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A review on exploration of the mechanical characteristics of 3D-printed biocomposites fabricated by fused deposition modelling (FDM) 关于通过熔融沉积模型(FDM)制造的三维打印生物复合材料机械特性探索的综述
IF 3.9 4区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2023-12-20 DOI: 10.1108/rpj-04-2023-0150
Prashant Anerao, A. Kulkarni, Y. Munde
PurposeThis paper aims to investigate the current state of biocomposites used in fused deposition modelling (FDM) with a focus on their mechanical characteristics.Design/methodology/approachThe study presents a variety of biocomposite materials that have been used in filaments for 3D printing by different researchers. The process of making filaments is then described, followed by a discussion of the process parameters associated with the FDM.FindingsTo achieve better mechanical properties of 3D-printed parts, it is essential to optimize the process parameters of FDM while considering the characteristics of the biocomposite material. Polylactic acid is considered the most promising matrix material due to its biodegradability and lower cost. Moreover, the use of natural fibres like hemp, flax and sugarcane bagasse as reinforcement to the polymer in FDM filaments improves the mechanical performance of printed parts.Originality/valueThe paper discusses the influence of critical process parameters of FDM like raster angle, layer thickness, infill density, infill pattern and extruder temperature on the mechanical properties of 3D-printed biocomposite.
目的 本文旨在调查熔融沉积建模(FDM)中使用的生物复合材料的现状,重点关注其机械特性。研究结果为了使三维打印部件具有更好的机械性能,必须在考虑生物复合材料特性的同时优化 FDM 的工艺参数。聚乳酸因其生物可降解性和较低的成本被认为是最有前途的基体材料。此外,在 FDM 长丝中使用麻、亚麻和甘蔗渣等天然纤维作为聚合物的增强材料,可提高打印部件的机械性能。
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引用次数: 0
In situ TiC reinforced Ti6Al4V matrix composites manufactured via selective laser melting 通过选择性激光熔融技术制造的原位 TiC 增强 Ti6Al4V 基复合材料
IF 3.9 4区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2023-12-20 DOI: 10.1108/rpj-01-2023-0027
İ. T. Gülenç, Mingwen Bai, Ria L. Mitchell, Iain Todd, B. Inkson
PurposeCurrent methods for the preparation of composite powder feedstock for selective laser melting (SLM) rely on costly nanoparticles or yield inconsistent powder morphology. This study aims to develop a cost-effective Ti6Al4V-carbon feedstock, which preserves the parent Ti6Al4V particle’s flowability, and produces in situ TiC-reinforced Ti6Al4V composites with superior traits.Design/methodology/approachTi6Al4V particles were directly mixed with graphite flakes in a planetary ball mill. This composite powder feedstock was used to manufacture in situ TiC-Ti6Al4V composites using various energy densities. Relative porosity, microstructure and hardness of the composites were evaluated for different SLM processing parameters.FindingsHomogeneously carbon-coated Ti6Al4V particles were produced by direct mixing. After SLM processing, in situ grown 100–500 nm size TiC nanoparticles were distributed within the α-martensite Ti6Al4V matrix. The formation of TiC particles refines the Ti6Al4V β grain size. Relative density varied between 96.4% and 99.5% depending on the processing parameters. Hatch distance, exposure time and point distance were all effective on relative porosity change, whereas only exposure time and point distance were effective on hardness change.Originality/valueThis work introduces a novel, cost-effective powder feedstock preparation method for SLM manufacture of Ti6Al4V-TiC composites. The in situ SLM composites achieved in this study have high relative density values, well-dispersed TiC nanoparticles and increased hardness. In addition, the feedstock preparation method can be readily adapted for various matrix and reinforcement materials in future studies.
