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Multi-material structures of Ti6Al4V and Ti6Al4V-B4C through directed energy deposition-based additive manufacturing 通过定向能沉积增材制造技术实现 Ti6Al4V 和 Ti6Al4V-B4C 的多材料结构
Pub Date : 2024-07-09 DOI: 10.36922/msam.3571
Nathaniel W. Zuckschwerdt, Amit Bandyopadhyay
The demand for advanced materials has driven innovation in titanium alloy design, particularly in the aerospace, automotive, and biomedical sectors. Additive manufacturing (AM) enables the construction of multi-material structures, offering potential improvements in mechanical properties such as wear resistance and high-temperature capabilities, thus extending the service life of components such as Ti6Al4V. Directed energy deposition (DED)-based metal AM was used to manufacture radial multi-material structures with a Ti6Al4V (Ti64) core and a Ti6Al4V-5 wt.% B4C composite outer layer. X-ray diffraction analysis and microstructural observation suggest that distinct B4C particles are strongly attached to the Ti6Al4V matrix. The addition of B4C increased the average hardness from 313 HV for Ti6Al4V to 538 HV for the composites. The addition of 5 wt.% B4C in Ti6Al4V increased the average compressive yield strength (YS) to 1440 MPa from 972 MPa for the control Ti6Al4V, i.e., >48% increase without any significant change in the elastic modulus. The radial multi-material structures did not exhibit any changes in the compressive modulus compared to Ti6Al4V but displayed an increase in the average compressive YS to 1422 MPa, i.e., >45% higher compared to Ti6Al4V. Microstructural characterization revealed a smooth transition from the pure Ti6Al4V at the core to the Ti64-B4C composite outer layer. No interfacial failure was observed during compressive deformation, indicating a strong metallurgical bonding during multi-material radial composite processing. Our results demonstrated that a significant improvement in mechanical properties can be achieved in one AM build operation through designing innovative multi-material structures using DED-based AM.
对先进材料的需求推动了钛合金设计的创新,尤其是在航空航天、汽车和生物医学领域。增材制造(AM)可以制造出多材料结构,提供潜在的机械性能改进,如耐磨性和耐高温能力,从而延长 Ti6Al4V 等部件的使用寿命。基于定向能沉积 (DED) 的金属 AM 被用于制造具有 Ti6Al4V (Ti64) 内核和 Ti6Al4V-5 wt.% B4C 复合外层的径向多材料结构。X 射线衍射分析和微观结构观察表明,不同的 B4C 颗粒牢固地附着在 Ti6Al4V 基体上。添加 B4C 后,复合材料的平均硬度从 Ti6Al4V 的 313 HV 提高到 538 HV。在 Ti6Al4V 中添加 5 wt.% 的 B4C 可将平均抗压屈服强度 (YS) 从对照组 Ti6Al4V 的 972 MPa 提高到 1440 MPa,即提高了 48%,而弹性模量没有发生任何显著变化。与 Ti6Al4V 相比,径向多材料结构的压缩模量没有发生任何变化,但平均压缩 YS 增加到 1422 兆帕,即与 Ti6Al4V 相比增加了 45%。微观结构特征显示,从内核的纯 Ti6Al4V 到外层的 Ti64-B4C 复合材料过渡平稳。在压缩变形过程中未观察到界面失效,这表明在多材料径向复合材料加工过程中存在牢固的冶金结合。我们的研究结果表明,通过使用基于 DED 的 AM 设计创新的多材料结构,可以在一次 AM 构建操作中显著提高机械性能。
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引用次数: 0
Current materials for 3D-printed flexible medical electrodes 目前用于 3D 打印柔性医用电极的材料
Pub Date : 2023-12-12 DOI: 10.36922/msam.2084
Yiting Huang, Qi Zhu, Haofan Liu, Ya Ren, Li Zhang, Maling Gou
Electrodes serve as essential tools for both acquiring and stimulating electrical signals, pivotal in monitoring human health through electrophysiological signals and playing a significant role in disease management and treatment. Notably, Young’s modulus of flexible electrodes is similar to that of tissues and organs, thereby avoiding tissue or organ damage arising from mechanical mismatch. Thus, flexible electrodes become the fundamental devices for ensuring the stable, long-term acquisition of electrical signals and delivering reversed electrical stimulation to guide disease treatment. Reducing the size of flexible electrodes and increasing the number of electrode channels are significant for improving the sensitivity and accuracy of signal acquisition. In comparison to traditional manufacturing methods, 3D printing technology is able to fabricate products with higher resolution at a much faster speed. It is customizable and provides a novel approach for preparing flexible electrodes. Many conductive materials have been developed and applied to prepare flexible electrodes, and some have been integrated into 3D printing techniques, driving forward the development of 3D-printed flexible electrodes in medical fields. This article reviews recent research advances concerning the combination of these materials with 3D printing technology to prepare flexible electrodes and categorizes the materials into four main groups, namely metallic materials, carbon-based materials, conductive polymers, and other materials. In addition, we outline the future directions regarding the application of 3D-printed flexible electrodes in clinical research and medical translation.
