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Statistical analysis and multiobjective optimization of process parameters in plasma spraying of partially stabilized zirconia

机译:部分稳定氧化锆等离子喷涂工艺参数的统计分析和多目标优化

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摘要

Like other manufacturing processes, plasma spraying also has a non-linear behavior due to contribution of many coating parameters. This characteristic makes finding optimal factor combination difficult. Hence, the problem can be solved through effective and strategic statistical methods integrated with systematic experimental data. The purpose of this paper is to study the tribological and mechanical performance of coated surface deduced by plasma spraying process. Taguchi experimental design and analysis of variances (ANOVA) were used to investigate the influence of plasma spraying factors (spraying layers, accelerating voltage, arc current, travel speed, stand-off distance, powder feed rate, carrier gas flow rate, and primary gas flow rate) on oxidant percent and hardness. To find optimal combination of factors to reach maximum oxidation and hardness, gray relational analysis (GRA) coupled with principal component analysis (PCA) are applied on experimental data. Here, the PCA is used to find the most appropriate weighing factors necessary for construction gray relational grade. Results indicated that stand-off-distance is the most significant factor having the greatest influence on gray relational grade, followed by powder feed rate, traverse speed, spraying layers, and primary gas flow rate. Furthermore, GRA coupled with PCA can effectively acquire the optimal combination of plasma spraying parameters and the proposed approach can be a useful tool to increase the coating performance.
机译:与其他制造工艺一样,由于许多涂层参数的影响,等离子喷涂也具有非线性行为。该特性使得难以找到最佳因素组合。因此,可以通过将有效的和战略性的统计方法与系统的实验数据相集成来解决该问题。本文的目的是研究等离子喷涂工艺推导的涂层表面的摩擦学和力学性能。 Taguchi实验设计和方差分析(ANOVA)用于研究等离子喷涂因素(喷涂层,加速电压,电弧电流,行进速度,间隔距离,粉末进料速度,载气流速和一次气体)的影响流量)取决于氧化剂的百分比和硬度。为了找到达到最大氧化和硬度的最佳因素组合,将灰色关联分析(GRA)与主成分分析(PCA)结合起来用于实验数据。在这里,PCA用于查找建筑灰色关联等级所需的最合适的加权因子。结果表明,相距距离是对灰色关联度影响最大的最重要因素,其次是粉末进料速度,横移速度,喷涂层和一次气体流速。此外,GRA与PCA结合可以有效地获得等离子喷涂参数的最佳组合,并且所提出的方法可以成为提高涂层性能的有用工具。

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