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Enhanced fracture toughness and tensile strength of 3D printed recycled ABS composites reinforced with continuous metallic fiber for load-bearing application 用连续金属纤维增强的 3D 打印再生 ABS 复合材料的断裂韧性和拉伸强度,用于承重应用
IF 3.9 4区 工程技术 Q1 Engineering Pub Date : 2024-03-26 DOI: 10.1108/rpj-01-2024-0021
Vishal Mishra, Ch. Kapil Ror, S. Negi, Simanchal Kar
PurposeThis study aims to present an experimental approach to develop a high-strength 3D-printed recycled polymer composite reinforced with continuous metal fiber.Design/methodology/approachThe continuous metal fiber composite was 3D printed using recycled and virgin acrylonitrile butadiene styrene-blended filament (RABS-B) in the ratio of 60:40 and postused continuous brass wire (CBW). The 3D printing was done using an in-nozzle impregnation technique using an FFF printer installed with a self-modified nozzle. The tensile and single-edge notch bend (SENB) test samples are fabricated to evaluate the tensile and fracture toughness properties compared with VABS and RABS-B samples.FindingsThe tensile and SENB tests revealed that RABS-B/CBW composite 3D printed with 0.7 mm layer spacing exhibited a notable improvement in Young’s modulus, ultimate tensile strength, elongation at maximum load and fracture toughness by 51.47%, 18.67% and 107.3% and 22.75% compared to VABS, respectively.Social implicationsThis novel approach of integrating CBW with recycled thermoplastic represents a significant leap forward in material science, delivering superior strength and unlocking the potential for advanced, sustainable composites in demanding engineering fields.Originality/valueLimited research has been conducted on the in-nozzle impregnation technique for 3D printing metal fiber-reinforced recycled thermoplastic composites. Adopting this method holds the potential to create durable and high-strength sustainable composites suitable for engineering applications, thereby diminishing dependence on virgin materials.
设计/方法/途径使用回收的和原生的丙烯腈-丁二烯-苯乙烯共混长丝(RABS-B)以 60:40 的比例和使用后的连续黄铜丝(CBW)对连续金属纤维复合材料进行三维打印。三维打印采用了喷嘴内浸渍技术,使用的是安装了自改性喷嘴的 FFF 打印机。拉伸和 SENB 测试结果表明,与 VABS 和 RABS-B 样品相比,采用 0.7 mm 层间距 3D 打印的 RABS-B/CBW 复合材料在杨氏模量、极限拉伸强度、最大载荷伸长率和断裂韧性方面都有显著提高,分别提高了 51.47%、18.67%、107.3% 和 22.75%。社会意义这种将 CBW 与回收热塑性塑料相结合的新方法代表了材料科学的重大飞跃,可提供卓越的强度,并为要求苛刻的工程领域中先进的可持续复合材料挖掘潜力。采用这种方法有可能制造出适用于工程应用的耐用、高强度可持续复合材料,从而减少对原始材料的依赖。
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引用次数: 0
3D printing of personalised stents using new advanced photopolymerizable resins and Ti-6Al-4V alloy 使用新型先进光聚合树脂和 Ti-6Al-4V 合金 3D 打印个性化支架
IF 3.9 4区 工程技术 Q1 Engineering Pub Date : 2024-03-19 DOI: 10.1108/rpj-10-2023-0360
D. Băilă, Filippo Sanfilippo, Tom Savu, Filip Górski, I. Radu, Cătălin Zaharia, Constantina Anca Parau, Martin Zelenay, Pacurar Razvan
PurposeThe development of new advanced materials, such as photopolymerizable resins for use in stereolithography (SLA) and Ti6Al4V manufacture via selective laser melting (SLM) processes, have gained significant attention in recent years. Their accuracy, multi-material capability and application in novel fields, such as implantology, biomedical, aviation and energy industries, underscore the growing importance of these materials. The purpose of this study is oriented toward the application of new advanced materials in stent manufacturing realized by 3D printing technologies.Design/methodology/approachThe methodology for designing personalized medical devices, implies computed tomography (CT) or magnetic resonance (MR) techniques. By realizing segmentation, reverse engineering and deriving a 3D model of a blood vessel, a subsequent stent design is achieved. The tessellation process