电极是获取和刺激电信号的重要工具,在通过电生理信号监测人体健康方面发挥着关键作用,并在疾病管理和治疗方面发挥着重要作用。值得注意的是,柔性电极的杨氏模量与组织和器官的杨氏模量相似,从而避免了因机械不匹配造成的组织或器官损伤。因此,柔性电极成为确保长期稳定采集电信号和提供反向电刺激以指导疾病治疗的基本设备。缩小柔性电极的尺寸和增加电极通道的数量对于提高信号采集的灵敏度和准确性意义重大。与传统制造方法相比,3D 打印技术能够以更快的速度制造出分辨率更高的产品。它可以定制,为制备柔性电极提供了一种新方法。许多导电材料已被开发和应用于制备柔性电极,其中一些已被集成到三维打印技术中,推动了三维打印柔性电极在医疗领域的发展。本文回顾了将这些材料与三维打印技术相结合制备柔性电极的最新研究进展,并将这些材料分为四大类,即金属材料、碳基材料、导电聚合物和其他材料。此外,我们还概述了三维打印柔性电极在临床研究和医学转化中的未来应用方向。
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引用次数: 0
An experimental study on 3D-printed continuous fiber-reinforced composite auxetic structures 关于 3D 打印连续纤维增强复合材料辅助结构的实验研究
Pub Date : 2023-12-12 DOI: 10.36922/msam.2159
Peiqing Liu, Jikai Liu
Auxetic structures have negative Poisson’s ratios (NPR). Due to the unique deformation mechanism, auxetic structures possess extraordinary mechanical properties, such as indentation resistance, shear resistance, fracture toughness, and energy absorption capability. However, the stiffness and load-bearing capacity are the weak points for auxetic structures. 3D printing of continuous fiber-reinforced composite enables the fabrication of lightweight and highly stiff complex structures, providing a perfect manufacturing method to remedy the shortcomings of auxetic structures. This work investigated the mechanical properties of 3D-printed continuous fiber-reinforced composite auxetic structures. In this study, we utilized continuous fiber-reinforced composite 3D printing to fabricate two types of auxetic structures. The fiber path configurations were varied among the test specimens to explore the effect of fiber distribution on mechanical properties. A uniaxial tensile test was performed to evaluate the tensile properties and Poisson’s ratio of continuous fiber-reinforced composite auxetic structures. Results showed that the tensile modulus and strength have been dramatically improved with a minor mass increase. The auxetic behavior can be strengthened by properly allocating the reinforcing fibers. However, the addition of continuous fiber led to different performances on the selected auxetic structures. In summary, two out of the five specimens demonstrated simultaneous improvements in stiffness, strength, and auxeticity across the conducted tests.
