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Multiscale characterization of the additive-manufacturing-induced cell structure in 316L stainless steel: A comparative study 316L 不锈钢中添加剂制造诱导的细胞结构的多尺度表征:比较研究
Pub Date : 2024-08-01 DOI: 10.1088/1757-899x/1310/1/012034
X Wang, V K Nadimpalli, D Juul Jensen, T Yu
This study evaluates the potential of various electron microscopy-based methods for the characterization of the cell structures in additive manufactured stainless steel 316L. We focus on the capability of different techniques to characterize the multiscale microstructural features of the cell structures, including cell morphology, elemental segregation, particle distribution, and dislocation arrangement. Additionally, we suggest a manual method to quantify the very small misorientation angles across cell walls and within the cells. The advantages and limitations of different methods are discussed.
本研究评估了基于电子显微镜的各种方法在表征添加剂制造的 316L 不锈钢的细胞结构方面的潜力。我们重点研究了不同技术表征细胞结构多尺度微观结构特征的能力,包括细胞形态、元素偏析、颗粒分布和位错排列。此外,我们还提出了一种手动方法,用于量化细胞壁和细胞内极小的错位角。我们还讨论了不同方法的优势和局限性。
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引用次数: 0
Applying lab-based DCT to reveal and quantify the 3D grain structure of a miniature chess rook produced by binder jetting 应用基于实验室的 DCT 技术揭示和量化通过粘合剂喷射生产的微型国际象棋棋子的三维晶粒结构
Pub Date : 2024-08-01 DOI: 10.1088/1757-899x/1310/1/012029
J Sun, F Bachmann, J Oddershede, E Lauridsen
Imaging the 3D grain microstructure of additively manufactured (AM) metal samples non-destructively is key to a better understanding of the material performance. Recent advances of lab-based diffraction contrast tomography (DCT) enable non-destructively mapping the spatial distribution of crystallographic orientations in the bulk of certain types of metal AM parts. Combining these 3D texture measurements with traditional absorption contrast tomography (ACT) gives unprecedented insights into materials structure, such as the spatial distribution of porosities and the relationship between microstructural anisotropies and the build direction. Here, the combination of ACT and DCT is exemplified for a metal AM sample produced by binder jetting. This application highlights some of the recent technical progress enabling 3D mapping of metal AM structures and leads to a discussion of remaining challenges for lab-based DCT in the metal AM field.
对快速成型(AM)金属样品的三维晶粒微观结构进行非破坏性成像,是更好地了解材料性能的关键。基于实验室的衍射对比层析成像(DCT)技术的最新进展使我们能够以非破坏性方式绘制出某些类型金属快速成型部件的晶体取向空间分布图。将这些三维纹理测量与传统的吸收对比层析成像技术(ACT)相结合,可以获得前所未有的材料结构洞察力,例如孔隙的空间分布以及微结构各向异性与构建方向之间的关系。在这里,将 ACT 和 DCT 结合使用的实例是通过粘合剂喷射生产的金属 AM 样品。该应用强调了最近在金属 AM 结构三维绘图方面取得的一些技术进展,并引出了对金属 AM 领域基于实验室的 DCT 所面临的挑战的讨论。
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引用次数: 0
An Image-Driven Machine Learning Method for Microstructure Characterization in Metal Additive Manufacturing: Generative Adversarial Network 用于金属增材制造微结构表征的图像驱动机器学习方法:生成式对抗网络
Pub Date : 2024-08-01 DOI: 10.1088/1757-899x/1310/1/012015
Z Cao, Y Liu, J J Kruzic, X Li
The recent development of artificial intelligence especially machine learning technology has provided an emerging direction for solving microstructure representation and analysis in additive manufacturing. In this work, we introduce an advanced image-driven machine learning algorithm that offers an effective way to abstract the features in microstructure and generates high-resolution and large-size images that can represent the original counterparts. The evolution of the model and the potential application of the algorithm in material science are also discussed.
