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Breaking the trade­off: multiscale optimization for lower cost, lower residual stress LPBF of SS316L 打破取舍:多尺度优化,实现 SS316L 的低成本、低残余应力 LPBF
IF 3.9 4区 工程技术 Q1 Engineering Pub Date : 2024-06-11 DOI: 10.1108/rpj-12-2023-0446
Shakeel Dilawar, Ahsan Khan, Asif Ur Rehman, Syed Zahid Husain, S. Jaffery
PurposeThe purpose of this study was to use bridge curvature method (BCM) to quantify stress, while multiscale modeling with adaptive coarsening predicted distortions based on experimentally validated models. Taguchi method and response surface method were used to optimize process parameters (energy density, hatch spacing, scanning speed and beam diameter).Design/methodology/approachLaser powder bed fusion (LPBF) offers significant design freedom but suffers from residual stresses due to rapid melting and solidification. This study presents a novel approach combining multiscale modeling and statistical optimization to minimize residual stress in SS316L.FindingsOptimal parameters were identified through simulations and validated with experiments, achieving an 8% deviation. This approach significantly reduced printing costs compared to traditional trial-and-error methods. The analysis revealed a non-monotonic relationship between residual stress and energy density, with an initial increase followed by a decrease with increasing hatch spacing and scanning speed (both contributing to lower energy density). Additionally, beam diameter had a minimal impact compared to other energy density parameters.Originality/valueThis work offers a unique framework for optimizing LPBF processes by combining multiscale modeling with statistical techniques. The identified optimal parameters and insights into the individual and combined effects of energy density parameters provide valuable guidance for mitigating residual stress in SS316L, leading to improved part quality and performance.
目的本研究的目的是使用桥式曲率法(BCM)量化应力,同时根据实验验证的模型,使用自适应粗化的多尺度建模预测变形。田口方法和响应面方法用于优化工艺参数(能量密度、舱口间距、扫描速度和光束直径)。 设计/方法/途径激光粉末床熔融(LPBF)提供了极大的设计自由度,但由于快速熔化和凝固,会产生残余应力。本研究提出了一种结合多尺度建模和统计优化的新方法,以尽量减少 SS316L 中的残余应力。研究结果通过模拟确定了最佳参数,并通过实验进行了验证,偏差达到了 8%。与传统的试错法相比,这种方法大大降低了印刷成本。分析表明,残余应力和能量密度之间存在非单调关系,随着舱口间距和扫描速度的增加(两者都会导致能量密度降低),残余应力会先增然后减。此外,与其他能量密度参数相比,光束直径的影响微乎其微。 这项工作通过将多尺度建模与统计技术相结合,为优化 LPBF 工艺提供了一个独特的框架。确定的最佳参数以及对能量密度参数的单独和综合影响的深入了解,为减轻 SS316L 的残余应力提供了宝贵的指导,从而提高了零件的质量和性能。
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引用次数: 0
Extrusion-based bioprinting: considerations toward gelatin-alginate bioink 基于挤压的生物打印:对明胶-精氨酸生物墨水的考虑
IF 3.9 4区 工程技术 Q1 Engineering Pub Date : 2024-05-20 DOI: 10.1108/rpj-06-2023-0207
Kimia Abedi, Hamid Keshvari, Mehran Solati-Hashjin
PurposeThis study aims to develop a simplified bioink preparation method that can be applied to most hydrogel bioinks used in extrusion-based techniques.Design/methodology/approachThe parameters of the bioprinting process significantly affect the printability of the bioink and the viability of cells. In turn, the bioink formulation and its physicochemical properties may influence the appropriate range of printing parameters. In extrusion-based bioprinting, the rheology of the bioink affects the printing pressure, cell survival and structural integrity. Three concentrations of alginate-gelatin hydrogel were prepared and printed at three different flow rates and nozzle gauges to investigate the print parameters. Other characterizations were performed to evaluate the hydrogel structure, printability, gelation time, swelling and degradation rates of the bioink and cell viability. An experimental design was used to determine optimal parameters. The analyses included live/dead assays, rheological measurements, swelling and degradation.FindingsThe experimental design results showed that the hydrogel flow rate substantially influenced printing accuracy and pressure. The best hydrogel flow rate in this study was 10 ml/h with a nozzle gauge of 18% and 4% alginate. Three different concentrations of alginate-gelatin hydrogels were found to exhibit shear-thinning behavior during printing. After seven days, 46% of the structure in the 4% alginate-5% gelatin sample remained intact. After printing, the viability of skin fibroblast cells for the optimized sample was 91%.Originality/valueThis methodology offers a straightforward bioink preparation method applicable to the majority of hydrogels used in extrusion-based procedures. This can also be considered a prerequisite for cell printing.
