Bhagat Kunal, Rudraraju Shiva
Department of Mechanical Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA.
Materials (Basel). 2022 Dec 22;16(1):94. doi: 10.3390/ma16010094.
Microstructure evolution in metal additive manufacturing (AM) is a complex multi-physics and multi-scale problem. Understanding the impact of AM process conditions on the microstructure evolution and the resulting mechanical properties of the printed component remains an active area of research. At the meltpool scale, the thermo-fluidic governing equations have been extensively modeled in the literature to understand the meltpool conditions and the thermal gradients in its vicinity. In many phenomena governed by partial differential equations, dimensional analysis and identification of important dimensionless numbers can provide significant insights into the process dynamics. In this context, we present a novel strategy using dimensional analysis and the linear least-squares regression method to numerically investigate the thermo-fluidic governing equations of the Laser Powder Bed Fusion AM process. First, the governing equations are solved using the Finite Element Method, and the model predictions are validated by comparing with experimentally estimated cooling rates, and with numerical results from the literature. Then, through dimensional analysis, an important dimensionless quantity interpreted as a measure of heat absorbed by the powdered material and the meltpool, is identified. This dimensionless measure of absorbed heat, along with classical dimensionless quantities such as Péclet, Marangoni, and Stefan numbers, are employed to investigate advective transport in the meltpool for different alloys. Further, the framework is used to study variations in the thermal gradients and the solidification cooling rate. Important correlations linking meltpool morphology and microstructure-evolution-related variables with classical dimensionless numbers are the key contribution of this work.
金属增材制造(AM)中的微观结构演变是一个复杂的多物理场和多尺度问题。了解增材制造工艺条件对微观结构演变以及打印部件最终力学性能的影响仍然是一个活跃的研究领域。在熔池尺度上,热流体控制方程在文献中已被广泛建模,以了解熔池条件及其附近的热梯度。在许多由偏微分方程控制的现象中,量纲分析和重要无量纲数的识别可以为过程动力学提供重要见解。在此背景下,我们提出一种新颖的策略,使用量纲分析和线性最小二乘回归方法对激光粉末床熔融增材制造工艺的热流体控制方程进行数值研究。首先,使用有限元法求解控制方程,并通过与实验估计的冷却速率以及文献中的数值结果进行比较来验证模型预测。然后,通过量纲分析,确定一个重要的无量纲量,该量被解释为粉末材料和熔池吸收热量的度量。这个吸收热量的无量纲度量,连同诸如佩克莱特数、马兰戈尼数和斯蒂芬数等经典无量纲量,被用于研究不同合金在熔池中的对流输运。此外,该框架用于研究热梯度和凝固冷却速率的变化。将熔池形态和与微观结构演变相关的变量与经典无量纲数联系起来的重要关联是这项工作的关键贡献。