近年来,人工智能尤其是机器学习技术的发展为解决增材制造中的微观结构表示和分析问题提供了一个新兴方向。在这项工作中,我们介绍了一种先进的图像驱动机器学习算法,它提供了一种有效的方法来抽象微观结构中的特征,并生成能代表原始对应物的高分辨率和大尺寸图像。我们还讨论了模型的演变以及该算法在材料科学中的潜在应用。
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引用次数: 0
Building microstructures by welding millions of little bits of metal together: measurement approaches, model validation, and post-build processing 通过将数百万个金属小块焊接在一起构建微结构:测量方法、模型验证和构建后处理
Pub Date : 2024-08-01 DOI: 10.1088/1757-899x/1310/1/012011
L E Levine, E J Schwalbach, F Zhang
Over the past decade, immense, world-wide research and development efforts have attempted to bring additive manufacturing (AM) of metals into broad industrial use. Although major advances in our understanding and control over metal AM have accrued, its practical application has been underwhelming. The slow pace of commercial adoption can be traced to numerous factors, including poor build reproducibility, sensitivity to heterogeneous local processing conditions during the build, complications in developing and validating suitable processing-structure-property-performance (PSPP) simulation capabilities (physics-based models, surrogate models, and machine learning models), the small number of alloys suitable for metal AM, and the need for developing new alloy-specific post-processing protocols. All these factors negatively impact the purely business decision of what manufacturing approach should be used to produce a given component. Computational materials engineering approaches could play a major role in accelerating the adoption of metal AM, but rigorous model validation will be necessary to make this a reality. Here, discussion will focus on development and deployment of measurement approaches for model validation, and methodologies for accelerating development of post-build heat treatment through thermo-kinetic modelling and in situ measurements.
在过去的十年中,全球范围内开展了大量的研发工作,试图将金属增材制造(AM)广泛应用于工业领域。虽然我们对金属增材制造的理解和控制取得了重大进展,但其实际应用却不尽如人意。商业应用步伐缓慢的原因有很多,包括构建的可重复性差、构建过程中对异质局部加工条件的敏感性、开发和验证合适的加工-结构-性能(PSPP)模拟能力(基于物理的模型、代用模型和机器学习模型)的复杂性、适合金属增材制造的合金数量少,以及需要开发新的合金专用后处理协议。所有这些因素都对采用何种制造方法生产特定部件这一纯粹的商业决策产生了负面影响。计算材料工程方法可在加速采用金属 AM 方面发挥重要作用,但要实现这一点,必须进行严格的模型验证。在此,将重点讨论用于模型验证的测量方法的开发和部署,以及通过热动力学建模和现场测量加速开发制造后热处理的方法。
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引用次数: 0
A convergence study simulating regular waves using the k-ω SST turbulence model in OpenFOAM® 利用 OpenFOAM® 中的 k-ω SST 湍流模型模拟规则波的收敛性研究
Pub Date : 2024-08-01 DOI: 10.1088/1757-899x/1312/1/012006
Xihang Xu, Md Salauddin, Jennifer Keenahan
OpenFOAM® has been widely used in coastal engineering to visualise and analyse wave-structure interaction and evaluate the effectiveness of innovative coastal protection structures. To study the influence of an eco-retrofitted seawall on the wave overtopping process, a 2D numerical wave tank with a k-ω SST turbulence model is developed to recreate previously completed experiments. Results of wave structure interactions at a plain vertical seawall subjected to regular waves using OpenFOAM® are presented, considering various configurations of time steps and grid resolutions. Both deep water (near the wave maker) and shallow water (near the structure) wave structure interactions are analysed. Results indicate that a finer mesh density is required in shallow water regions compared with deep water regions due to the dynamics of the wave-breaking process in the wave reflection area. Results also indicate that mesh density has a more significant influence than the time step. Overall, this paper showcases the entire process of establishing two-phase flow CFD (computational fluid dynamics) simulations in OpenFOAM® and provides a reference model for future research on studying the effectiveness of eco-retrofitting approaches on wave attenuation.
OpenFOAM® 已广泛应用于海岸工程,用于可视化和分析波浪与结构的相互作用,以 及评估创新性海岸防护结构的有效性。为了研究生态改造海堤对波浪倾覆过程的影响,开发了一个具有 k-ω SST 湍流模型的二维数值波浪槽,以重现以前完成的实验。考虑到时间步长和网格分辨率的不同配置,本文介绍了使用 OpenFOAM® 进行规则波浪作用的平原垂直海堤的波浪结构相互作用结果。分析了深水(造浪机附近)和浅水(结构附近)的波浪结构相互作用。结果表明,与深水区域相比,浅水区域需要更精细的网格密度,这是因为波浪反射区域的破浪过程具有动态性。结果还表明,网格密度比时间步长的影响更大。总之,本文展示了在 OpenFOAM® 中建立两相流 CFD(计算流体力学)模拟的整个过程,并为今后研究生态改造方法对波浪衰减的有效性提供了参考模型。
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引用次数: 0
Elucidating the impact of laser beam shape on the as-printed microstructure in 316L stainless steel 阐明激光束形状对 316L 不锈钢中的压印微观结构的影响
Pub Date : 2024-08-01 DOI: 10.1088/1757-899x/1310/1/012040
W E Alphonso, M A Ribeiro, R Rothfelder, M Schmidt, J H Hattel, D Juul Jensen, M Bayat
In Laser Powder Bed Fusion (L-PBF), the intrinsic inclination of the laser beam creates variability in the interaction between the laser and the melt pool, which along with thermal conditions within the pool, results in the formation of defects in the parts. To elucidate the impact of laser beam inclination on the melt pool, a deposition scale model using the finite volume method (FVM) is developed. The laser model demonstrates that as the laser beam inclines towards the periphery of the build plate, the projected laser spot size enlarges, resulting in lowered energy density. To assess how the laser beam inclination affects multi-layer printing, cubic specimens are printed at both the center and the far corner of a rectangular build plate of 280 mm x 280 mm size. X-ray computer tomography (X-CT) is used to investigate internal porosities and electron backscatter diffraction (EBSD) is used to characterize the microstructure of the printed cubes. The experimental results are discussed based on the FVM simulations.