磁性结构具有负泊松比(NPR)。由于其独特的变形机制,辅助结构具有非凡的机械性能,如抗压痕、抗剪切、断裂韧性和能量吸收能力。然而,刚度和承载能力是辅助结构的薄弱环节。连续纤维增强复合材料的三维打印技术可以制造出轻质、高刚度的复杂结构,为弥补辅助结构的不足提供了一种完美的制造方法。这项工作研究了三维打印连续纤维增强复合材料辅助结构的力学性能。在这项研究中,我们利用连续纤维增强复合材料三维打印技术制造了两种类型的辅助结构。为了探索纤维分布对力学性能的影响,我们在试样中改变了纤维路径配置。我们进行了单轴拉伸试验,以评估连续纤维增强复合材料辅助结构的拉伸性能和泊松比。结果表明,在质量略有增加的情况下,拉伸模量和强度得到了显著提高。通过合理配置增强纤维,可增强辅助性能。然而,连续纤维的添加导致了所选辅助结构的不同性能。总之,在五种试样中,有两种试样在刚度、强度和辅助性能方面同时得到了改善。
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引用次数: 0
Metal additive manufacturing of orthopedic bone plates: An overview 骨科骨板的金属添加剂制造:概述
Pub Date : 2023-12-08 DOI: 10.36922/msam.2113
Weiting Xu, Aydin Nassehi, Fengyuan Liu
Orthopedic bone plates, traditionally made from materials such as stainless steel or titanium alloy, have been pivotal in treating fractures. However, the disparity in modulus between these metals and natural bone leads to challenges, especially stress shielding, which can hinder optimal healing and cause issues such as bone resorption. In addition, the increase in complex fractures due to osteoporosis and demographic changes also points to the limitations of standard bone plates. This evolving landscape underscores the growing need for patient-specific solutions. This review delves into the advantages and challenges concerning the material choice, design, and production processes for the additive manufacturing (AM) of bone plates. AM offers the potential to customize bone plates using detailed computerized tomography scans or topology optimization, paving the way for unparalleled customization and potentially more effective bone regeneration. However, the intricacies of AM, from choosing the right materials to final production, add layers of complexity. An innovative methodology in the field of laser-metal Additive Manufacturing, known as Material-Structure-Performance Integrated AM (MSPI-AM), is at the forefront of tackling existing challenges, with the goal of enhancing the overall process in this domain. This strategy seamlessly blends material properties, structural components, and functional performance. Enriched by the analytical capabilities of artificial intelligence, this comprehensive method aims to enhance the AM process. It envisions a future where orthopedic treatments are not just functional but also are personalized masterpieces that reflect individual patient needs and address a variety of fracture scenarios.
骨科骨板传统上由不锈钢或钛合金等材料制成,在治疗骨折方面起着举足轻重的作用。然而,这些金属与天然骨骼之间的模量差异带来了挑战,尤其是应力屏蔽,这会阻碍最佳愈合并导致骨吸收等问题。此外,骨质疏松症和人口结构变化导致复杂骨折的增加,也说明了标准骨板的局限性。这种不断变化的情况凸显了对患者特定解决方案的需求日益增长。本综述深入探讨了骨板增材制造(AM)在材料选择、设计和生产工艺方面的优势和挑战。AM 可通过详细的计算机断层扫描或拓扑优化来定制骨板,为无与伦比的定制和更有效的骨再生铺平道路。然而,从选择合适的材料到最终生产,AM 技术的复杂性层出不穷。激光金属增材制造领域的一种创新方法,即材料-结构-性能一体化增材制造(MSPI-AM),正处于应对现有挑战的最前沿,其目标是提高该领域的整体工艺水平。这一战略将材料特性、结构组件和功能性能完美地融合在一起。这种综合方法借助人工智能的分析能力,旨在增强 AM 工艺。在它的设想中,未来的骨科治疗不仅是功能性的,而且是个性化的杰作,能反映患者的个性化需求,并能解决各种骨折情况。
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引用次数: 0
An exploratory study on biocompatible Ti-6Mn-4Mo alloy manufactured by directed energy deposition 关于定向能沉积技术制造的生物相容性钛-6锰-4钼合金的探索性研究
Pub Date : 2023-12-08 DOI: 10.36922/msam.2180
Roman Savinov, Yachao Wang, Jing Shi
Titanium is a widely used metal in biomedical applications due to its low toxicity, but its mechanical properties need to be tailored for different applications. Efforts are called for to search for effective and yet non-toxic elements to be alloyed with Ti to improve its strength. Fitting in this category, Mn and Mo are two such alloying elements. In this study, Ti-6Mn-4Mo alloy was manufactured by laser-directed energy deposition (DED) through in situ alloying of Ti, Mn, and Mo elemental powders. This study was intended to not only demonstrate for the first time the printability of the Ti-Mn-Mo ternary system by laser DED but also investigate the basic mechanical properties and corrosion resistance of the obtained alloy. Under the as-built condition, the alloy consisted mainly of ß phase, while after heat treatment it was transformed into α phase. The average ultimate tensile strength under as-built condition was 706.0 MPa, lower than similar alloys from conventional methods. However, the average hardness reached 421.1 HV for the as-built condition, much higher than the similar alloys made through conventional methods. On the other hand, the corrosion resistance of the obtained alloy was found to be relatively low compared to similar alloys produced with traditional methods. In addition, heat treatment was not able to significantly change the tensile properties or the corrosion resistance. In essence, the exploratory study indicates that the DED-produced Ti-Mn-Mo alloy could be deposited without cracks and major voids, and shows that its high hardness and modulus are attractive to applications for high wear resistance. However, further investigation is needed to improve strength, ductility, and corrosion resistance of the alloy.