目的 本研究旨在开发一种简化的生物墨水制备方法,该方法可适用于挤压技术中使用的大多数水凝胶生物墨水。反过来,生物墨水的配方及其物理化学特性也会影响打印参数的适当范围。在挤压式生物打印中,生物墨水的流变性会影响打印压力、细胞存活率和结构完整性。我们制备了三种浓度的藻酸盐-明胶水凝胶,并在三种不同的流速和喷嘴压力下进行打印,以研究打印参数。还进行了其他表征,以评估水凝胶结构、可印刷性、凝胶化时间、生物墨水的膨胀率和降解率以及细胞存活率。实验设计用于确定最佳参数。实验设计结果表明,水凝胶流速对打印精度和压力有很大影响。本研究中的最佳水凝胶流速为 10 毫升/小时,喷嘴规格为 18% 和 4% 藻酸盐。研究发现,三种不同浓度的海藻酸明胶水凝胶在打印过程中均表现出剪切稀化行为。七天后,4% 的海藻酸-5% 的明胶样品中仍有 46% 的结构保持完好。打印后,优化样品的皮肤成纤维细胞存活率为 91%。原创性/价值该方法提供了一种直接的生物墨水制备方法,适用于挤出法中使用的大多数水凝胶。这也可视为细胞打印的先决条件。
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引用次数: 0
Mechanical evaluation of elastomeric thermoplastic polyurethane additively manufactured triply periodic minimal surface area lattice structures for adjustable cushioning properties 对用于调节缓冲性能的弹性热塑性聚氨酯添加剂三周期最小表面积晶格结构进行机械评估
IF 3.9 4区 工程技术 Q1 Engineering Pub Date : 2024-05-13 DOI: 10.1108/rpj-08-2023-0299
Fay Rhianna Claybrook, Darren John Southee, Mazher Mohammed
PurposeCushioning is a useful material property applicable for a range of applications from medical devices to personal protective equipment. The current ability to apply cushioning in a product context is limited by the appropriateness of available materials, with polyurethane foams being the current gold standard material. The purpose of this study is to investigate additively manufactured flexible printing of scaffold structures as an alternative.Design/methodology/approachIn this study, this study investigates triply periodic minimal surface (TPMS) structures, including Gyroid, Diamond and Schwarz P formed in thermoplastic polyurethane (TPU), as a possible alternative. Each TPMS structure was fabricated using material extrusion additive manufacturing and evaluated to ASTM mechanical testing standard for polymers. This study focuses attention to TPMS structures fabricated for a fixed unit cell size of 10 mm and examine the compressive properties for changes in the scaffold porosity for samples fabricated in TPU with a shore hardness of 63A and 90A.FindingsIt was discovered that for increased porosity there was a measured reduction in the load required to deform the scaffold. Additionally, a complex relationship between the shore hardness and the stiffness of a structure. It was highlighted that through the adjustment of porosity, the compressive strength required to deform the scaffolds to a point of densification could be controlled and predicted with high repeatability.Originality/valueThe results indicate the ability to tailor the scaffold design parameters using both 63A and 90A TPU material, to mimic the loading properties of common polyurethane foams. The use of these structures indicates a next generation of tailored cushioning using additive manufacturing techniques by tailoring both geometry and porosity to loading and compressive strengths.