在激光粉末床熔融(L-PBF)过程中,激光束的固有倾斜度会导致激光与熔池之间的相互作用发生变化,再加上熔池内的热条件,就会在部件中形成缺陷。为了阐明激光束倾斜度对熔池的影响,使用有限体积法(FVM)开发了一个沉积比例模型。该激光模型表明,当激光束向构建板外围倾斜时,投射的激光光斑尺寸会增大,从而导致能量密度降低。为了评估激光束倾斜度对多层打印的影响,在 280 毫米 x 280 毫米大小的矩形构建板的中心和远角打印了立方体试样。X 射线计算机断层扫描(X-CT)用于研究内部孔隙,电子反向散射衍射(EBSD)用于表征印刷立方体的微观结构。在 FVM 模拟的基础上对实验结果进行了讨论。
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引用次数: 0
Vertical axis turbine simulations based on sliding and overset meshes 基于滑动和超集网格的垂直轴涡轮机模拟
Pub Date : 2024-08-01 DOI: 10.1088/1757-899x/1312/1/012010
Asmelash Haftu Amaha, Shivasubramanian Gopalakrishnan, Prabhu Ramachandran, Joel Guerrero
Vertical Axis Turbines (VATs) are gaining traction as decentralized energy sources due to their simple design and suitability for various wind conditions. However, understanding VAT aerodynamics requires robust computational methods. This study compares the accuracy and efficiency of two meshing techniques (sliding mesh and overset mesh) for VAT simulations using OpenFOAM. Validation against experimental data confirms the capability of both methods to capture flow physics and predict turbine performance. The results suggest both techniques offer efficient and accurate VAT simulations, providing valuable tools for future VAT optimization and experimental validation.
垂直轴涡轮机(VAT)因其设计简单、适用于各种风况,作为分散式能源正受到越来越多的关注。然而,要了解垂直轴涡轮机的空气动力学特性,就必须采用可靠的计算方法。本研究比较了使用 OpenFOAM 进行 VAT 模拟的两种网格划分技术(滑动网格和超集网格)的精度和效率。根据实验数据进行的验证确认了这两种方法捕捉流动物理特性和预测涡轮机性能的能力。结果表明,这两种技术都能提供高效、准确的 VAT 仿真,为未来的 VAT 优化和实验验证提供了宝贵的工具。
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引用次数: 0
Influence of print-chamber oxygen content on the microstructure and properties of 3D-printed 316L 打印室氧气含量对 3D 打印 316L 的微观结构和性能的影响
Pub Date : 2024-08-01 DOI: 10.1088/1757-899x/1310/1/012007
WY Wang, W Liu, A Godfrey
Samples of 316L stainless steel have been prepared using laser-powder bed fusion from the same batch of powder using different print-chamber oxygen levels, ranging from 50 ppm to 1500 ppm. The oxide particle density is found to increase with oxygen content, while the cell structure is invariant with oxygen level and the grain size shows a relatively sharp transition for measured oxygen levels of above 450 ppm. Based on the microstructural observations it is suggested that the increasing oxygen levels leads to a transition in the solidification pattern. Samples printed at the higher oxygen level show higher strength and lower mechanical anisotropy than samples with a coarser grains structure printed at lower oxygen levels. The main influence of the higher oxide particle content on thermal stability is on the kinetics of recrystallization during isothermal annealing at 1000 °C.