and 3D printing methods can then be used to produce these parts. In this context, the SLA technology, in close correlation with the new types of developed resins, has brought significant evolution, as demonstrated through the analyses that are realized in the research presented in this study. This study undertakes a comprehensive approach, establishing experimentally the characteristics of two new types of photopolymerizable resins (both undoped and doped with micro-ceramic powders), remarking their great accuracy for 3D modeling in die-casting techniques, especially in the production process of customized stents.FindingsA series of analyses were conducted, including scanning electron microscopy, energy-dispersive X-ray spectroscopy, mapping and roughness tests. Additionally, the structural integrity and molecular bonding of these resins were assessed by Fourier-transform infrared spectroscopy–attenuated total reflectance analysis. The research also explored the possibilities of using metallic alloys for producing the stents, comparing the direct manufacturing methods of stents’ struts by SLM technology using Ti6Al4V with stent models made from photopolymerizable resins using SLA. Furthermore, computer-aided engineering (CAE) simulations for two different stent struts were carried out, providing insights into the potential of using these materials and methods for realizing the production of stents.Originality/valueThis study covers advancements in materials and additive manufacturing methods but also approaches the use of CAE analysis, introducing in this way novel elements to the domain of customized stent manufacturing. The emerging applications of these resins, along with metallic alloys and 3D printing technologies, have brought significant contributions to the biomedical domain, as emphasized in this study. This study concludes by highlighting the current challenges and future research directions in the use of photopolymerizable resins and biocompatible metallic alloys, while also emphasizing the integration of artificial intelligence in the design pr
目的 近年来,用于立体光刻(SLA)和通过选择性激光熔融(SLM)工艺制造 Ti6Al4V 的可光聚合树脂等新型先进材料的开发备受关注。这些材料的精确性、多材料能力以及在植入学、生物医学、航空和能源工业等新领域的应用,凸显了其日益增长的重要性。本研究的目的是通过三维打印技术实现新型先进材料在支架制造中的应用。设计/方法/途径设计个性化医疗设备的方法包括计算机断层扫描(CT)或磁共振(MR)技术。通过对血管进行分割、逆向工程和生成三维模型,可实现后续的支架设计。然后就可以使用镶嵌工艺和三维打印方法来生产这些部件。在这种情况下,SLA 技术与新型树脂的开发密切相关,带来了重大的发展,本研究中的分析就证明了这一点。本研究采用综合方法,通过实验确定了两种新型光聚合树脂(未掺杂和掺杂微陶瓷粉末)的特性,并指出了它们在压铸技术中用于三维建模的高精确度,特别是在定制支架的生产过程中。研究结果 进行了一系列分析,包括扫描电子显微镜、能量色散 X 射线光谱、绘图和粗糙度测试。此外,还通过傅立叶变换红外光谱-衰减全反射分析评估了这些树脂的结构完整性和分子键合情况。研究还探讨了使用金属合金制造支架的可能性,比较了使用 Ti6Al4V 的 SLM 技术直接制造支架支柱的方法和使用 SLA 的可光聚合树脂制造支架模型的方法。此外,还对两种不同的支架支柱进行了计算机辅助工程(CAE)模拟,从而深入了解了使用这些材料和方法实现支架生产的潜力。正如本研究中所强调的,这些树脂以及金属合金和三维打印技术的新兴应用为生物医学领域做出了重大贡献。本研究最后强调了在使用可光聚合树脂和生物相容性金属合金方面当前面临的挑战和未来的研究方向,同时还强调了将人工智能融入定制支架的设计过程中,并将用于生产这些支架的三维打印技术考虑在内。
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引用次数: 0
Fabrication of crack-free aluminum alloy 6061 parts using laser foil printing process 使用激光箔印刷工艺制作无裂纹铝合金 6061 零件
IF 3.9 4区 工程技术 Q1 Engineering Pub Date : 2024-03-18 DOI: 10.1108/rpj-10-2023-0370
Yu-Xiang Wang, C. Hung, Hans Pommerenke, Sung-Heng Wu, Tsai-Yun Liu
