激光粉末床熔合中羽流行为的高速成像研究和过程映射

IF 10.3 1区 工程技术 Q1 ENGINEERING, MANUFACTURING
Alexander J. Myers, Christian Gobert, Jack L. Beuth, Jonathan A. Malen
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引用次数: 0

摘要

在这项工作中,在商用激光粉末床聚变(LPBF)机器上,对不同加工条件和材料的实验进行了高速成像,以参数化地了解羽流的严重程度、大小和轨迹。在这种情况下,羽流指的是明亮的融池规模的金属蒸汽和冷凝物。训练U-Net卷积神经网络(CNN)从实验图像中分割羽流。对不同金属产生的羽流进行比较发现,Ti-6Al-4V的羽流明显比Inconel 718和316L SS更亮、更大,这可能是由于熔池辐射增加、熔池辐射散射增加或元素发射谱线增加所致。粉末对Ti-6Al-4V和316L SS的影响进行了研究,结果显示,在大多数头顶图像中,羽流的大小和亮度都有所降低,这表明羽流的能见度和/或羽流本身受到粉末和飞溅的抑制。在功率和扫描速度空间上绘制羽流的过程表明,在过渡状态下,羽流从喷射到熔池后部转变为喷射到熔池正上方,这与激光作用下的蒸汽抑制几何形状一致。羽流的时间变异性随着功率与速度比的增加而增加,这是由于熔池和蒸汽沉降的不稳定性,但在非常低的功率与速度比下也可能很大。本实验研究旨在增加我们对LPBF中熔池尺度羽流行为的理解,并可用于验证羽流的多物理场模型,为最小熔池尺度激光羽流相互作用和避免羽流干扰熔池成像的参数选择提供信息。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
High-speed imaging investigation and process mapping of the plume behavior in laser powder bed fusion
In this work, high-speed imaging of experiments was conducted with varied processing conditions and materials to parametrically understand the plume’s severity, size, and trajectory on a commercial laser powder bed fusion (LPBF) machine. In this context, the plume refers to the bright melt-pool-scale metal vapor and condensate. A U-Net convolutional neural network (CNN) was trained to segment the plume from experimental images. A comparison of the plume generated from different metals shows that Ti-6Al-4V has a significantly brighter and larger plume than Inconel 718 and 316L SS, which may be attributed to increased emission from the melt pool, increased scattering of the emission from the melt pool, or elemental emission lines. The effect of powder was studied for both Ti-6Al-4V and 316L SS and shows a reduction in the size and brightness of the plume in most overhead images, suggesting that the plume visibility and/or the plume itself is suppressed by the powder and spatter. Process mapping the plume in power and scanning velocity space shows that the plume transitions from ejecting toward the rear of the melt pool in the transitional regime to ejecting directly above the melt pool in both the severe keyholing and conduction-dominated regimes, consistent with the vapor depression geometry under the laser. The temporal variability of the plume increases with increasing power-to-velocity ratio, which is attributed to melt pool and vapor depression instability, but can also be large at very low power-to-velocity ratios. This experimental study aims to increase our understanding of the plume’s behavior at the melt pool scale in LPBF and can be used to validate multi-physics models of the plume and inform parameter selection for both minimal melt-pool-scale laser-plume interaction and avoiding plume interference in melt pool imaging.
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来源期刊
Additive manufacturing
Additive manufacturing Materials Science-General Materials Science
CiteScore
19.80
自引率
12.70%
发文量
648
审稿时长
35 days
期刊介绍: Additive Manufacturing stands as a peer-reviewed journal dedicated to delivering high-quality research papers and reviews in the field of additive manufacturing, serving both academia and industry leaders. The journal's objective is to recognize the innovative essence of additive manufacturing and its diverse applications, providing a comprehensive overview of current developments and future prospects. The transformative potential of additive manufacturing technologies in product design and manufacturing is poised to disrupt traditional approaches. In response to this paradigm shift, a distinctive and comprehensive publication outlet was essential. Additive Manufacturing fulfills this need, offering a platform for engineers, materials scientists, and practitioners across academia and various industries to document and share innovations in these evolving technologies.
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