用途缓冲是一种有用的材料特性,适用于从医疗设备到个人防护设备的各种应用。目前在产品中应用缓冲的能力受到现有材料的限制,聚氨酯泡沫是目前的黄金标准材料。设计/方法/途径在本研究中,本研究调查了三重周期性最小表面(TPMS)结构,包括在热塑性聚氨酯(TPU)中形成的 Gyroid、Diamond 和 Schwarz P,作为一种可能的替代方案。每种 TPMS 结构都是利用材料挤压增材制造而成,并按照 ASTM 聚合物机械测试标准进行了评估。本研究的重点是以 10 毫米的固定单元尺寸制造 TPMS 结构,并检查用邵氏硬度为 63A 和 90A 的热塑性聚氨酯制造的样品在支架孔隙率发生变化时的抗压性能。此外,邵氏硬度与结构刚度之间存在复杂的关系。结果表明,使用 63A 和 90A 热塑性聚氨酯材料可以定制支架设计参数,从而模拟普通聚氨酯泡沫的负载特性。这些结构的使用表明,通过根据负载和抗压强度调整几何形状和孔隙率,可利用增材制造技术实现下一代定制缓冲。
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引用次数: 0
A critical investigation of the anisotropic behavior in the WAAM-fabricated structure 对 WAAM 制造结构中各向异性行为的重要研究
IF 3.9 4区 工程技术 Q1 Engineering Pub Date : 2024-05-08 DOI: 10.1108/rpj-01-2023-0005
Vishal Kumar, Amitava Mandal
PurposeWire-arc-based additive manufacturing (WAAM) is a promising technology for the efficient and economical fabrication of medium-large components. However, the anisotropic behavior of the multilayered WAAM-fabricated components remains a challenging problem.Design/methodology/approachThe purpose of this paper is to conduct a comprehensive study of the grain morphology, crystallographic orientation and texture in three regions of the WAAM printed component. Furthermore, the interdependence of the grain morphology in different regions of the fabricated component with their mechanical and tribological properties was established.FindingsThe electron back-scattered diffraction analysis of the top and bottom regions revealed fine recrystallized grains, whereas the middle regions acquired columnar grains with an average size of approximately 8.980 µm. The analysis revealed a higher misorientation angle and an intense crystallographic texture in the upper and lower regions. The investigations found a higher microhardness value of 168.93 ± 1.71 HV with superior wear resistance in the bottom region. The quantitative evaluation of the residual stress detected higher compressive stress in the upper regions. Evidence for comparable ultimate tensile strength and greater elongation (%) compared to its wrought counterpart has been observed.Originality/valueThe study found a good correlation between the grain morphology in different regions of the WAAM-fabricated component and their mechanical and wear properties. The Hall–Petch relationship also established good agreement between the grain morphology and tensile test results. Improved ductility compared to its wrought counterpart was observed. The anisotropy exists with improved mechanical properties along the longitudinal direction. Moreover, cylindrical components have superior tribological properties compared with cuboidal components.