目的目前用于制备选择性激光熔融 (SLM) 复合粉末原料的方法依赖于成本高昂的纳米颗粒或产生不一致的粉末形态。本研究旨在开发一种具有成本效益的 Ti6Al4V-碳原料,它能保持母体 Ti6Al4V 颗粒的流动性,并生产出具有优异特性的原位 TiC 增强 Ti6Al4V 复合材料。这种复合粉末原料被用于利用各种能量密度制造原位 TiC-Ti6Al4V 复合材料。针对不同的 SLM 加工参数,对复合材料的相对孔隙率、微观结构和硬度进行了评估。经过 SLM 加工后,原位生长的 100-500 nm 尺寸的 TiC 纳米颗粒分布在 α-马氏体 Ti6Al4V 基体中。TiC 颗粒的形成细化了 Ti6Al4V β 晶粒尺寸。根据加工参数的不同,相对密度在 96.4% 到 99.5% 之间变化。孵化距离、曝光时间和点距离都对相对孔隙率变化有效,而只有曝光时间和点距离对硬度变化有效。本研究获得的原位 SLM 复合材料具有较高的相对密度值、分散良好的 TiC 纳米颗粒和更高的硬度。此外,在未来的研究中,该原料制备方法还可适用于各种基体和增强材料。
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引用次数: 0
Effect of forming angle on the microstructure and properties of GH3536 nickel-based superalloy formed by SLM 成型角度对 SLM 成型的 GH3536 镍基超合金微观结构和性能的影响
IF 3.9 4区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2023-12-20 DOI: 10.1108/rpj-04-2023-0149
Jibing Chen, Shisen Huang, Nan Chen, Chengze Yu, Shanji Yu, Bowen Liu, Maohui Hu, Ruidi Li
PurposeThis paper aims to identify the optimal forming angle for the selective laser melting (SLM) process and evaluate the mechanical properties of the SLM-formed GH3536 alloy in the aero-engine field.Design/methodology/approachForming the samples with optimized parameters and analyzing the microstructure and properties of the block samples in different forming angles with scanning electron microscope, XRD, etc. so as to analyze and reveal the laws and mechanism of the block samples in different forming angles by SLM.FindingsThere are few cracks on the construction surface of SLM formed samples, and the microstructure shows columnar subgrains and cellular subgrains. The segregation of metal elements was not observed in the microstructure. The pattern shows strong texture strength on the (111) crystal plane. In the sample, the tensile strength of 60° sample is the highest, the plasticity of 90° forming sample is the best, the comprehensive property of 45° sample is the best and the fracture mode is plastic fracture. The comprehensive performance of the part is the best under the forming angle of 45°. To ensure the part size, performance and support structure processing, additional dimensions are added to the part structure.Originality/valueIn this paper, how to make samples with different forming angles is described. Combined with the standard of forged GH3536 alloy, the microstructure and properties of the samples are analyzed, and the optimal forming angle is obtained.
目的 本文旨在确定选择性激光熔化(SLM)工艺的最佳成形角度,并评估 SLM 成形的 GH3536 合金在航空发动机领域的力学性能。结果SLM 成型样品的结构表面裂纹较少,微观结构呈现柱状亚晶粒和蜂窝状亚晶粒。微观结构中未观察到金属元素偏析。图案显示在(111)晶面上有很强的纹理强度。在试样中,60°试样的抗拉强度最高,90°成型试样的塑性最好,45°试样的综合性能最好,断裂方式为塑性断裂。在 45° 成形角度下,零件的综合性能最好。为保证零件尺寸、性能和支撑结构的加工,在零件结构中增加了附加尺寸。结合锻造 GH3536 合金的标准,分析了试样的微观结构和性能,得出了最佳成形角。
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引用次数: 0
Printed layers height calibration curve and porosity in laser melting deposition of Ti6Al4V combining experiments, mathematical modelling and deep neural network 结合实验、数学建模和深度神经网络分析 Ti6Al4V 激光熔融沉积中的印刷层高度校准曲线和孔隙率
IF 3.9 4区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2023-12-15 DOI: 10.1108/rpj-03-2023-0114
M. A. Mahmood, Chioibasu Diana, Uzair Sajjad, S. Mihai, Ion Tiseanu, Andrei C. Popescu
PurposePorosity is a commonly analyzed defect in the laser-based additive manufacturing processes owing to the enormous thermal gradient caused by repeated melting and solidification. Currently, the porosity estimation is limited to powder bed fusion. The porosity estimation needs to be explored in the laser melting deposition (LMD) process, particularly analytical models that provide cost- and time-effective solutions compared to finite element analysis. For this purpose, this study aims to formulate two mathematical models for deposited layer dimensions and corresponding porosity in the LMD process.Design/methodology/approachIn this study, analytical models have been proposed. Initially, deposited layer dimensions, including layer height, width and depth, were