钛因其低毒性而被广泛应用于生物医学领域,但其机械性能需要针对不同的应用进行调整。人们需要努力寻找有效且无毒的元素与钛进行合金化,以提高其强度。锰和钼就是这样的两种合金元素。在本研究中,通过对钛、锰和钼元素粉末进行原位合金化,利用激光定向能量沉积(DED)制造出了钛-6锰-4钼合金。该研究不仅首次证明了激光定向能沉积技术对 Ti-Mn-Mo 三元体系的可印刷性,还对所获得合金的基本机械性能和耐腐蚀性能进行了研究。在坯料状态下,合金主要由 ß 相组成,而在热处理后则转变为 α 相。坯料状态下的平均极限抗拉强度为 706.0 兆帕,低于传统方法制备的同类合金。然而,坯料的平均硬度达到了 421.1 HV,远高于传统方法制成的同类合金。另一方面,与传统方法生产的类似合金相比,所获得合金的耐腐蚀性相对较低。此外,热处理并不能显著改变拉伸性能或耐腐蚀性。从本质上讲,这项探索性研究表明,DED 生产的钛锰钼合金可以沉积成没有裂纹和主要空隙的合金,并显示出其高硬度和高模量对高耐磨性应用的吸引力。不过,要提高合金的强度、延展性和耐腐蚀性,还需要进一步研究。
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引用次数: 0
Considerations about highly crystalline cellulose microfiber additive from Eucalyptus grandis for 3D-printing acrylonitrile butadiene styrene filament 巨桉高结晶纤维素微纤维添加剂用于3d打印丙烯腈-丁二烯-苯乙烯长丝的考虑
Pub Date : 2023-06-23 DOI: 10.36922/msam.1000
M. Sánchez, Augusto G. Nobre, J. A. E. Martinez, João F. Campanaro, Vitor M. L. Vargas
The current work aimed to produce acrylonitrile butadiene styrene (ABS) filament with cellulose microfibers additive for three-dimensional (3D)-printing and perform initial mechanical characterizations. 3D printing is a Fourth Industrial Revolution enabling technology aimed at smart production process. Cellulose is an organic molecule extremely common in nature with potential application as materials reinforcement. Highly crystalline cellulose microfibers were extracted from certified Eucalyptus grandis wood. E. grandis is a species native to Australia, but widely used in reforestation initiatives on a global scale. Cellulose microfiber was inserted at 0.5% in weight into commercial ABS to produce filaments for 3D printing. After the production of pure ABS and ABS with microcellulose filaments, specimens were printed using fused deposition modeling for traction, flexion, and impact tests, in addition to measuring the melt flow index. The results between the two materials were compared, revealing that most of the mechanical properties were similar within the limits of experimental errors, but the strain at break in the traction test was improved in microfibers composite, in addition to an improvement in the elastic modulus and stress at break in flexion test. On melt flow index measurement, both materials were found to be considerably more fluid than the polymer from commercial producer sources. This is an indication that the ABS degraded throughout the process, losing molar mass. However, our work demonstrated that it is possible to add highly crystalline cellulose microfibers to ABS to form filaments for 3D printing.
