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悬空区域侧损失双层次智能改善方法
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作者 李欣菁 潘万彬 +2 位作者 杨烨 王毅刚 林成 《浙江大学学报(理学版)》 CAS CSCD 北大核心 2023年第6期781-794,共14页
形状复杂的零件采用3D打印时通常存在悬空区域,悬空区域侧面成型后几何误差,即侧损失,往往非常明显,严重影响悬空区域及其零件的成型精度。为此,提出一种悬空区域侧损失双层次智能改善方法。首先,基于田口法设计了取不同关键设计参数和... 形状复杂的零件采用3D打印时通常存在悬空区域,悬空区域侧面成型后几何误差,即侧损失,往往非常明显,严重影响悬空区域及其零件的成型精度。为此,提出一种悬空区域侧损失双层次智能改善方法。首先,基于田口法设计了取不同关键设计参数和打印参数的一系列实验,并用所设计的测量方法测取打印的倒“L”形零件的侧损失样本数据。其次,针对倒“L”形零件悬空区域支撑结构迥异的两侧(即悬空侧和非悬空侧)构造了两类侧损失预测网络,可准确预测各尺寸下倒“L”形零件悬空区域两侧成型后的几何误差。再次,以悬空区域两侧的侧损失最小为目标,构造了单目标多变量非线性规划问题,得到优化的侧损失预测值及对应的工艺参数值。最后,依据侧损失预测值对悬空区域两侧实施反向几何偏移补偿,并用优化的工艺参数值进行打印,实现了对悬空区域侧损失的双层次智能改善。基于熔融沉积技术,用训练集以外的倒“L”形零件进行实验,验证了所提方法的有效性。结果表明,所提方法适用于悬空区域且具有显著改善悬空区域侧损失的巨大潜力。 展开更多
关键词 悬空区域 侧损失 工艺参数 几何预补偿 3D打印
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Pre-compensation of Warpage for Additive Manufacturing 被引量:1
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作者 Christoph Schmutzler Fabian Bayerlein +2 位作者 Stephan Janson Christian Seidel Michael F. Zaeh 《Journal of Mechanics Engineering and Automation》 2016年第8期392-399,共8页
Additive manufacturing technologies enable the production of parts by successively adding layers. In powder-based technologies, each powder layer is selectively solidified following the respective cross-section of the... Additive manufacturing technologies enable the production of parts by successively adding layers. In powder-based technologies, each powder layer is selectively solidified following the respective cross-section of the parts either by the application of high-energy radiation or by the selective deposition of binder. By repeating the steps of layer deposition and selective solidification, parts are fabricated. The layer-wise build-up and the ambient conditions lead to warpage of the parts due to the temporarily and locally uneven distribution of shrinkage throughout the part. This leads to deviations in shape and dimension. The development of these technologies fosters a change fi'om prototyping to manufacturing applications, As a consequence, higher standards regarding the shape and dimensional accuracy are required. Therefore, new strategies to minimize the resulting deformations are necessary to reduce rejects and widen the range of applications of the described technologies. In this paper, an empirical, a knowledge-based and a simulative approach for warpage compensation are introduced. They are all based on the pre-deformation of the digital 3D part geometry inverse to the expected deformation during manufacturing. The aim of the research is the development of a comprehensive method that enables users to improve their part-quality by supporting the pre-deformation process. Contrary to existing work, this method should not be process-specific but cover a wide range of additive manufacturing techniques. Typical forms of deformation of the processes laser sintering, laser beam melting and 3D printing (powder-binder) are presented and compensation strategies are disenssed. Finally, an outlook on the ongoing research is given. 展开更多
关键词 Additive manufacturing SHRINKAGE WARPAGE COMPENSATION PRE-DEFORMATION simulation.
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