calculated based on the operating parameters. These outputs were introduced in the second model to estimate the part porosity. The models were validated with experimental data for Ti6Al4V depositions on Ti6Al4V substrate. A calibration curve (CC) was also developed for Ti6Al4V material and characterized using X-ray computed tomography. The models were also validated with the experimental results adopted from literature. The validated models were linked with the deep neural network (DNN) for its training and testing using a total of 6,703 computations with 1,500 iterations. Here, laser power, laser scanning speed and powder feeding rate were selected inputs, whereas porosity was set as an output.FindingsThe computations indicate that owing to the simultaneous inclusion of powder particulates, the powder elements use a substantial percentage of the laser beam energy for their melting, resulting in laser beam energy attenuation and reducing thermal value at the substrate. The primary operating parameters are directly correlated with the number of layers and total height in CC. Through X-ray computed tomography analyses, the number of layers showed a straightforward correlation with mean sphericity, while a converse relation was identified with the number, mean volume and mean diameter of pores. DNN and analytical models showed 2%–3% and 7%–9% mean absolute deviations, respectively, compared to the experimental results.Originality/valueThis research provides a unique solution for LMD porosity estimation by linking the developed analytical computational models with artificial neural networking. The presented framework predicts the porosity in the LMD-ed parts efficiently.
目的由于反复熔化和凝固造成的巨大热梯度,气孔是激光增材制造工艺中常见的缺陷。目前,孔隙率估算仅限于粉末床熔融。在激光熔融沉积(LMD)过程中,需要对孔隙率估算进行探索,特别是与有限元分析相比,分析模型能提供成本和时间效益高的解决方案。为此,本研究旨在为激光熔融沉积过程中的沉积层尺寸和相应的孔隙率制定两个数学模型。首先,根据操作参数计算沉积层尺寸,包括层高、宽度和深度。这些输出结果被引入第二个模型,以估算零件的孔隙率。这些模型与 Ti6Al4V 基底上 Ti6Al4V 沉积的实验数据进行了验证。还为 Ti6Al4V 材料开发了校准曲线 (CC),并使用 X 射线计算机断层扫描进行了表征。模型还与文献中采用的实验结果进行了验证。经过验证的模型与深度神经网络(DNN)相连接,通过 1,500 次迭代共 6,703 次计算对其进行训练和测试。计算结果表明,由于同时加入了粉末颗粒,粉末元素在熔化过程中消耗了很大比例的激光束能量,导致激光束能量衰减,降低了基底的热值。主要运行参数与 CC 的层数和总高度直接相关。通过 X 射线计算机断层扫描分析,层数与平均球度直接相关,而与孔的数量、平均体积和平均直径的关系则相反。与实验结果相比,DNN 和分析模型分别显示出 2%-3% 和 7%-9% 的平均绝对偏差。 原创性/价值 这项研究通过将开发的分析计算模型与人工神经网络联系起来,为 LMD 孔隙度估算提供了独特的解决方案。所提出的框架可有效预测 LMD 零件中的孔隙率。
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引用次数: 0
Optimization of the printability envelope of low-viscosity powder-binder feedstocks used in material extrusion 3D printing 优化材料挤压 3D 打印中使用的低粘度粉末粘合剂原料的可打印性包络线
IF 3.9 4区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2023-12-15 DOI: 10.1108/rpj-08-2023-0266
Mohamed Ahmed Omrane, Raphaël Côté, Vincent Demers
PurposeThe purpose of this study is to determine the material extrusion (MEX) printability envelope of a new kind of low-viscosity powder-binder feedstocks using rheological properties.Design/methodology/approachFormulation of 13 feedstocks (variation of solid loading 60–67 Vol.% and thickening agent proportion 3–15 Vol.%) that were characterized and printed at different temperatures.FindingsThree rheological models were successfully used to define the viscosity envelope, producing stable and defect-free printing. At a shear deformation rate experienced by the feedstock in the nozzle ranging from 100 to 300 s–1, it was confirmed that metal injection molding (MIM) feedstocks exhibiting a low viscosity between 100 and 150 Pa s could be printed using an extrusion temperature as low as 85 °C.Practical implicationsMEX can be used in synergy with MIM to accelerate mold development for a new injected part or simply as a replacement for MIM when the cost of the mold becomes too high for very small production volumes.Originality/valueCorrelation between the rheological properties of this new generation of low-viscosity feedstocks and MEX printability has been demonstrated for the first time.