PurposeThis paper aims to present the fabrication of 6061 aluminum alloy (AA6061) using a promising laser additive manufacturing process, called the laser-foil-printing (LFP) process. The process window of AA6061 in LFP was established to optimize process parameters for the fabrication of high strength, dense and crack-free parts even though AA6061 is challenging for laser additive manufacturing processes due to hot-cracking issues.Design/methodology/approachThe multilayers AA6061 parts were fabricated by LFP to characterize for cracks and porosity. Mechanical properties of the LFP-fabricated AA6061 parts were tested using Vicker’s microhardness and tensile testes. The electron backscattered diffraction (EBSD) technique was used to reveal the grain structure and preferred orientation of AA6061 parts.FindingsThe crack-free AA6061 parts with a high relative density of 99.8% were successfully fabricated using the optimal process parameters in LFP. The LFP-fabricated parts exhibited exceptional tensile strength and comparable ductility compared to AA6061 samples fabricated by conventional laser powder bed fusion (LPBF) processes. The EBSD result shows the formation of cracks was correlated with the cooling rate of the melt pool as cracks tended to develop within finer grain structures, which were formed in a shorter solidification time and higher cooling rate.Originality/valueThis study presents the pioneering achievement of fabricating crack-free AA6061 parts using LFP without the necessity of preheating the substrate or mixing nanoparticles into the melt pool during the laser melting. The study includes a comprehensive examination of both the mechanical properties and grain structures, with comparisons made to parts produced through the traditional LPBF method.
目的 本文旨在介绍使用一种前景看好的激光增材制造工艺--激光箔打印(LFP)工艺--制造 6061 铝合金(AA6061)的情况。尽管由于热裂纹问题,AA6061 对激光快速成型制造工艺而言具有挑战性,但本文仍建立了 AA6061 在 LFP 中的工艺窗口,以优化工艺参数,从而制造出高强度、致密且无裂纹的零件。使用维氏硬度和拉伸试验测试了 LFP 制造的 AA6061 部件的机械性能。研究结果利用 LFP 的最佳工艺参数成功制造出了无裂纹 AA6061 零件,其相对密度高达 99.8%。与传统的激光粉末床熔融(LPBF)工艺制作的 AA6061 样品相比,LFP 制成的零件具有优异的抗拉强度和相当的延展性。EBSD 结果表明,裂纹的形成与熔池的冷却速度有关,因为裂纹倾向于在较细的晶粒结构中形成,而这些晶粒结构是在较短的凝固时间和较高的冷却速度下形成的。 原创性/价值 本研究展示了使用 LFP 制造无裂纹 AA6061 零件的开创性成果,在激光熔化过程中无需预热基体或在熔池中混合纳米颗粒。该研究包括对机械性能和晶粒结构的全面检查,并与通过传统 LPBF 方法制造的零件进行了比较。
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引用次数: 0
Understanding the consolidation mechanism of selective laser sintering/powder bed selective laser process of ceramics: Hydroxyapatite case 了解陶瓷选择性激光烧结/粉末床选择性激光工艺的固结机理:羟基磷灰石案例
IF 3.9 4区 工程技术 Q1 Engineering Pub Date : 2024-03-01 DOI: 10.1108/rpj-04-2023-0128
Asif Ur Rehman, P. Navarrete-Segado, M. U. Salamci, Christine Frances, M. Tourbin, D. Grossin
PurposeThe consolidation process and morphology evolution in ceramics-based additive manufacturing (AM) are still not well-understood. As a way to better understand the ceramic selective laser sintering (SLS), a dynamic three-dimensional computational model was developed to forecast thermal behavior of hydroxyapatite (HA) bioceramic.Design/methodology/approachAM has revolutionized automotive, biomedical and aerospace industries, among many others. AM provides design and geometric freedom, rapid product customization and manufacturing flexibility through its layer-by-layer technique. However, a very limited number of materials are printable because of rapid melting and solidification hysteresis. Melting-solidification dynamics in powder bed fusion are usually correlated with welding, often ignoring the intrinsic properties of the laser irradiation; unsurprisingly, the printable materials are mostly the well-known weldable materials.FindingsThe consolidation mechanism of HA was identified during its processing in a ceramic SLS device, then the effect of the laser energy density was studied to see how it affects the processing window. Premature sintering and sintering regimes were revealed and elaborated in detail. The full consolidation beyond sintering was also revealed along with its interaction to baseplate.Originality/valueThese findings provide important insight into the consolidation mechanism of HA ceramics, which will be the cornerstone for extending the range of materials in laser powder bed fusion of ceramics.