目前的工作旨在用纤维素微纤维添加剂生产用于三维(3D)打印的丙烯腈-丁二烯-苯乙烯(ABS)长丝,并进行初步的力学表征。3D打印是第四次工业革命的赋能技术,旨在实现智能生产过程。纤维素是自然界中极为常见的一种有机分子,具有作为增强材料的潜在应用价值。高结晶纤维素微纤维是从经认证的大桉树木材中提取的。大叶菊是一种原产于澳大利亚的物种,但在全球范围内广泛用于重新造林计划。纤维素微纤维以0.5%的重量插入到商用ABS中,以生产用于3D打印的长丝。在生产出纯ABS和带有微纤维素长丝的ABS后,除了测量熔体流动指数外,还使用熔融沉积模型打印样品进行牵引、弯曲和冲击测试。对比两种材料的实验结果,发现在实验误差范围内,大部分力学性能相似,但微纤维复合材料在牵引试验中的断裂应变有所改善,在弯曲试验中弹性模量和断裂应力有所改善。在熔体流动指数测量中,发现这两种材料都比商业生产来源的聚合物更具流动性。这表明ABS在整个过程中降解,失去摩尔质量。然而,我们的研究表明,将高结晶纤维素微纤维添加到ABS中形成用于3D打印的长丝是可能的。
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引用次数: 0
Preliminary investigation on tensile and fatigue properties of Ti6Al4V manufactured by selected laser melting 选择性激光熔化制备Ti6Al4V合金拉伸疲劳性能的初步研究
Pub Date : 2023-06-22 DOI: 10.36922/msam.0912
Zhenhui Lu, Sandra Leong Lai San, M. Tan, J. An, Yi Zhang, C. Chua
Selective laser melting (SLM) is a promising additive manufacturing method that falls under the category of powder bed fusion (PBF) technology. It has many advantages such as material versatility, efficiency, and the ability to print complex parts without additional machining. However, its surface quality and fatigue properties have been found to be inferior to traditional manufacturing methods. Process-related defects such as pores, incomplete fusion, and un-melted powders give rise to areas of stress concentrations, which lead to mechanical inferiority such as poor fatigue strength. This study aims to investigate and optimize the printing process parameters for Ti6Al4V fabricated by SLM to reduce process-related defects and to investigate their relative density, tensile, and fatigue properties. Ti6Al4V specimens were printed in both 30- and 130-μm layer thicknesses using SLM280 and subjected to tensile and fatigue testing according to ASTM standards. The relative density of Ti6Al4V samples built by 30-µm layer thickness is 99.97 ± 0.02 % (n = 8). The relative density of Ti6Al4V samples built by 130-µm layer thickness is 99.96 ± 0.02 % (n = 8). The average ultimate tensile strength (UTS) of specimens with 30-μm layer thickness is 1152.8 ± 23.8 MPa (n = 4). The average UTS of specimens with 130-μm layer thickness is 1075.5 ± 46.8 MPa (n = 4). S/N curve of the fatigue performance of Ti6Al4V samples printed by 30-μm layer thickness was also obtained. Possible factors impacting the tensile property of SLM-produced parts, such as layer thickness, build orientation, and post-process, are discussed in this paper. Furthermore, crack propagation and surface quality were observed using optical microscopes, laser scanning microscopes, and scanning electron microscopes. The findings of this study will contribute to the improvement of SLM-printed Ti6Al4V parts, which can be potentially applied in the aerospace industry, where fatigue strength is critical to ensuring safety.
