Estimation of the compression strength and surface roughness of the as-built SLS components using weibull distribution

H. Khan, G. Tarakci, M. Bulduk, E. Koç
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Abstract

Selective laser sintering (SLS) is a process of fabrication of three-dimensional structures by fus- ing powder particles using a guided laser source. The uncertainty in the mechanical properties of the SLS parts fabricated at the same time and with the same process parameters can affect the repeatability of the SLS process. A vast difference in the mechanical properties of the concurrently processed parts can lower the production quality of the batch. Therefore, the param- eters are required to be design based on the most probable outcome of the desired properties. Weibull distribution is one such statistical-based probability distribution method to measure the likelihood of the occurrence of a value of any random variable falling within a particular range of values. Here, the Weibull distribution was used to measure the relative likelihood (90% probability) of the surface roughness and the compressive strength values of the SLS-built polyamide PA2200 components in the given sample space that was obtained from 20 random samples. The results show that the variance in the surface roughness (scan and built plane) and the compressive strength values were in the range of 6–7 μm and around 10 MPa, respectively. Moreover, the surface roughness of the two orthogonal planes with 90% reliability was measured at 14.81 μm (scan plane) and 12.15 μm (built plane). Similarly, the yield strength and the compressive strength with 90% reliability were found 25.87 MPa and 62.64 MPa, respectively.
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用威布尔分布估计SLS构件的抗压强度和表面粗糙度
选择性激光烧结(SLS)是一种利用导向激光源将粉末颗粒烧结成三维结构的方法。采用相同工艺参数同时加工的SLS零件,其力学性能的不确定性会影响SLS工艺的重复性。同时加工的零件在机械性能上的巨大差异会降低批量生产的质量。因此,需要根据最可能的期望特性的结果来设计参数。威布尔分布就是这样一种基于统计的概率分布方法,用来度量任意随机变量的某一值落在某一特定范围内的可能性。在这里,使用Weibull分布来测量从20个随机样本中获得的sls构建的聚酰胺PA2200组件的表面粗糙度和抗压强度值在给定样本空间中的相对似然(90%概率)。结果表明:试样表面粗糙度(扫描面和成形面)变化范围在6 ~ 7 μm,抗压强度变化范围在10 MPa左右;此外,在14.81 μm(扫描面)和12.15 μm(构建面)处测量了两个正交平面的表面粗糙度,可靠性为90%。同样,具有90%可靠性的屈服强度和抗压强度分别为25.87 MPa和62.64 MPa。
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