目的 基于陶瓷的增材制造(AM)中的固结过程和形态演变尚未得到很好的理解。为了更好地理解陶瓷选择性激光烧结(SLS),我们开发了一个动态三维计算模型,用于预测羟基磷灰石(HA)生物陶瓷的热行为。AM 通过逐层技术提供了设计和几何自由度、快速产品定制和制造灵活性。然而,由于快速熔化和凝固滞后,可打印的材料非常有限。粉末床熔融中的熔融-凝固动力学通常与焊接相关,往往忽略了激光辐照的固有特性;毫不奇怪,可打印材料大多是众所周知的可焊接材料。研究结果确定了 HA 在陶瓷 SLS 设备中加工时的凝固机制,然后研究了激光能量密度的影响,以了解它如何影响加工窗口。研究揭示并详细阐述了过早烧结和烧结机制。这些发现为了解 HA 陶瓷的固结机理提供了重要依据,将为扩大激光粉末床陶瓷熔融的材料范围奠定基础。
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引用次数: 0
Correlation between the part quality, strength and surface roughness of material extrusion process 材料挤压工艺的零件质量、强度和表面粗糙度之间的相关性
IF 3.9 4区 工程技术 Q1 Engineering Pub Date : 2024-01-11 DOI: 10.1108/rpj-10-2023-0347
Abdul Samad Rafique, Adnan Munir, Numan Ghazali, Muhammad Naveed Ahsan, Aqeel Ahsan Khurram
PurposeThe purpose of this study was to develop a correlation between the properties of acrylonitrile butadiene styrene parts 3D printed by material extrusion (MEX) process.Design/methodology/approachThe two MEX parameters and their values have been selected by design of experiment method. Three properties of MEX parts, i.e. strength (tensile and three-point bending), surface roughness and the dimensional accuracy, are studied at different build speeds (35 mm/s, 45 mm/s and 55 mm/s) and the layer heights (0.06 mm, 0.10 mm and 0.15 mm).FindingsThe results show that tensile strength and three-point bending strength both increase with the decrease in build speed and the layer height. The artifact selected for dimensional accuracy test shows higher accuracy of the features when 3D printed with 0.06 mm layer height at 35 mm/s build speed as compared to those of higher layer heights and build speeds. The optical images of the 3D-printed specimen reveal that lower build speed and the layer height promote higher inter-layer diffusion that has the effect of strong bonding between the layers and, as a result, higher strength of the specimen. The surface roughness values also have direct relation with the build speed and the layer height.Originality/valueThe whole experiments demonstrate that the part quality, surface roughness and the mechanical strength are correlated and depend on the build speed and the layer height.