选择性激光熔化(SLM)是一种很有前途的增材制造方法,属于粉末床熔融(PBF)技术的范畴。它具有许多优点,如材料的通用性,效率和打印复杂零件的能力,而无需额外的加工。然而,其表面质量和疲劳性能不如传统的制造方法。与工艺相关的缺陷,如气孔、不完全熔化和未熔化的粉末,会产生应力集中区域,从而导致机械性能低下,如疲劳强度差。本研究旨在研究和优化用SLM法制备Ti6Al4V的打印工艺参数,以减少工艺缺陷,并研究其相对密度、拉伸和疲劳性能。采用SLM280打印30 μm和130 μm厚度的Ti6Al4V试样,并按照ASTM标准进行拉伸和疲劳试验。Ti6Al4V样本的相对密度由30 -µm层厚度是99.97±0.02%的相对密度(n = 8)。Ti6Al4V样本由130 -µm层厚度是99.96±0.02% (n = 8)。平均极限抗拉强度(ut)的标本30 -μm层厚度是1152.8±23.8 MPa (n = 4)。样本的平均生产130 -μm层厚度是1075.5±46.8 MPa (n = 4)。S / n Ti6Al4V样本的疲劳性能曲线打印30 -μm层厚度也获得的。本文讨论了影响slm生产零件拉伸性能的可能因素,如层厚、构建方向和后处理。利用光学显微镜、激光扫描显微镜和扫描电镜对裂纹扩展和表面质量进行了观察。这项研究的结果将有助于改进slm打印的Ti6Al4V零件,这可以潜在地应用于航空航天工业,在航空航天工业中,疲劳强度对确保安全至关重要。
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引用次数: 0
Laser additive manufacturing of microchannel array structure inspired by lobster eyes: Forming ability and optical focusing performance 龙虾眼启发的激光增材制造微通道阵列结构:成形能力和光学聚焦性能
Pub Date : 2023-06-22 DOI: 10.36922/msam.0361
Luhao Yuan, D. Gu, Kaijie Lin, Xinyu Shi, He Liu, Han Zhang, Xin Liu, Jianfeng Sun
After millions of years of evolution, nature has evolved materials and structures with excellent performance and has provided a source of inspiration for designing high-performance structures. The bionic lobster eye structure (BLES) is a typical example of imitating the good light-focusing performance of lobster eyes. Here, the BLESs with different structural parameters were designed and fabricated by laser powder bed fusion (LPBF). The experimental results demonstrated that the highest relative density of 99.98% can be obtained at a laser power of 400 W and scanning speed of 2200 mm/s, and the upper profile in each microchannel formed under this parameter was regular. All BLESs exhibited a bright central focal facula with a diffuse background on the focus plate. The light-collecting ability of LPBF-processed BLES was decreased with the increase of the upper width of microchannel (UWM), and samples with a small UWM (1.0 mm and 1.25 mm) had a good light-focusing ability. The light intensity on the analysis surface increased as the analysis surface was away from the center of BLES (optical axis), which was detrimental to the optical focusing performance. The BLES could potentially be applied to satellites to improve the efficiency of light collection of the satellite while reducing the probability of being detected.
经过数百万年的进化,大自然进化出了性能优异的材料和结构,为设计高性能结构提供了灵感来源。仿生龙虾眼结构(BLES)是模仿龙虾眼睛良好的光聚焦性能的典型例子。本文采用激光粉末床熔合(LPBF)技术,设计并制备了具有不同结构参数的BLESs。实验结果表明,当激光功率为400 W,扫描速度为2200 mm/s时,相对密度最高可达99.98%,且在该参数下形成的各微通道上轮廓较为规则。所有的BLESs都表现出明亮的中心焦点光斑,焦点板上有漫射背景。lpbf处理的BLES的集光能力随着微通道上宽度(UWM)的增加而降低,UWM较小(1.0 mm和1.25 mm)的样品具有良好的光聚焦能力。当分析面远离BLES(光轴)中心时,分析面上的光强增加,不利于光学聚焦性能。BLES有可能应用于卫星,以提高卫星的光收集效率,同时降低被探测的概率。
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引用次数: 0
Energy absorption and recoverability of Moore space-filling thin-walled structures 摩尔填充空间薄壁结构的能量吸收与可恢复性
Pub Date : 2023-03-24 DOI: 10.36922/msam.53
Changlang Wu, V. Nguyen-Van, Phuong Tran
This paper proposes novel thin-walled structures inspired by Moore space-filling curves. Nine designs, featuring three fractal hierarchies (1st, 2nd, and 3rd orders) with three different relative densities (20%, 30%, and 40%), were used as cross-sectional configurations of the thin-walled structures. Specimens were manufactured using a material extrusion additive manufacturing technique, fused filament fabrication, with a carbon fiber-reinforced composite. Quasi-static compression tests from in-plane direction were conducted to investigate the influences of fractal hierarchy and relative density on the energy absorption capacity. Finite element models were developed to compare with the experiments and to further explore the 4th order structures. A certain level of compliance and snap-in instability were observed in all the structures. These properties show great potential for such thin-walled structures to absorb more energy by enduring large strain. Among them, the 2nd order structures exhibited the best energy absorption capacity. Furthermore, loading and unloading compression tests were performed on the 2nd and 3rd order structures (relative density of 20%) to evaluate their resilience toward displacement and damages. The residual strain and dissipated energy ratio demonstrated that the 2nd order structure outperformed the 3rd order structure owing to its less compliant feature. The integration of Moore curves with thin-walled structures contributes to great compliance and snap-in instability, offering a new approach to designing lightweight energy absorption structures.
