Dogu Merve Nur, McCarthy Eanna, McCann Ronan, Mahato Vivek, Caputo Annalina, Bambach Markus, Ahad Inam Ul, Brabazon Dermot
Advanced Manufacturing Research Centre, & Advanced Processing Technology Research Centre, School of Mechanical and Manufacturing Engineering, I-Form, Dublin City University, Glasnevin, Dublin-9, Ireland.
ETH Zurich, Advanced Manufacturing, Zurich, Switzerland.
Int J Mater Form. 2022;15(3):30. doi: 10.1007/s12289-022-01686-4. Epub 2022 Apr 5.
Metal additive manufacturing, which uses a layer-by-layer approach to fabricate parts, has many potential advantages over conventional techniques, including the ability to produced complex geometries, fast new design part production, personalised production, have lower cost and produce less material waste. While these advantages make AM an attractive option for industry, determining process parameters which result in specific properties, such as the level of porosity and tensile strength, can be a long and costly endeavour. In this review, the state-of-the-art in the control of part properties in AM is examined, including the effect of microstructure on part properties. The simulation of microstructure formation via numerical simulation and machine learning is examined which can provide process quality control and has the potential to aid in rapid process optimisation via closed loop control. In-situ monitoring of the AM process, is also discussed as a route to enable first time right production in the AM process, along with the hybrid approach of AM fabrication with post-processing steps such as shock peening, heat treatment and rolling. At the end of the paper, an outlook is presented with a view towards potential avenues for further research required in the field of metal AM.
金属增材制造采用逐层制造零件的方法,与传统技术相比具有许多潜在优势,包括能够制造复杂的几何形状、快速生产新设计的零件、个性化生产、成本更低以及产生的材料浪费更少。虽然这些优势使增材制造成为工业界颇具吸引力的选择,但确定能产生特定性能(如孔隙率水平和拉伸强度)的工艺参数可能是一项漫长且成本高昂的工作。在本综述中,研究了增材制造中零件性能控制的最新技术,包括微观结构对零件性能的影响。研究了通过数值模拟和机器学习对微观结构形成进行模拟,这可以提供工艺质量控制,并有可能通过闭环控制帮助快速进行工艺优化。还讨论了增材制造过程的原位监测,这是在增材制造过程中实现首次正确生产的途径,以及增材制造与诸如喷丸强化、热处理和轧制等后处理步骤相结合的混合方法。在本文结尾,对金属增材制造领域未来潜在的进一步研究方向进行了展望。