设计/方法/途径通过实验设计法选择了两个 MEX 参数及其值。研究结果表明,拉伸强度和三点弯曲强度均随构建速度和层高的降低而增加。与更高的层高和构建速度相比,以 35 mm/s 的构建速度、0.06 mm 的层高进行三维打印时,选作尺寸精度测试的工件显示出更高的特征精度。三维打印试样的光学图像显示,较低的构建速度和层高可促进较高的层间扩散,从而使层间产生较强的结合力,进而提高试样的强度。整个实验表明,零件质量、表面粗糙度和机械强度与构建速度和层高相关,并取决于构建速度和层高。
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引用次数: 0
An investigation into the mechanisms that influence laser sintered polyamide-12 top surfaces 激光烧结聚酰胺-12 表面的影响机理研究
IF 3.9 4区 工程技术 Q1 Engineering Pub Date : 2024-01-09 DOI: 10.1108/rpj-09-2023-0317
James Tarver, Kieran Nar, Candice Majewski
PurposeThe purpose of this paper is to elucidate the extent to which the mechanisms of polymer melt viscous flow and finish layer powder particle adhesion influence the top surface topographies of laser sintered polyamide (PA12) components.Design/methodology/approachLaser sintered specimens were manufactured at varying laser parameters in accordance with a full factorial design of experiments. Focus variation microscopy was used to ascertain insight into their top surface heights and peak/valley distributions. Subsequently, regression expressions were generated to model the former with respect to applied laser parameters. Auxiliary experimental analysis was also performed to validate the proposed mechanisms and statistical models.FindingsWithin the parameter range tested, this work found the root mean square (Sq) and skewness (Ssk) roughness responses of laser sintered PA12 top surfaces to be inversely related to one another, and both also principally influenced by beam spacing. Furthermore, it was demonstrated that using optimised laser parameters (to promote polymer melt dispersion) and building without finish layers (to avert subsequent powder particle adhesion) reduced the mean Sq roughness of resultant topographies by 30.8% and 47.9% relative to standard laser sintered PA12 top surfaces, respectively.Practical implicationsThe scope to which laser sintered PA12 top surfaces can be modified was highlighted.Originality/valueThis research demonstrated the impact the mechanisms of polymer melt viscous flow and finish layer powder particle adhesion have on laser sintered PA12 top surfaces.
本文旨在阐明聚合物熔体粘性流动和饰面层粉末颗粒粘附机制对激光烧结聚酰胺 (PA12) 部件顶面形貌的影响程度。使用聚焦变化显微镜深入了解其顶面高度和峰谷分布。随后,生成了前者与应用激光参数相关的回归表达式模型。在测试的参数范围内,这项研究发现激光烧结 PA12 顶表面的均方根(Sq)和偏斜度(Ssk)粗糙度响应彼此成反比关系,并且都主要受光束间距的影响。此外,研究还表明,与标准激光烧结 PA12 顶面相比,使用优化的激光参数(以促进聚合物熔体分散)和不使用饰面层(以避免随后的粉末颗粒粘附),可使所得拓扑图的平均 Sq 粗糙度分别降低 30.8% 和 47.9%。原创性/价值这项研究表明了聚合物熔体粘性流动和饰面层粉末颗粒粘附机制对激光烧结 PA12 顶面的影响。
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引用次数: 0
Experimental and numerical study of in-plane uniaxial compression response of PU foam filled aluminum arrowhead auxetic honeycomb 聚氨酯泡沫填充铝箭头辅助蜂窝材料平面单轴压缩响应的实验和数值研究
IF 3.9 4区 工程技术 Q1 Engineering Pub Date : 2024-01-09 DOI: 10.1108/rpj-08-2023-0267
Chunfu Wu, Guorui Ye, Yonghong Zhao, Baowen Ye, Tao Wang, Liangmo Wang, Zeming Zhang
PurposeAuxetics metamaterials show high performance in their specific characteristics, while the absolute stiffness and strength are much weaker due to substantial porosity. This paper aims to propose a novel auxetic honeycomb structure manufactured using selective laser melting and study the enhanced mechanical performance when subjected to in-plane compression loading.Design/methodology/approachA novel composite structure was designed and fabricated on the basis of an arrowhead auxetic honeycomb and filled with polyurethane foam. The deformation mechanism and mechanical responses of the structure with different structural parameters were investigated experimentally and numerically. With the verified simulation models, the effects of parameters on compression strength and energy absorption characteristics were further discussed through parametric analysis.FindingsA good agreement was achieved between the experimental and simulation results, showing an evidently enhanced compression strength and energy absorption capacity. The interaction between the auxetic honeycomb and foam reveals to exploit a reinforcement effect on the compression performance. The parametric analysis indicates that the composite with smaller included angel and higher foam density exhibits higher plateau stress and better specific energy absorption, while increasing strut thickness is undesirable for high energy absorption efficiency.Originality/valueThe results of this study served to demonstrate an enhanced mechanical performance for the foam filled auxetic honeycomb, which is expected to be exploited with applications in aerospace, automobile, civil engineering and protective devices. The findings of this study can provide numerical and experimental references for the design of structural parameters.