本研究的目的是利用流变特性确定新型低粘度粉末粘合剂原料的材料挤压(MEX)印刷适性包络线。设计/方法/方法配制了 13 种原料(固体含量变化范围为 60-67 Vol.%,增稠剂比例变化范围为 3-15 Vol.%),并在不同温度下进行了表征和印刷。当原料在喷嘴中的剪切变形率在 100 到 300 s-1 之间时,可以确认粘度在 100 到 150 Pa s 之间的金属注射成型(MIM)原料可以在低至 85 °C 的挤出温度下进行印刷。原创性/价值首次证明了新一代低粘度原料的流变特性与 MEX 印刷能力之间的相关性。
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引用次数: 0
Steady melting in material extrusion additive manufacturing 材料挤压增材制造中的稳定熔化
IF 3.9 4区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2023-12-12 DOI: 10.1108/rpj-06-2023-0185
Austin R. Colon, David O. Kazmer, Amy M. Peterson, Jonathan E. Seppala
PurposeA main cause of defects within material extrusion (MatEx) additive manufacturing is the nonisothermal condition in the hot end, which causes inconsistent extrusion and polymer welding. This paper aims to validate a custom hot end design intended to heat the thermoplastic to form a melt prior to the nozzle and to reduce variability in melt temperature. A full 3D temperature verification methodology for hot ends is also presented.Design/methodology/approachInfrared (IR) thermography of steady-state extrusion for varying volumetric flow rates, hot end temperature setpoints and nozzle orifice diameters provides data for model validation. A finite-element model is used to predict the temperature of the extrudate. Model tuning demonstrates the effects of different model assumptions on the simulated melt temperature.FindingsThe experimental results show that the measured temperature and variance are functions of volumetric flow rate, temperature setpoint and the nozzle orifice diameter. Convection to the surrounding air is a primary heat transfer mechanism. The custom hot end brings the melt to its setpoint temperature prior to entering the nozzle.Originality/valueThis work provides a full set of steady-state IR thermography data for various parameter settings. It also provides insight into the performance of a custom hot end designed to improve the robustness of melting in MatEx. Finally, it proposes a strategy for modeling such systems that incorporates the metal components and the air around the system.
材料挤压(MatEx)增材制造中缺陷的主要原因是热端非等温条件,导致挤压和聚合物焊接不一致。本文旨在验证一种定制的热端设计,该设计旨在加热热塑性塑料,使其在喷嘴之前形成熔体,并减少熔体温度的变化。还提出了热端完整的三维温度验证方法。设计/方法/方法不同体积流量、热端温度设定值和喷嘴孔直径的稳态挤出红外(IR)热成像为模型验证提供了数据。采用有限元模型对挤出物的温度进行了预测。模型调整说明了不同的模型假设对模拟熔体温度的影响。实验结果表明,测得的温度和方差是体积流量、温度设定值和喷嘴孔径的函数。对周围空气的对流是主要的传热机制。自定义热端使熔体在进入喷嘴之前达到其设定点温度。独创性/价值这项工作为各种参数设置提供了一套完整的稳态红外热成像数据。它还提供了对定制热端性能的洞察,旨在提高MatEx熔化的稳稳性。最后,本文提出了一种将金属部件和系统周围空气结合在一起的系统建模策略。
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引用次数: 0
Effect of recycled powder and gear profile into the functionality of additive manufacturing polymer gears 回收粉末和齿轮轮廓对增材制造聚合物齿轮功能的影响
IF 3.9 4区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2023-12-08 DOI: 10.1108/rpj-06-2023-0199
F. Calignano, Alessandro Bove, Vincenza Mercurio, G. Marchiandi
PurposePolymer laser powder bed fusion (PBF-LB/P) is an additive manufacturing technology that is sustainable due to the possibility of recycling the powder multiple times and allowing the fabrication of gears without the aid of support structures and subsequent assembly. However, there are constraints in the process that negatively affect its adoption compared to other additive technologies such as material extrusion to produce gears. This study aims to demonstrate that it is possible to overcome the problems due to the physics of the process to produce accurate mechanism.Design/methodology/approachTechnological aspects such as orientation, wheel-shaft thicknesses and degree of powder recycling were examined. Furthermore, the evolving tooth profile was considered as a design parameter to provide a manufacturability map of gear-based mechanisms.FindingsResults show that there are some differences in the functioning of the gear depending on the type of powder used, 100% virgin or 50% virgin and 50% recycled for five cycles. The application of a groove on a gear produced with 100% virgin powder allows the mechanism to be easily unlocked regardless of the orientation and wheel-shaft thicknesses. The application of a specific evolutionary