本文提出了受摩尔空间填充曲线启发的新型薄壁结构。9个设计,具有3个分形层次(1、2、3阶)和3种不同的相对密度(20%、30%和40%),作为薄壁结构的截面配置。样品是使用材料挤压增材制造技术制造的,熔融长丝制造,碳纤维增强复合材料。通过面内方向的准静态压缩试验,研究了分形层次和相对密度对吸能能力的影响。建立了有限元模型,与实验结果进行了比较,并对四阶结构进行了进一步研究。在所有结构中都观察到一定程度的顺应性和snap-in不稳定性。这些特性显示了这种薄壁结构通过承受大应变来吸收更多能量的巨大潜力。其中,二阶结构的吸能能力最好。此外,对二级和三级结构(相对密度为20%)进行了加载和卸载压缩试验,以评估其对位移和损伤的恢复能力。残余应变和耗散能比表明,二阶结构的柔顺性较弱,其性能优于三阶结构。摩尔曲线与薄壁结构的结合具有良好的顺应性和卡入不稳定性,为轻量化吸能结构的设计提供了新的途径。
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引用次数: 1
Data imputation strategies for process optimization of laser powder bed fusion of Ti6Al4V using machine learning 基于机器学习的Ti6Al4V激光粉末床熔合工艺优化数据输入策略
Pub Date : 2023-03-22 DOI: 10.36922/msam.50
G. D. Goh, Xi Huang, Sheng Huang, Jia Li Janessa Thong, Jia Jun Seah, W. Yeong
A database linking process parameters and material properties for additive manufacturing enables the performance of the material to be determined based on the process parameters, which are useful in the design and fabrication stage of a product. The data, however, are often incomplete as each individual research work focused on certain process parameters and material properties due to the wide range of variables available. Imputation of missing data is thus required to complete the material library. In this work, we attempt to collate the data of Ti6Al4V, a popular alloy used in aerospace and biomedical industries, fabricated using powder bed fusion, or commonly known as selective laser melting (SLM). Various imputation techniques of missing data of the SLM Ti6Al4V dataset, such as the k-nearest neighbor (kNN), multivariate imputation by chained equations, and graph imputation neural network (GINN) are investigated in this article. It was observed that kNN performed better in imputing variables related to process parameters, whereas GINN performed better in variables related to material properties. To further improve the quality of imputation, a strategy to use the median of the imputed values obtained from the three models has resulted in significant improvement in terms of the relative mean square error. Self-organizing map was used to visualize the relationship among the process parameters and the material properties.
连接增材制造工艺参数和材料特性的数据库可以根据工艺参数确定材料的性能,这在产品的设计和制造阶段是有用的。然而,这些数据往往是不完整的,因为每个单独的研究工作都集中在某些工艺参数和材料特性上,这是由于可用的变量范围很广。因此,需要输入缺失的数据来完成素材库。在这项工作中,我们试图整理Ti6Al4V的数据,Ti6Al4V是一种用于航空航天和生物医学工业的流行合金,使用粉末床熔合或通常称为选择性激光熔化(SLM)制造。本文研究了SLM Ti6Al4V数据集缺失数据的k-最近邻(kNN)、链式方程多元归算和图归算神经网络(GINN)等多种归算技术。观察到,kNN在输入与工艺参数相关的变量时表现更好,而GINN在输入与材料性能相关的变量时表现更好。为了进一步提高imputation的质量,一种使用从三个模型中获得的imputation值的中位数的策略在相对均方误差方面取得了显著的改善。采用自组织图将工艺参数与材料性能之间的关系可视化。
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引用次数: 1
期刊
Materials Science in Additive Manufacturing
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