目的 辅助超材料在其特定特性方面表现出很高的性能,但由于存在大量孔隙,其绝对刚度和强度要弱得多。本文旨在提出一种利用选择性激光熔融技术制造的新型辅助蜂窝结构,并研究其在承受平面压缩载荷时的增强机械性能。设计/方法/途径在箭头辅助蜂窝的基础上设计并制造了一种新型复合结构,并填充了聚氨酯泡沫。实验和数值研究了该结构在不同结构参数下的变形机理和机械响应。实验结果和模拟结果之间取得了良好的一致,显示出压缩强度和能量吸收能力的明显增强。辅助蜂窝和泡沫之间的相互作用显示出对压缩性能的增强作用。参数分析表明,含有较小的天使和较高泡沫密度的复合材料具有较高的高原应力和较好的比能量吸收能力,而增加支柱厚度则不利于提高能量吸收效率。研究结果可为结构参数设计提供数值和实验参考。
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引用次数: 0
Manufacture of thermoplastic molds by fused filament fabrication 3D printing for rapid prototyping of polyurethane foam molded products 通过熔融长丝制造 3D打印技术制造热塑性模具,用于聚氨酯泡沫塑料成型产品的快速原型制作
IF 3.9 4区 工程技术 Q1 Engineering Pub Date : 2024-01-02 DOI: 10.1108/rpj-03-2023-0085
G. Guerrero-Vacas, Jaime Gómez-Castillo, Ó. Rodríguez-Alabanda
Purpose Polyurethane (PUR) foam parts are traditionally manufactured using metallic molds, an unsuitable approach for prototyping purposes. Thus, rapid tooling of disposable molds using fused filament fabrication (FFF) with polylactic acid (PLA) and glycol-modified polyethylene terephthalate (PETG) is proposed as an economical, simpler and faster solution compared to traditional metallic molds or three-dimensional (3D) printing with other difficult-to-print thermoplastics, which are prone to shrinkage and delamination (acrylonitrile butadiene styrene, polypropilene-PP) or high-cost due to both material and printing equipment expenses (PEEK, polyamides or polycarbonate-PC). The purpose of this study has been to evaluate the ease of release of PUR foam on these materials in combination with release agents to facilitate the mulding/demoulding process. Design/methodology/approach PETG, PLA and hardenable polylactic acid (PLA 3D870) have been evaluated as mold materials in combination with aqueous and solvent-based release agents within a full design of experiments by three consecutive molding/demolding cycles. Findings PLA 3D870 has shown the best demoldability. A mold expressly designed to manufacture a foam cushion has been printed and the prototyping has been successfully achieved. The demolding of the part has been easier using a solvent-based release agent, meanwhile the quality has been better when using a water-based one. Originality/value The combination of PLA 3D870 and FFF, along with solvent-free water-based release agents, presents a compelling low-cost and eco-friendly alternative to traditional metallic molds and other 3D printing thermoplastics. This innovative approach serves as a viable option for rapid tooling in PUR foam molding.