profile independent of the diameter of the reference circle on vertically oriented gears guarantees rotation continuity while preserving the functionality of the assembled mechanism.Originality/valueIn the literature, there are various studies on material aging and reuse in the PBF-LB/P process, mainly focused on the powder deterioration mechanism, powder fluidity, microstructure and mechanical properties of the parts and process parameters. This study, instead, was focused on the functioning of gears, which represent one of the applications in which this technology can have great success, by analyzing the two main effects that can compromise it: recycled powder and vertical orientation during construction.
聚合物激光粉末床熔融(PBF-LB/P)是一种可持续的增材制造技术,因为它可以多次回收粉末,并且可以在没有支撑结构和后续组装的情况下制造齿轮。然而,与其他添加剂技术(如材料挤压生产齿轮)相比,在工艺中有一些限制因素对其采用产生负面影响。本研究的目的是为了证明,它是有可能克服的问题,由于物理过程产生准确的机制。设计/方法/方法技术方面,如方向,轮轴厚度和粉末回收程度进行了检查。此外,还将齿形的演化作为设计参数,以提供基于齿轮的机构的可制造性图。结果表明,齿轮的功能取决于所使用的粉末类型,100%初榨或50%初榨,50%再循环五个周期。在齿轮上的槽的应用与100%的原始粉末生产允许该机构很容易地解锁,无论方向和轮轴厚度。应用特定的演化剖面独立于参考圆的直径上的垂直定向齿轮保证了旋转连续性,同时保留了组装机构的功能。文献中对PBF-LB/P工艺中材料时效和再利用的研究较多,主要集中在粉末劣化机理、粉末流动性、零件的微观结构和力学性能以及工艺参数等方面。相反,这项研究的重点是齿轮的功能,这代表了该技术可以取得巨大成功的应用之一,通过分析可能损害它的两个主要影响:回收粉末和施工期间的垂直方向。
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引用次数: 0
The effect of additively and subtractively created center internal features on microstructure and mechanical performance of inconel-718 parts 加法和减法制造的中心内部特征对 inconel-718 零件微观结构和机械性能的影响
IF 3.9 4区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2023-12-07 DOI: 10.1108/rpj-12-2022-0420
Murat Isik, Isa Emami Tabrizi, Raja Muhammad Awais Khan, Mehmet Yildiz, E. Aydogan, B. Koc
PurposeIn recent years, additive manufacturing (AM) has started to be used for manufacturing real functional parts and assemblies for critical applications in aerospace, automotive, and machinery industries. Most complex or assembled parts require internal features (IF) such as holes, channels, slots, or guides for locational and mating requirements. Therefore, it is critical to understand and compare the structural and mechanical properties of additively manufactured and conventionally machined IFs.Design/methodology/approachIn this study, mechanical and microstructural properties of Inconel 718 (Inc718) alloy internal features, manufactured either as-built with AM or machining of additively manufactured (AMed) part thereafter were investigated.FindingsThe results showed that the average ultimate tensile strength (UTS) of additively manufactured center internal feature (AM-IF) is almost analogous to the machined internal feature (M-IF). However, the yield strength of M-IF is greater than that of AM-IF due the greater surface roughness of the internal feature in AM-IF, which is deemed to surpass the effect of microstructure on the mechanical performance. The results of digital image correlation (DIC) analysis suggest that AM-IF and M-IF conditions have similar strain values under the same stress levels but the specimens with as built IF have a more locally ductile region around their IF, which is confirmed by hardness test results. But this does not change global elongation behavior. The microstructural evolution starting from as-built (AB) and heat-treated (HT) samples to specimens with IF are examined. The microstructure of HT specimens has bimodal grain structure with d phase while the AB specimens display a very fine dendritic microstructure with the presence of carbides. Although they both have close values, machined specimens have a higher frequency of finer grains based on SEM images.Originality/valueIt was shown that the concurrent creation of the IF during AM can provide a final part with a preserved ultimate tensile strength and elongation but a decreased yield strength. The variation in UTS of AM-IF increases due to the surface roughness near the internal feature as compared to smooth internal surfaces in M-IF. Hence, the outcomes of this study are believed to be valuable for the industry in terms of determining the appropriate production strategy of parts with IF using AM and postprocessing processes.
