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Reducing residual stresses and deformations in selective laser melting through multi-level multi-scale optimization of cellular scanning strategy

机译:通过多级多尺度优化的蜂窝扫描策略,减少选择性激光熔化中的残余应力和变形

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摘要

Residual stresses and deformations continue to remain one of the primary challenges towards expanding the scope of selective laser melting as an industrial scale manufacturing process. While process monitoring and feedback-based process control of the process has shown significant potential, there is still dearth of techniques to tackle the issue. Numerical modelling of selective laser melting process has thus been an active area of research in the last few years. However, large computational resource requirements have slowed the usage of these models for optimizing the process.In this paper, a calibrated, fast, multiscale thermal model coupled with a 3D finite element mechanical model is used to simulate residual stress formation and deformations during selective laser melting. The resulting reduction in thermal model computation time allows evolutionary algorithm-based optimization of the process. A multilevel optimization strategy is adopted using a customized genetic algorithm developed for optimizing cellular scanning strategy for selective laser melting, with an objective of reducing residual stresses and deformations. The resulting thermo-mechanically optimized cellular scanning strategies are compared with standard scanning strategies and have been used to manufacture standard samples. © (2016) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
机译:残余应力和变形仍然是扩大选择性激光熔化范围的主要挑战之一,这是一种工业规模的制造工艺。尽管过程监控和基于反馈的过程控制显示出巨大的潜力,但仍缺乏解决该问题的技术。因此,近几年来选择性激光熔化过程的数值模拟一直是研究的活跃领域。然而,大量的计算资源需求减慢了这些模型用于优化过程的速度。本文采用校准,快速,多尺度热模型和3D有限元力学模型来模拟选择性激光过程中的残余应力形成和变形融化。热模型计算时间的减少导致了基于进化算法的过程优化。采用定制遗传算法采用多级优化策略,该遗传算法用于优化选择性激光熔化的细胞扫描策略,目的是减少残余应力和变形。将得到的热机械优化的细胞扫描策略与标准扫描策略进行比较,并已用于制造标准样品。 ©(2016)版权,光电仪器工程师协会(SPIE)。摘要的下载仅允许个人使用。

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