目的 聚氨酯(PUR)泡沫塑料部件传统上使用金属模具制造,这种方法不适合原型设计目的。因此,建议使用聚乳酸(PLA)和乙二醇改性聚对苯二甲酸乙二酯(PETG)熔融长丝制造(FFF)快速制造一次性模具,与传统的金属模具或使用其他难以打印的热塑性塑料进行三维(3D)打印相比,这是一种经济、简单、快速的解决方案、这些热塑性塑料容易收缩和分层(丙烯腈-丁二烯-苯乙烯、聚丙烯-聚苯乙烯),或因材料和打印设备费用而成本高昂(PEEK、聚酰胺或聚碳酸酯-PC)。本研究的目的是评估聚氨酯泡沫与脱模剂结合后在这些材料上的脱模难易程度,以促进混料/脱模过程。 通过三个连续的成型/脱模循环,对 PETG、聚乳酸和可硬化聚乳酸(聚乳酸 3D870)作为模具材料与水基和溶剂型脱模剂的组合进行了全面的实验设计评估。 结果表明,聚乳酸 3D870 的脱模性最好。已打印出专门用于制造泡沫垫的模具,并成功实现了原型制作。使用溶剂型脱模剂更容易脱模,而使用水基脱模剂则质量更好。 独创性/价值 聚乳酸 3D870 和 FFF 与无溶剂水基脱模剂的结合,为传统金属模具和其他 3D 打印热塑性塑料提供了一种令人信服的低成本、环保型替代方案。这种创新方法是 PUR 泡沫成型中快速模具的可行选择。
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引用次数: 0
A layerwise geometric error compensation procedure for additive manufacturing 用于增材制造的分层几何误差补偿程序
IF 3.9 4区 工程技术 Q1 Engineering Pub Date : 2024-01-02 DOI: 10.1108/rpj-04-2023-0144
Fernando Peña, J. C. Rico, P. Zapico, G. Valiño, Sabino Mateos
PurposeThe purpose of this paper is to provide a new procedure for in-plane compensation of geometric errors that often appear in the layers deposited by an additive manufacturing (AM) process when building a part, regardless of the complexity of the layer geometry.Design/methodology/approachThe procedure is based on comparing the real layer contours to the nominal ones extracted from the STL model of the part. Considering alignment and form deviations, the compensation algorithm generates new compensated contours that match the nominal ones as closely as possible. To assess the compensation effectiveness, two case studies were analysed. In the first case, the parts were not manufactured, but the distortions were simulated using a predictive model. In the second example, the test part was actually manufactured, and the distortions were measured on a coordinate measuring machine.FindingsThe geometric deviations detected in both case studies, as evaluated by various quality indicators, reduced significantly after applying the compensation procedure, meaning that the compensated and nominal contours were better matched both in shape and size.Research limitations/implicationsAlthough large contours showed deviations close to zero, dimensional overcompensation was observed when applied to small contours. The compensation procedure could be enhanced if the applied compensation factor took into account the contour size of the analysed layer and other geometric parameters that could have an influence.Originality/valueThe presented method of compensation is applicable to layers of any shape obtained in any AM process.