近年来,增材制造(AM)已开始用于制造航空航天、汽车和机械行业的关键应用的实际功能部件和组件。大多数复杂或组装的部件需要内部特征(IF),如孔、通道、槽或导向,以满足定位和配合要求。因此,了解和比较增材制造和常规加工的if的结构和力学性能是至关重要的。设计/方法/方法在本研究中,研究了用增材制造制造或增材制造(AMed)零件加工的Inconel 718 (Inc718)合金内部特征的机械和显微组织性能。结果表明:增材制造中心内特征(AM-IF)的平均极限抗拉强度(UTS)与加工中心内特征(M-IF)的平均极限抗拉强度基本相似;然而,由于AM-IF内部特征的表面粗糙度更大,M-IF的屈服强度大于AM-IF,这被认为超过了微观结构对力学性能的影响。数字图像相关分析(DIC)结果表明,在相同的应力水平下,AM-IF和M-IF条件下的应变值相似,但相同IF条件下的试样在IF周围有一个更局部的延展性区域,这一点得到了硬度测试结果的证实。但这不会改变整体延伸行为。研究了从建成(AB)和热处理(HT)试样到IF试样的显微组织演变。高温合金的显微组织为双峰型d相晶粒组织,而高温合金的显微组织为极细的枝晶组织,并伴有碳化物的存在。虽然两者的数值相近,但根据SEM图像,加工后的试样具有更高的细晶粒频率。独创性/价值研究表明,在AM过程中同时创建IF可以提供最终零件,保留极限抗拉强度和伸长率,但降低屈服强度。与M-IF的光滑内表面相比,AM-IF的UTS变化增加是由于内部特征附近的表面粗糙度。因此,本研究的结果被认为是有价值的行业在确定适当的生产策略与IF使用增材制造和后处理过程。
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引用次数: 0
Study on the mechanism and performance of 3D-printed PLA/epoxy composite for stab resistance 研究 3D 打印聚乳酸/环氧树脂复合材料的抗稳定机理和性能
IF 3.9 4区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2023-12-01 DOI: 10.1108/rpj-05-2023-0172
Zhe Du, Changjie Chen, Xinhou Wang
PurposeStab-resistant body armor (SRBA) is used to protect the body from sharp knives. However, most SRBA materials currently have the disadvantages of large weight and thickness. This paper aims to prepare lightweight and high-performance SRBA by 3D printing truss structure and resin-filling method.Design/methodology/approachThe stab resistance truss structure was prepared by the fused deposition modeling method, and the composite structure was formed after filling with resin for dynamic and quasi-static stab tests. The optimized structural plate can meet the standard GA68-2019. Digital image correlation technology was used to analyze the local strain changes during puncture. The puncture failure mode was summarized by the final failure morphologies. The explicit dynamics module in ANSYS Workbench was used to analyze the design of the overlapped structure stab resistance process in this paper.FindingsThe stab resistance performance of the 3D-printed structural plate is affected by the internal filling pattern. The stab resistance performance of 3D-printed structural parts was significantly improved after resin filling. The 50%-diamond-PLA-epoxy, with a thickness of only 5 mm was able to meet the stab resistance standard. Resins are used to increase the strength and hardness of the material but also to increase crack propagation and reduce the toughness of the material. The overlapping semicircular structure was inspired by the exoskeleton structure of the demon iron beetle, which improved the stab resistance between gaps. The truss structure can effectively disperse stress for toughening. The filled resin was reinforced by absorbing impact energy.Originality/valueThe 3D-printed resin-filled truss structure can be used to prepare high-performance stab resistance structural plates, which balance the toughness and strength of the overall structure and ultimately reduce the thickness and weight of the SRBA.
