Stray grain suppression and stress control in single-crystal superalloys fabricated by L-DED: A multiphysics analysis of in-situ remelting

IF 4.8 3区 工程技术 Q2 ENGINEERING, MECHANICAL
Gengshuo Liu , Shujie Liu , Haonan Cong , Weiwei Liu , Tao Li , Yu Wang , Tinghong Hou
{"title":"Stray grain suppression and stress control in single-crystal superalloys fabricated by L-DED: A multiphysics analysis of in-situ remelting","authors":"Gengshuo Liu ,&nbsp;Shujie Liu ,&nbsp;Haonan Cong ,&nbsp;Weiwei Liu ,&nbsp;Tao Li ,&nbsp;Yu Wang ,&nbsp;Tinghong Hou","doi":"10.1016/j.ijheatfluidflow.2026.110283","DOIUrl":null,"url":null,"abstract":"<div><div>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 (&gt;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.</div></div>","PeriodicalId":335,"journal":{"name":"International Journal of Heat and Fluid Flow","volume":"119 ","pages":"Article 110283"},"PeriodicalIF":4.8000,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Heat and Fluid Flow","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0142727X26000494","RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/2/2 0:00:00","PubModel":"Epub","JCR":"Q2","JCRName":"ENGINEERING, MECHANICAL","Score":null,"Total":0}
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.
L-DED单晶高温合金的杂散晶粒抑制和应力控制:原位重熔的多物理场分析
激光定向能量沉积(L-DED)已被证明是制备单晶高温合金的一种很有前途的途径。然而,由于复杂的气体-粉末-熔池多相相互作用,实现单轨多层连续外延生长仍然是一个巨大的挑战。由于存在未熔化的粉末颗粒和复杂的热历史过程,现有的方法经常受到杂散颗粒形成的阻碍。此外,高保真多物理场模拟的计算成本过高,限制了过程窗口的快速优化。为了克服这些挑战,本研究展示了原位重熔(ISR)技术在单晶高温合金中的应用。通过建立专用的激光-粉末相互作用模型和热-流-固耦合模型,系统地揭示了原位重熔对单晶高温合金制备过程中热梯度、流动特性和应力演化的调节机制。为了解决效率瓶颈问题,开发了基于深度神经网络(ResNet)的L-DED多物理场仿真代理模型。主要研究结果表明:1)消除未熔化粉末颗粒的干扰,优化热梯度,使单晶外延生长区比提高到50%以上;2)抑制流场强度(降低70%)和涡流效应,从而减轻枝晶偏转引起的杂散晶粒敏感性;3)降低堆积层残余应力25%以上,有效抑制高层开裂风险。通过这一综合分析,我们建立了一个包含流动/应力约束的稳健的L-DED工艺窗口,并实现了20层DD432单晶高温合金的连续外延生长,并通过EBSD进行了验证。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
International Journal of Heat and Fluid Flow
International Journal of Heat and Fluid Flow 工程技术-工程:机械
CiteScore
5.00
自引率
7.70%
发文量
131
审稿时长
33 days
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.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信
小红书