目的基于线弧的增材制造(WAAM)是一种很有前途的技术,可用于高效、经济地制造中大型部件。本文旨在对 WAAM 打印部件三个区域的晶粒形态、晶体学取向和纹理进行全面研究。结果顶部和底部区域的电子背散射衍射分析显示出细小的再结晶晶粒,而中间区域则获得了平均尺寸约为 8.980 µm 的柱状晶粒。分析表明,上部和下部区域的错位角更大,结晶纹理更密集。调查发现,底部区域的显微硬度值较高,为 168.93 ± 1.71 HV,耐磨性较好。对残余应力的定量评估发现,上部区域的压应力较高。研究发现,WAAM 制造部件不同区域的晶粒形态与其机械和磨损性能之间存在良好的相关性。霍尔-佩奇关系也确定了晶粒形态与拉伸测试结果之间的良好一致性。与锻造部件相比,该部件的延展性得到了改善。各向异性的存在改善了纵向的机械性能。此外,与立方体部件相比,圆柱形部件具有更优越的摩擦学特性。
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引用次数: 0
Optimisation of printing parameters of fused filament fabrication and uniaxial compression failure analysis for four-point star-shaped structures 四点星形结构的熔融长丝制造印刷参数优化和单轴压缩失效分析
IF 3.9 4区 工程技术 Q1 Engineering Pub Date : 2024-05-07 DOI: 10.1108/rpj-11-2023-0415
J. Wambua, Fredrick Mwema, Stephen Akinlabi, Martin Birkett, Ben Xu, Wai Lok Woo, Mike Taverne, Ying-Lung Daniel Ho, Esther Akinlabi
PurposeThe purpose of this paper is to present an optimisation of four-point star-shaped structures produced through additive manufacturing (AM) polylactic acid (PLA). The study also aims to investigate the compression failure mechanism of the structure.Design/methodology/approachA Taguchi L9 orthogonal array design of the experiment is adopted in which the input parameters are resolution (0.06, 0.15 and 0.30 mm), print speed (60, 70 and 80 mm/s) and bed temperature (55°C, 60°C, 65°C). The response parameters considered were printing time, material usage, compression yield strength, compression modulus and dimensional stability. Empirical observations during compression tests were used to evaluate the load–response mechanism of the structures.FindingsThe printing resolution is the most significant input parameter. Material length is not influenced by the printing speed and bed temperature. The compression stress–strain curve exhibits elastic, plateau and densification regions. All the samples exhibit negative Poisson’s ratio values within the elastic and plateau regions. At the beginning of densification, the Poisson’s ratios change to positive values. The metamaterial printed at a resolution of 0.3 mm, 80 mm/s and 60°C exhibits the best mechanical properties (yield strength and modulus of 2.02 and 58.87 MPa, respectively). The failure of the structure occurs through bending and torsion of the unit cells.Practical implicationsThe optimisation study is significant for decision-making during the 3D printing and the empirical failure model shall complement the existing techniques for the mechanical analysis of the metamaterials.Originality/valueTo the best of the authors’ knowledge, for the first time, a new empirical model, based on the uniaxial load response and “static truss concept”, for failure mechanisms of the unit cell is presented.
目的 本文旨在介绍通过增材制造(AM)聚乳酸(PLA)生产的四点星形结构的优化。采用田口 L9 正交阵列实验设计,输入参数为分辨率(0.06、0.15 和 0.30 毫米)、打印速度(60、70 和 80 毫米/秒)和床温(55°C、60°C、65°C)。考虑的响应参数包括打印时间、材料用量、压缩屈服强度、压缩模量和尺寸稳定性。压缩试验期间的经验观察用于评估结构的负载响应机制。材料长度不受印刷速度和床温的影响。压缩应力-应变曲线显示出弹性、高原和致密化区域。在弹性区和高原区,所有样品的泊松比均为负值。在开始致密化时,泊松比变为正值。在分辨率为 0.3 毫米、速度为 80 毫米/秒、温度为 60°C 的条件下打印的超材料具有最佳的机械性能(屈服强度和模量分别为 2.02 和 58.87 兆帕)。据作者所知,这是首次提出基于单轴载荷响应和 "静态桁架概念 "的全新超材料单元失效机制经验模型。
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引用次数: 0
How safe are 3D-printed skull models for neurosurgical simulation? Measurement of airborne particles and VOCs while burr hole drilling 用于神经外科模拟的 3D 打印头骨模型的安全性如何?钻毛刺孔时测量空气中的颗粒物和挥发性有机化合物
IF 3.9 4区 工程技术 Q1 Engineering Pub Date : 2024-05-07 DOI: 10.1108/rpj-09-2023-0318
Nalinda Dissanayaka, Hamish Alexander, Danilo Carluccio, Michael Redmond, L. Vandi, James I. Novak
