Gengshuo Liu , Shujie Liu , Haonan Cong , Weiwei Liu , Tao Li , Yu Wang , Tinghong Hou
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引用次数: 0
Abstract
Laser-Directed Energy Deposition (L-DED) has been demonstrated as a promising pathway for fabricating single-crystal superalloys. However, achieving single track multilayer continuous epitaxial growth remains a formidable challenge due to the complex gas-powder-melt pool multiphase interactions. Existing approaches are often hindered by stray grain formation due to the presence of un-melted powder particles and the complexity thermal histories processes. Moreover, the excessively high computational cost of high-fidelity multiphysics simulations restricts the swift optimization of the process window. To overcome these challenges, this research demonstrates the application of in-situ remelting (ISR) technology in the single-crystal superalloys. By developing a dedicated laser-powder interaction model and a thermal-fluid–solid coupling model, we systematically reveal the regulatory mechanisms of in-situ remelting on thermal gradients, flow characteristics, and stress evolution during single-crystal superalloys fabricate. To address the efficiency bottleneck, a surrogate model based on deep neural networks (ResNet) was developed for the L-DED multi-physics simulation. Key findings demonstrate that the proposed strategy: 1) Eliminates un-melted powder particles interference and optimizes thermal gradients, increasing the single-crystal epitaxial growth zone ratio to over 50 %; 2) Suppresses flow field intensity (>70 % reduction) and vortex effects, thereby mitigating stray grain susceptibility induced by dendrite deflection; and 3) Reduces residual stress in deposited layers by over 25 %, effectively inhibiting high-layer cracking risks. Through this integrated analysis, we establish a robust L-DED process window incorporating flow/stress constraints and achieve the continuous epitaxial growth of a 20-layer DD432 single-crystal superalloy, validated by EBSD.
期刊介绍:
The International Journal of Heat and Fluid Flow welcomes high-quality original contributions on experimental, computational, and physical aspects of convective heat transfer and fluid dynamics relevant to engineering or the environment, including multiphase and microscale flows.
Papers reporting the application of these disciplines to design and development, with emphasis on new technological fields, are also welcomed. Some of these new fields include microscale electronic and mechanical systems; medical and biological systems; and thermal and flow control in both the internal and external environment.