目的抗刺防弹衣(SRBA)用于保护身体免受锋利刀具的伤害。然而,目前大多数SRBA材料都存在重量大、厚度大的缺点。采用3D打印桁架结构和树脂填充法制备轻质高性能SRBA材料。设计/方法/方法采用熔融沉积建模方法制备抗刺桁架结构,填充树脂后形成复合结构,进行动态和准静态刺刺试验。优化后的结构板满足GA68-2019标准。采用数字图像相关技术对穿刺过程中局部应变变化进行分析。通过最终的失效形态总结了穿刺失效模式。本文利用ANSYS Workbench中的显式动力学模块对叠置结构的抗刺过程设计进行了分析。发现3d打印结构板的抗刺性能受内部填充模式的影响。树脂填充后3d打印结构件的抗刺伤性能明显提高。50%金刚石- pla -环氧树脂的厚度仅为5mm,能够满足抗刺伤标准。树脂用于增加材料的强度和硬度,但也用于增加裂纹扩展和降低材料的韧性。重叠的半圆形结构的灵感来自于恶魔铁甲虫的外骨骼结构,它提高了间隙之间的抗刺性。桁架结构能有效分散应力增韧。填充树脂通过吸收冲击能进行增强。3d打印树脂填充桁架结构可用于制备高性能抗刺结构板,平衡整体结构的韧性和强度,最终降低SRBA的厚度和重量。
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引用次数: 0
Powder bed defect classification methods: deep learning vs traditional machine learning 粉末床缺陷分类方法:深度学习与传统机器学习
IF 3.9 4区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2023-12-01 DOI: 10.1108/rpj-07-2023-0243
Francois Du Rand, André Francois van der Merwe, Malan van Tonder
PurposeThis paper aims to discuss the development of a defect classification system that can be used to detect and classify powder bed surface defects from captured layer images without the need for specialised computational hardware. The idea is to develop this system by making use of more traditional machine learning (ML) models instead of using computationally intensive deep learning (DL) models.Design/methodology/approachThe approach that is used by this study is to use traditional image processing and classification techniques that can be applied to captured layer images to detect and classify defects without the need for DL algorithms.FindingsThe study proved that a defect classification algorithm could be developed by making use of traditional ML models with a high degree of accuracy and the images could be processed at higher speeds than typically reported in literature when making use of DL models.Originality/valueThis paper addresses a need that has been identified for a high-speed defect classification algorithm that can detect and classify defects without the need for specialised hardware that is typically used when making use of DL technologies. This is because when developing closed-loop feedback systems for these additive manufacturing machines, it is important to detect and classify defects without inducing additional delays to the control system.
本文旨在讨论缺陷分类系统的开发,该系统可用于从捕获的层图像中检测和分类粉末床表面缺陷,而无需专门的计算硬件。这个想法是通过使用更传统的机器学习(ML)模型来开发这个系统,而不是使用计算密集型的深度学习(DL)模型。设计/方法/方法本研究使用的方法是使用传统的图像处理和分类技术,这些技术可以应用于捕获的层图像来检测和分类缺陷,而不需要DL算法。研究结果证明,利用传统ML模型可以开发出一种精度较高的缺陷分类算法,并且使用DL模型处理图像的速度比文献中通常报道的要快。原创性/价值本文解决了对高速缺陷分类算法的需求,该算法可以检测和分类缺陷,而不需要在使用DL技术时通常使用的专门硬件。这是因为在为这些增材制造机器开发闭环反馈系统时,重要的是在不给控制系统带来额外延迟的情况下检测和分类缺陷。
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Rapid Prototyping Journal
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