PurposeThree-dimensional (3D)printed skulls for neurosurgical training are increasingly being used due to the widespread access to 3D printing technology, their low cost and accuracy, as well as limitations and ethical concerns associated with using human cadavers. However, little is known about the risks of airborne particles or volatile organic compounds (VOCs) released while drilling into 3D-printed plastic models. The aim of this study is to assess the level of exposure to airborne contaminants while burr hole drilling.Design/methodology/approach3D-printed skull samples were produced using three different materials (polyethylene terephthalate glycol [PETG], white resin and BoneSTN) across three different 3D print processes (fused filament fabrication, stereolithography [SLA] and material jetting). A neurosurgeon performed extended burr hole drilling for 10 min on each sample. Spot measurements of particulate matter (PM2.5 and PM10) were recorded, and air samples were analysed for approximately 90 VOCs.FindingsThe particulate matter for PETG was found to be below the threshold value for respirable particles. However, the particulate matter for white resin and BoneSTN was found to be above the threshold value at PM10, which could be harmful for long periods of exposure without personal protective equipment (PPE). The VOC measurements for all materials were found to be below safety thresholds, and therefore not harmful.Originality/valueTo the best of the authors’ knowledge, this is the first study to evaluate the safety of 3D-printed materials for burr hole surgical drilling. It recommends PETG as a safe material requiring minimal respiratory control measures, whereas resin-based materials will require safety controls to deal with airborne particles.
目的用于神经外科培训的三维(3D)打印头骨正被越来越多地用于神经外科培训,原因是三维打印技术普及、成本低、精度高,以及与使用人体尸体相关的限制和伦理问题。然而,人们对在 3D 打印塑料模型中钻孔时释放的空气传播颗粒或挥发性有机化合物(VOC)的风险知之甚少。本研究旨在评估在钻毛刺孔时暴露于空气中污染物的水平。设计/方法/途径使用三种不同的材料(聚对苯二甲酸乙二酯 [PETG]、白色树脂和 BoneSTN)和三种不同的三维打印工艺(熔融长丝制造、立体光刻 [SLA] 和材料喷射)制作了三维打印头骨样本。神经外科医生对每个样品进行了 10 分钟的扩展毛刺钻孔。记录了颗粒物(PM2.5 和 PM10)的点测量值,并对空气样本中约 90 种挥发性有机化合物进行了分析。但是,白色树脂和 BoneSTN 的颗粒物质高于 PM10 的阈值,在没有个人防护设备(PPE)的情况下,长时间接触会对人体造成伤害。所有材料的挥发性有机化合物测量值均低于安全阈值,因此不会对人体造成危害。研究推荐 PETG 为安全材料,只需采取最低限度的呼吸控制措施,而树脂基材料则需要采取安全控制措施来处理空气中的微粒。
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引用次数: 0
Design of a metal additive manufactured aircraft seat leg using topology optimization and part decomposition 利用拓扑优化和部件分解设计金属添加剂制造的飞机座椅腿
IF 3.9 4区 工程技术 Q1 Engineering Pub Date : 2024-05-06 DOI: 10.1108/rpj-11-2023-0400
Hansu Kim, Luke Crispo, Anuj Patel, Nicholas Galley, S. Yeon, Yong Son, Il Yong Kim
PurposeThe lightweight design of aircraft seats can significantly improve fuel efficiency and reduce greenhouse gas emissions. Metal additive manufacturing (MAM) can produce lightweight topology-optimized designs with improved performance, but limited build volume restricts the printing of large components. The purpose of this paper is to design a lightweight aircraft seat leg structure using topology optimization (TO) and MAM with build volume restrictions, while satisfying structural airworthiness certification requirements.Design/methodology/approachTO was used to determine a lightweight conceptual design for the seat leg structure. The conceptual design was decomposed to meet the machine build volume, a detailed CAD assembly was designed and print orientation was selected for each component. Static and dynamic verification was performed, the design was updated to meet the structural requirements and a prototype was manufactured.FindingsThe final topology-optimized seat leg structure was decomposed into three parts, yielding a 57% reduction in the number of parts compared to a reference design. In addition, the design achieved an 8.5% mass reduction while satisfying structural requirements for airworthiness certification.Originality/valueTo the best of the authors’ knowledge, this study is the first paper to design an aircraft seat leg structure manufactured with MAM using a rigorous TO approach. The resultant design reduces mass and part count compared to a reference design and is verified with respect to real-world aircraft certification requirements.
