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An Integrated Approach to Cyber-Enabled Additive Manufacturing using Physics based,Coupled Multi-scale Process Modeling

机译:基于物理的耦合多尺度过程建模的网络化增材制造的集成方法

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The complexity of localized and dynamic boundary conditions in additive manufacturing processes makes it difficult to track in-situ thermo-mechanical changes at different length scales within a part using experimental equipment such as a FLIR system and other NDE techniques. Moreover, in-situ process monitoring is limited to providing information at an exposed surface of the build. As a result, an understanding of the bulk microstructure and behavior of a part still requires rigorous post-process microscopy and mechanical testing.In order to circumvent the limited feedback obtained from in-situ experiments and to better understand material response, a novel 3D dislocation density based thermo-mechanical finite element framework has been developed. This framework solves for the in-situ response 2 orders of magnitude faster than currently used state-of-the-art modeling software since it has been specifically designed for additive manufacturing platforms. Various aspects of this simulation tool have been and are being validated using research grants from NSF, ONR, AFRL NIST and NAME.This modeling activity has many potential commercial impacts, such as to predict the anisotropic performance of AM-produced components before they are built and as a method to enable in-situ closed-loop process control by monitoring the process and comparing it to predicted responses in real time (as the model will be used to predict results faster than an AM machine can build a part). This manuscript provides an overview of various software modules essential for creation of a robust and reliable AM software suite to address future needs for machine development, material (alloy) development and geometric optimization.
机译:增材制造过程中局部和动态边界条件的复杂性使得难以使用实验设备(例如FLIR系统和其他NDE技术)跟踪零件内不同长度尺度上的原位热机械变化。此外,原位过程监视仅限于在构建的裸露表面提供信息。因此,了解零件的整体微观结构和行为仍然需要严格的后处理显微镜和机械测试。为了规避从原位实验获得的有限反馈并更好地了解材料响应,一种新颖的3D位错已经开发了基于密度的热机械有限元框架。由于该框架是专为增材制造平台设计的,因此该框架解决了比当前使用的最新建模软件快2个数量级的原位响应。该仿真工具的各个方面已经并且正在使用NSF,ONR,AFRL NIST和NAME的研究拨款进行验证,该建模活动具有许多潜在的商业影响,例如在AM生产的组件制造之前预测它们的各向异性性能作为通过监视过程并将其与实时预测响应进行比较来实现原位闭环过程控制的一种方法(因为该模型将比AM机器制造零件的速度更快地预测结果)。该手稿提供了各种软件模块的概述,这些模块对于创建强大而可靠的AM软件套件至关重要,可满足未来对机器开发,材料(合金)开发和几何优化的需求。

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