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Estimation and Comparison of Welding Performances in P-GMAW using MRA and ANN for SS 304L Material

机译:使用MRA和ANN的P-GMAW焊接性能的估算与比较SS 304L材料

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The Pulsed Gas Metal Arc Welding(P-GMAW)process is one of the most significant arc welding processes,used in high-technology industrial applications. P-GMAW welding input process parameters are the most important factors affecting the quality,productivity and cost of welding In order to understand and control the P-GMA welding process parameters,it is necessary to determine the input and output relationship of the welding processes. P-GMAW is widely used process,especially in thin sheet metal industries. It offers an improvement in quality and productivity over regular Gas Metal Arc Welding(GMAW). The process enables stable spray transfer with low mean current and low net heat input. This paper describes the estimation and comparison of welding process parameters viz.,current,gas flow rate and wire feed rate on ultimate tensile strength,yield strength,percentage of elongation and hardness. Experiments have been performed based on Taguchi’s L27 standard orthogonal array. Estimation of welding performances have been carried out using sophisticated mathematical models viz.,MRA and ANN,and,compared. The output developed by artificial neural network model is used to compare with the output obtained through multiple regression analysis. Estimation and comparison of welding performances were carried out using MRA and ANN techniques.
机译:脉冲气体弧焊(P-GMAW)工艺是在高科技工业应用中使用的最重要的电弧焊接工艺之一。 P-GMAW焊接输入过程参数是影响质量,生产率和焊接成本的最重要因素,以便理解和控制P-GMA焊接工艺参数,有必要确定焊接工艺的输入和输出关系。 P-GMAW广泛使用工艺,尤其是薄薄的金属板。它提供了常规气体金属弧焊(GMAW)的质量和生产力提高。该过程使得具有低平均电流和低净热量输入的稳定喷射转移。本文介绍了焊接工艺参数Qiz的估计和比较。,电流,气体流速和钢丝进料速率对极限拉伸强度,屈服强度,伸长率百分比和硬度。基于Taguchi的L27标准正交阵列进行了实验。使用复杂的数学模型viz进行了焊接性能的估计。,Mra和Ann,而比较。由人工神经网络模型开发的输出用于与通过多元回归分析获得的输出进行比较。使用MRA和ANN技术进行焊接性能的估计和比较。

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