目的飞机座椅的轻量化设计可显著提高燃油效率并减少温室气体排放。金属增材制造(MAM)可以生产出拓扑优化的轻质设计并提高性能,但有限的制造体积限制了大型部件的打印。本文的目的是利用拓扑优化(TO)和 MAM,在满足结构适航认证要求的前提下,设计一种轻质飞机座椅腿结构。对概念设计进行了分解,以满足机器的制造体积,设计了详细的 CAD 装配,并为每个组件选择了打印方向。进行了静态和动态验证,更新了设计以满足结构要求,并制造了一个原型。此外,该设计在满足适航认证结构要求的同时,还减少了 8.5% 的质量。原创性/价值 据作者所知,本研究是第一篇采用严格的 TO 方法设计飞机座椅腿结构的论文。与参考设计相比,该设计减少了质量和零件数量,并根据实际飞机认证要求进行了验证。
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引用次数: 0
Chemical treatment in 3D dental model production for clear aligners via additive manufacturing: a comprehensive evaluation 通过快速成型技术制作透明矫治器三维牙科模型时的化学处理:综合评估
IF 3.9 4区 工程技术 Q1 Engineering Pub Date : 2024-05-06 DOI: 10.1108/rpj-08-2023-0300
Mohammad Vahid Ehteshamfar, Amir Kiadarbandsari, Ali Ataee, Katayoun Ghozati, Mohammad Ali Bagherkhani
PurposeStereolithography (SLA) additive manufacturing (AM) technique has enabled the production of inconspicuous and aesthetically pleasing orthodontics that are also hygienic. However, the staircase effect poses a challenge to the application of invisible orthodontics in the dental industry. The purpose of this study is to implement chemical postprocessing technique by using isopropyl alcohol as a solvent to overcome this challenge.Design/methodology/approachFifteen experiments were conducted using a D-optimal design to investigate the effect of different concentrations and postprocessing times on the surface roughness, material removal rate (MRR), hardness and cost of SLA dental parts required for creating a clear customized aligner, and a container was constructed for chemical treatment of these parts made from photocurable resin.FindingsThe study revealed that the chemical postprocessing technique can significantly improve the surface roughness of dental SLA parts, but improper selection of concentration and time can lead to poor surface roughness. The optimal surface roughness was achieved with a concentration of 90 and a time of 37.5. Moreover, the dental part with the lowest concentration and time (60% and 15 min, respectively) had the lowest MRR and the highest hardness. The part with the highest concentration and time required the greatest budget allocation. Finally, the results of the multiobjective optimization analysis aligned with the experimental data.Originality/valueThis paper sheds light on a previously underestimated aspect, which is the pivotal role of chemical postprocessing in mitigating the adverse impact of stair case effect. This nuanced perspective contributes to the broader discourse on AM methodologies, establishing a novel pathway for advancing the capabilities of SLA in dental application.