本文的目的是提供一种新的平面内补偿几何误差的程序,这种误差通常出现在增材制造(AM)工艺制造零件时沉积的层中,而与层几何形状的复杂程度无关。考虑到对齐和形状偏差,补偿算法生成新的补偿轮廓,尽可能与标称轮廓相匹配。为了评估补偿效果,我们对两个案例进行了分析。在第一个案例中,零件没有制造出来,但使用预测模型模拟了变形。研究限制/启示虽然大轮廓显示的偏差接近零,但在应用于小轮廓时,发现了尺寸过度补偿。如果应用的补偿因子考虑到被分析层的轮廓尺寸和其他可能产生影响的几何参数,则补偿程序可以得到改进。
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引用次数: 0
Machine learning for forecasting the biomechanical behavior of orthopedic bone plates fabricated by fused deposition modeling 利用机器学习预测通过熔融沉积模型制造的矫形骨板的生物力学行为
IF 3.9 4区 工程技术 Q1 Engineering Pub Date : 2024-01-01 DOI: 10.1108/rpj-02-2023-0042
Shrutika Sharma, Vishal Gupta, D. Mudgal, Vishal Srivastava
Purpose Three-dimensional (3D) printing is highly dependent on printing process parameters for achieving high mechanical strength. It is a time-consuming and expensive operation to experiment with different printing settings. The current study aims to propose a regression-based machine learning model to predict the mechanical behavior of ulna bone plates. Design/methodology/approach The bone plates were formed using fused deposition modeling (FDM) technique, with printing attributes being varied. The machine learning models such as linear regression, AdaBoost regression, gradient boosting regression (GBR), random forest, decision trees and k-nearest neighbors were trained for predicting tensile strength and flexural strength. Model performance was assessed using root mean square error (RMSE), coefficient of determination (R2) and mean absolute error (MAE). Findings Traditional experimentation with various settings is both time-consuming and expensive, emphasizing the need for alternative approaches. Among the models tested, GBR model demonstrated the best performance in predicting both tensile and flexural strength and achieved the lowest RMSE, highest R2 and lowest MAE, which are 1.4778 ± 0.4336 MPa, 0.9213 ± 0.0589 and 1.2555 ± 0.3799 MPa, respectively, and 3.0337 ± 0.3725 MPa, 0.9269 ± 0.0293 and 2.3815 ± 0.2915 MPa, respectively. The findings open up opportunities for doctors and surgeons to use GBR as a reliable tool for fabricating patient-specific bone plates, without the need for extensive trial experiments. Research limitations/implications The current study is limited to the usage of a few models. Other machine learning-based models can be used for prediction-based study. Originality/value This study uses machine learning to predict the mechanical properties of FDM-based distal ulna bone plate, replacing traditional design of experiments methods with machine learning to streamline the production of orthopedic implants. It helps medical professionals, such as physicians and surgeons, make informed decisions when fabricating customized bone plates for their patients while reducing the need for time-consuming experimentation, thereby addressing a common limitation of 3D printing medical implants.
目的 三维(3D)打印要达到较高的机械强度,在很大程度上取决于打印工艺参数。试验不同的打印设置既费时又费钱。本研究旨在提出一种基于回归的机器学习模型来预测尺骨骨板的机械性能。 设计/方法/途径 采用熔融沉积建模(FDM)技术制作骨板,并改变打印属性。训练了线性回归、AdaBoost 回归、梯度提升回归(GBR)、随机森林、决策树和 k 近邻等机器学习模型,用于预测抗拉强度和抗弯强度。使用均方根误差 (RMSE)、判定系数 (R2) 和平均绝对误差 (MAE) 评估模型性能。 研究结果 传统的各种设置实验既费时又费钱,因此需要采用替代方法。在所测试的模型中,GBR 模型在预测拉伸和弯曲强度方面表现最佳,实现了最低的 RMSE、最高的 R2 和最低的 MAE,分别为 1.4778 ± 0.4336 MPa、0.9213 ± 0.0589 和 1.2555 ± 0.3799 MPa,以及 3.0337 ± 0.3725 MPa、0.9269 ± 0.0293 和 2.3815 ± 0.2915 MPa。这些研究结果为医生和外科医生提供了使用 GBR 的机会,使其成为制作患者特异性骨板的可靠工具,而无需进行大量试验。 研究局限性/意义 目前的研究仅限于几个模型的使用。其他基于机器学习的模型也可用于基于预测的研究。 原创性/价值 本研究利用机器学习预测了基于 FDM 的尺骨远端骨板的机械性能,用机器学习取代了传统的实验设计方法,从而简化了骨科植入物的生产。它有助于内科医生和外科医生等医疗专业人士在为患者制作定制骨板时做出明智的决策,同时减少了耗时的实验,从而解决了 3D 打印医疗植入物的一个常见限制。
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Rapid Prototyping Journal
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