利用激光粉末床熔融技术从同一批粉末中制备了 316L 不锈钢样品,并使用了不同的打印室氧含量(从 50 ppm 到 1500 ppm)。结果发现,氧化物颗粒密度随氧气含量的增加而增加,而晶胞结构则随氧气含量的变化而变化,当测量到的氧气含量超过 450 ppm 时,晶粒大小会出现相对急剧的变化。根据微观结构观察,氧含量的增加会导致凝固模式的转变。与氧含量较低、晶粒结构较粗的样品相比,氧含量较高的样品强度更高,机械各向异性更低。较高的氧化物颗粒含量对热稳定性的主要影响在于 1000 °C 等温退火过程中的再结晶动力学。
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引用次数: 0
Holistic springback compensation procedure 整体回弹补偿程序
Pub Date : 2024-05-01 DOI: 10.1088/1757-899x/1307/1/012034
P Zimmermann, A Birkert, P Saup, F Marner, M Häussermann
The elastic springback during the manufacturing process of stamped car body components causes dimensional deviations. To compensate these deviations, the common approach is to modify the tool surfaces in the opposite direction of the deviations – this is called springback compensation. In the procedure of springback compensation various issues must be solved. To achieve the main goal of a dimensionally accurate part, it must be ensured that, on the one hand the distance normal to the sheet surface between the springback part and the target geometry is within a specified dimensional tolerance. On the other hand, it must be ensured that the surface areas and characteristic lengths of the springback part and that of the target geometry match as closely as possible. In the past, approaches/methods, such as the physical compensation method and the physical scaling approach, have been presented which can successfully counteract these problems. Furthermore, in a multi-stage process in subsequent operations a stable part position must be achieved and unwanted plastic deformations must be avoided during blankholder closing. Therefore, different compensation strategies have been presented, which can fulfil these requirements. However, in the publication of these methods, the problems were always considered individually. This paper shows how all the named requirements can be achieved by combining the individual methods in springback compensation.
在车身冲压部件的制造过程中,弹性回弹会导致尺寸偏差。为了补偿这些偏差,常用的方法是沿偏差的相反方向修改工具表面,这就是所谓的回弹补偿。在回弹补偿过程中,必须解决各种问题。要实现工件尺寸精确的主要目标,一方面必须确保回弹工件与目标几何形状之间的板材表面法线距离在规定的尺寸公差范围内。另一方面,还必须确保回弹零件的表面积和特征长度与目标几何体的表面积和特征长度尽可能匹配。过去,物理补偿法和物理缩放法等方法可以成功解决这些问题。此外,在多道工序的后续操作中,必须实现稳定的工件位置,并避免在 blankholder 关闭过程中产生不必要的塑性变形。因此,人们提出了不同的补偿策略,以满足这些要求。然而,在这些方法的出版过程中,问题总是被单独考虑。本文展示了如何通过将回弹补偿中的单个方法相结合来实现所有指定要求。
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引用次数: 0
Comparison of homogeneous anisotropic hardening models in the case of the direct redrawing of a DP600 steel DP600 钢直接重拉情况下均质各向异性硬化模型的比较
Pub Date : 2024-05-01 DOI: 10.1088/1757-899x/1307/1/012029
N Gautam, S Yoon, F Barlat, S Thuillier
The use of DP600, an advanced high strength steel, has gained significant attention in automotive industry, especially for complex structures that require multi-step forming operations, leading to non-linear strain path changes. From a numerical modelling perspective, the use of advanced constitutive equations has enabled a precise representation of a large range of behaviors, encompassing reverse and orthogonal strain path changes. Within this context, this study is dedicated to the numerical simulation of a two-step deep drawing process based on distortional plasticity. Two models developed within the Homogeneous Anisotropic Hardening (HAH) framework are considered. This study presents a comparison of the model predictions, calibrated over the same experimental database, in terms of their ability to predict the strain path changes and mechanical behavior of the material during the forming process. Several outputs like the punch load evolution and the strain field are compared with experimental data.
DP600 是一种先进的高强度钢材,在汽车行业的使用已获得极大关注,特别是对于需要多步成型操作的复杂结构,会导致非线性应变路径变化。从数值建模的角度来看,使用先进的构成方程可以精确地表示各种行为,包括反向和正交应变路径变化。在此背景下,本研究致力于对基于变形塑性的两步深拉工艺进行数值模拟。研究考虑了在均质各向异性硬化(HAH)框架内开发的两个模型。本研究对模型的预测结果进行了比较,并根据相同的实验数据库进行了校准,比较了模型预测成形过程中材料应变路径变化和机械行为的能力。冲压载荷演变和应变场等几个输出结果与实验数据进行了比较。
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引用次数: 0
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IOP Conference Series: Materials Science and Engineering
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