目的立体光刻(SLA)增材制造(AM)技术能够生产出不显眼、美观且卫生的牙齿矫正器。然而,阶梯效应对隐形正畸在牙科行业的应用提出了挑战。本研究的目的是使用异丙醇作为溶剂,实施化学后处理技术,以克服这一挑战。设计/方法/途径采用 D-optimal 设计进行了 15 项实验,以研究不同浓度和后处理时间对创建透明定制矫正器所需的 SLA 牙科部件的表面粗糙度、材料去除率 (MRR)、硬度和成本的影响,并构建了一个容器,用于对这些由光固化树脂制成的部件进行化学处理。研究结果研究发现,化学后处理技术能显著改善牙科 SLA 零件的表面粗糙度,但浓度和时间选择不当会导致表面粗糙度不佳。浓度为 90、时间为 37.5 时,表面粗糙度最佳。此外,浓度和时间最低(分别为 60% 和 15 分钟)的牙科零件的 MRR 最低,硬度最高。浓度最高和时间最长的部件所需的预算分配最多。最后,多目标优化分析的结果与实验数据一致。 原创性/价值 本文揭示了以前被低估的一个方面,即化学后处理在减轻楼梯效应的不利影响方面的关键作用。这种细致入微的视角有助于更广泛地讨论 AM 方法,为提高 SLA 在牙科应用中的能力开辟了一条新途径。
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引用次数: 0
Recovery of residual polyamide (PA12) from polymer powder bed fusion additive manufacturing process through a binder jetting process 通过粘合剂喷射工艺从聚合物粉末床熔融增材制造工艺中回收残余聚酰胺(PA12)
IF 3.9 4区 工程技术 Q1 Engineering Pub Date : 2024-05-03 DOI: 10.1108/rpj-05-2023-0177
Cesar O. Balderrama-Armendáriz, Sergio Esteban Arbelaez-Rios, Santos-Adriana Martel-Estrada, A. Maldonado-Macías, Eric MacDonald, J. Aguilar-Duque
PurposeThis study aims to propose the reuse of PA12 (powder) in another AM process, binder jettiinng, which is less sensitive to the chemical and mechanical degradation of the powder after multiple cycles in the laser system.Design/methodology/approachThe experimental process for evaluating the reuse of SLS powders in a subsequent binder jetting process consists of four phases: powder characterization, bonding analysis, mixture testing and mixture characteristics. Analyses were carried out using techniques such as Fourier Transform Infrared Spectroscopy, scanning electron microscopy, thermogravimetric analysis and stress–strain tests for tension and compression. The surface roughness, color, hardness and density of the new mixture were also determined to find physical characteristics. A Taguchi design L8 was used to search for a mixture with the best mechanical strength.FindingsThe results indicated that the integration of waste powder PA12 with calcium sulfate hemihydrate (CSH) generates appropriate particle distribution with rounded particles of PA12 that improve powder flowability. The micropores observed with less than 60 µm, facilitated binder and infiltrant penetration on 3D parts. The 60/40 (CSH-PA12) mixture with epoxy resin postprocessing was found to be the best-bonded mixture in mechanical testing, rugosity and hardness results. The new CSH-PA12 mixture resulted lighter and stronger than the CSH powder commonly used in binder jetting technology.Originality/valueThis study adds value to the polymer powder bed fusion process by using its waste in a circular process. The novel reuse of PA12 waste in an established process was achieved in an accessible and economical manner.
本研究旨在提出在另一种 AM 工艺(粘合剂喷射)中重复使用 PA12(粉末),这种工艺对粉末在激光系统中多次循环后的化学和机械降解不太敏感。使用傅立叶变换红外光谱、扫描电子显微镜、热重分析以及拉伸和压缩应力应变测试等技术进行了分析。此外,还测定了新混合物的表面粗糙度、颜色、硬度和密度,以发现其物理特性。研究结果表明,废弃粉末 PA12 与半水硫酸钙(CSH)的混合产生了适当的颗粒分布,PA12 颗粒呈圆形,改善了粉末的流动性。观察到的微孔小于 60 µm,有利于粘合剂和浸润剂在三维部件上的渗透。经环氧树脂后处理的 60/40(CSH-PA12)混合物在机械测试、凹凸度和硬度结果中被认为是粘结性最好的混合物。新的 CSH-PA12 混合物比粘结剂喷射技术中常用的 CSH 粉末更轻、更强。在一个成熟的工艺流程中,以方便和经济的方式实现了 PA12 废料的新颖再利用。
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引用次数: 0
Development of a Genetic Algorithm – Artificial Neural Network model to optimize the Dimensional Accuracy of parts printed by FFF 开发遗传算法--人工神经网络模型,以优化用 FFF 印刷部件的尺寸精度
IF 3.9 4区 工程技术 Q1 Engineering Pub Date : 2024-05-02 DOI: 10.1108/rpj-09-2023-0314
Ali Hashemi Baghi, Jasmin Mansour
