermore, optimization of welding parameters for the vertical-position welding process was really difficult to use the developed algorithms because they are only useful in selecting stored data and not for evaluating the effect of the variation of welding parameters on the weld ability.Practical implications: The developed algorithm could be achieved the highest welding quality at 15mm CTWD setting which the welding quality is 99.50% for the start section and 99.68% at the middle section. Originality/value: This paper proposed a new algorithm which employed the concepts of MD (Mahalanobis Distance) and normal distribution to describe a good quality welding.
机译:目的:通过开发自动在线焊接质量监测系统,可以实现焊接质量和降低的生产成本。然而,集中了对焊接故障的调查,以量化水平位置焊接上的焊接质量。因此,应用了MD(Mahalanobis距离)方法,通过分析从在线监测系统中获得的变换电弧电压和从在线监测系统中获得的焊接电流进行垂直位置焊接过程.Design/Methodology/Approach:变换的焊接电流和电弧数据从实验中获取,数据编号为2500数据/ s。然后,从实验结果中取出使用波形变化获得最佳焊接质量的接触尖端(CTWD)的预测。使用MD通过分析变换的电弧电压和焊接电流来量化焊接质量。最后,最佳CTWD设置通过附加实验验证了开发的算法。通过人工改变焊接参数来进行两种实验,以验证WQ(焊接质量)的敏感性和可行性,基于MD和正态分布的概念.Findings:结果表示WQ完全能够量化和资格化自动垂直位置焊接过程的焊接故障。研究限制/影响:与水平位置焊接相比垂直位置的电弧焊接过程更加困难,因为金属转移受重力力的影响。为了解决问题,已经开发出一种新的算法,用于监控和控制电弧焊接过程中的焊接故障。此外,垂直位置焊接过程的焊接参数的优化非常难以使用开发的算法,因为它们仅适用于选择存储的数据而不是用于评估焊接参数变化对焊接能力的影响。分类意义:开发算法可以在15mm CTWD设置下实现最高的焊接质量,该焊接质量为开始部分99.50%,中间部分的焊接质量为99.68%。原创性/值:本文提出了一种新的算法,该算法采用了MD(Mahalanobis距离)和正态分布的概念来描述良好的质量焊接。

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