基于多元线性回归的TIG焊道成形规律研究

Research on the Formation Characteristics of TIG Weld Beads Based on Multiple Linear Regression

  • 摘要: 钨极惰性气体保护焊(TIG焊)的焊道成形几何直接影响回火焊道修复的热影响区演化与服役可靠性。为兼顾核电设备回火焊道返修中“快速选参—少试验—可解释”的工程需求,本文以自动填丝TIG单道焊为对象,采用“预先试验确定参数范围—参数组合试验获取数据—多元线性回归建模—独立参数验证”的技术路线,分别研究电弧电压与焊接电流、钨极到工件距离的关系,以及焊接电流、焊接速度、送丝速度对焊道熔宽、熔深和余高的耦合影响。在控制钨极到工件距离恒定的条件下,建立了三类几何尺寸的回归表达式,并通过方差分析与决定系数评价模型适用性。结果表明:在本文设定的工艺窗口内,电弧电压对钨极到工件距离更为敏感,电流变化对电压的影响相对较弱;焊道几何中,焊接速度与焊接电流对熔深与宽深比具有关键作用,送丝速度对余高调控更为显著。基于回归模型可实现对目标熔宽、熔深、余高的反向参数求解,用于回火焊道工艺的快速制定与首轮优化。

     

    Abstract: The weld bead forming geometry of tungsten inert gas welding (TIG welding) directly affects the evolution of the heat affected zone and service reliability of tempering weld bead repair. To meet the engineering requirements of "rapid parameter selection, minimal testing, and interpretability" in the repair of tempering welds in nuclear power equipment, this paper takes automatic wire filling TIG single pass welding as the object and adopts the technical route of "pre testing to determine parameter range - parameter combination testing to obtain data - multiple linear regression modeling - independent parameter verification" to study the relationship between arc voltage and welding current, tungsten electrode to workpiece distance, as well as the coupling effects of welding current, welding speed, and wire feeding speed on weld bead width, depth, and clearance. Under the condition of controlling the distance between the tungsten electrode and the workpiece to be constant, regression expressions for three types of geometric dimensions were established, and the applicability of the model was evaluated through variance analysis and coefficient of determination. The results show that within the process window set in this article, the arc voltage is more sensitive to the distance between the tungsten electrode and the workpiece, and the influence of current changes on voltage is relatively weak; In the geometry of weld bead, welding speed and welding current play a crucial role in the fusion depth and width to depth ratio, while wire feeding speed has a more significant impact on the control of excess height. Based on regression models, it is possible to solve the inverse parameters of target melt width, melt depth, and excess height, which can be used for rapid development and first round optimization of tempering welding process.

     

/

返回文章
返回