PurposeFused Filament Fabrication (FFF) is one of the growing technologies in additive manufacturing, that can be used in a number of applications. In this method, process parameters can be customized and their simultaneous variation has conflicting impacts on various properties of printed parts such as dimensional accuracy (DA) and surface finish. These properties could be improved by optimizing the values of these parameters.Design/methodology/approachIn this paper, four process parameters, namely, print speed, build orientation, raster width, and layer height which are referred to as “input variables” were investigated. The conflicting influence of their simultaneous variations on the DA of printed parts was investigated and predicated. To achieve this goal, a hybrid Genetic Algorithm – Artificial Neural Network (GA-ANN) model, was developed in C#.net, and three geometries, namely, U-shape, cube and cylinder were selected. To investigate the DA of printed parts, samples were printed with a central through hole. Design of Experiments (DoE), specifically the Rotational Central Composite Design method was adopted to establish the number of parts to be printed (30 for each selected geometry) and also the value of each input process parameter. The dimensions of printed parts were accurately measured by a shadowgraph and were used as an input data set for the training phase of the developed ANN to predict the behavior of process parameters. Then the predicted values were used as input to the Desirability Function tool which resulted in a mathematical model that optimizes the input process variables for selected geometries. The mean square error of 0.0528 was achieved, which is indicative of the accuracy of the developed model.FindingsThe results showed that print speed is the most dominant input variable compared to others, and by increasing its value, considerable variations resulted in DA. The inaccuracy increased, especially with parts of circular cross section. In addition, if there is no need to print parts in vertical position, the build orientation should be set at 0° to achieve the highest DA. Finally, optimized values of raster width and layer height improved the DA especially when the print speed was set at a high value.Originality/valueBy using ANN, it is possible to investigate the impact of simultaneous variations of FFF machines’ input process parameters on the DA of printed parts. By their optimization, parts of highly accurate dimensions could be printed. These findings will be of significant value to those industries that need to produce parts of high DA on FFF machines.
目的熔融长丝制造(FFF)是快速成型制造技术中不断发展的技术之一,可用于多种应用领域。在这种方法中,工艺参数可以定制,它们的同时变化会对打印部件的各种性能(如尺寸精度(DA)和表面光洁度)产生相互冲突的影响。本文研究了四个工艺参数,即打印速度、构建方向、光栅宽度和层高,它们被称为 "输入变量"。研究并预测了这四个参数的同时变化对打印部件 DA 的冲突影响。为实现这一目标,使用 C#.net 开发了遗传算法-人工神经网络(GA-ANN)混合模型,并选择了三种几何形状,即 U 形、立方体和圆柱体。为了研究打印部件的 DA,打印了带有中心通孔的样品。实验设计(DoE),特别是旋转中心复合设计方法,被用来确定要打印的零件数量(每个选定的几何形状为 30 个)以及每个输入工艺参数的值。通过阴影图精确测量了印刷部件的尺寸,并将其作为输入数据集,用于开发的 ANN 的训练阶段,以预测工艺参数的行为。然后,将预测值作为可取函数工具的输入,从而建立一个数学模型,优化选定几何形状的输入工艺变量。结果表明,与其他输入变量相比,印刷速度是最主要的输入变量。不准确度增加,尤其是圆形截面的零件。此外,如果不需要在垂直位置打印零件,则应将构建方向设置为 0°,以获得最高的 DA 值。最后,光栅宽度和层高的优化值改善了 DA,尤其是当打印速度设置为较高值时。 原创性/价值 通过使用 ANN,可以研究 FFF 机器输入工艺参数的同时变化对打印部件 DA 的影响。通过优化这些参数,可以打印出尺寸高度精确的零件。这些发现对于需要在 FFF 机器上生产高 DA 零件的行业具有重要价值。
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引用次数: 0
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Rapid Prototyping Journal
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