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Multi-layer solid-state ultrasonic additive manufacturing of aluminum/copper: local properties and texture 铝/铜的多层固态超声增材制造:局部特性和纹理
IF 3.4 3区 工程技术 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-03-26 DOI: 10.1007/s00170-024-13490-2

Abstract

Ultrasonic additive manufacturing (UAM) is an advanced joining technique that utilizes ultrasonic vibrations to bond layers of metal foil together. UAM offers several benefits over traditional manufacturing methods, including enhanced design flexibility and reduced material waste, and its potential applications in various industries such as aerospace, automotive, and biomedical engineering are being actively explored. The study employs a nanoindentation apparatus to investigate the effect of the UAM process on the local mechanical properties of the bonded interface, along with changes in microstructure, which were investigated using scanning electron microscopy and electron back-scattered diffraction. The results revealed a significant correlation between material hardness and local plasticity. EBSD has revealed that the grain size distribution of Al far from the interface contains 57% of the grains less than 3 µm in size, while at the interface this number rises to approximately 78%, indicating that the average grain size decreases as it approaches the interface. This result is consistent with nanoindentation results that demonstrated a gradual change in the hardness of Al foil far from the interface to close to the interface (the maximum penetration depth near the interface was 500 nm less than far from the interface). Both EBSD and nanoindentation disclose the effect of work hardening close to the interface, which is related to dislocation accumulation with a density of (8.6times {10}^{-10} {{text{cm}}}^{-2}) beneath the interface. The consistency of hardness and Young’s modulus with the pole figures and microscopic images demonstrated that plasticity flow and fine grain distribution would only occur in the vicinity of the interface in the softer metal region. Although the harder metal did not exhibit plasticity or recrystallization, the hardness, and Young’s modulus map indicated the formation of a layer of small grains close to the interface on the aluminum side owing to strain hardening and dynamic recrystallization.

摘要 超声波增材制造(UAM)是一种先进的连接技术,它利用超声波振动将金属箔层粘合在一起。与传统制造方法相比,UAM 具有多种优势,包括提高设计灵活性和减少材料浪费,目前正在积极探索其在航空航天、汽车和生物医学工程等各个行业的潜在应用。本研究采用纳米压痕仪研究了 UAM 工艺对粘合界面局部机械性能的影响以及微观结构的变化,并使用扫描电子显微镜和电子反向散射衍射进行了研究。结果表明,材料硬度和局部塑性之间存在明显的相关性。EBSD 显示,在远离界面的铝晶粒尺寸分布中,有 57% 的晶粒尺寸小于 3 µm,而在界面处,这一数字上升到约 78%,表明平均晶粒尺寸随着接近界面而减小。这一结果与纳米压痕测试结果一致,后者表明铝箔的硬度从远离界面逐渐向靠近界面的方向变化(靠近界面的最大穿透深度比远离界面的小 500 nm)。EBSD 和纳米压痕都揭示了靠近界面处加工硬化的影响,这与界面下方密度为 (8.6times {10}^{-10} {{text{cm}}}^{-2}) 的位错堆积有关。硬度和杨氏模量与极值图和显微图像的一致性表明,塑性流动和细晶粒分布只会发生在较软金属区域的界面附近。虽然较硬的金属没有表现出塑性或再结晶,但硬度和杨氏模量图显示,由于应变硬化和动态再结晶,在铝侧界面附近形成了一层小晶粒层。
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引用次数: 0
Manipulation order optimization in industrial pick-and-place operations: application to textile and leather industry 工业拾放操作中的操纵顺序优化:在纺织和皮革业中的应用
IF 3.4 3区 工程技术 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-03-25 DOI: 10.1007/s00170-024-13436-8
Francisco José Martínez-Peral, Héctor Migallón, Jorge Borrell-Méndez, Miguel Martínez-Rach, Carlos Pérez-Vidal

This work addresses the problem of the development of a robotic system for the picking of parts cut by a CNC machine and the optimization of the sequencing of this picking process. An automated parts collection system is optimized to reduce the time required to perform the task of both picking and the subsequent classification by the type of part. The automated picking system, which is located at the end of a cutting machine, uses a robot equipped with an additional axis to expand its working space. Therefore, in this proposal, the industrial equipment necessary to automate this process is designed and the process to be optimized is computationally modeled. In particular, three discrete optimization algorithms are analyzed, with different evolution strategies and operators, but all of them are free of specific configuration parameters. The whole process is shown in this research, from the design of the procedure to the design of the tool, the algorithm selection, and elements validation. Finally, the first steps towards its industrial implementation are presented, and the hypothesis behind this project is validated.

这项工作的目的是开发一种机器人系统,用于拾取数控机床切割的零件,并优化拾取过程的顺序。对自动零件收集系统进行了优化,以减少执行拾取和随后按零件类型分类任务所需的时间。自动拾取系统位于切割机的末端,使用配备附加轴的机器人来扩大其工作空间。因此,在本提案中,设计了实现这一过程自动化所需的工业设备,并对需要优化的过程进行了计算建模。特别是,分析了三种离散优化算法,它们具有不同的演化策略和运算符,但都不受特定配置参数的限制。这项研究展示了从程序设计到工具设计、算法选择和要素验证的整个过程。最后,介绍了工业化实施的第一步,并验证了本项目背后的假设。
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引用次数: 0
Automatic welding-robot programming based on product-process-resource models 基于产品-工艺-资源模型的焊接机器人自动编程
IF 3.4 3区 工程技术 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-03-25 DOI: 10.1007/s00170-024-13409-x
Ioan-Matei Sarivan, Ole Madsen, Brian Vejrum Wæhrens

This paper describes a novel end-to-end approach for automatic welding-robot programming based on a product-process-resource (PPR) model, for one-of-a-kind manufacturing systems. Traditionally, the information needed to program a welding robot is processed and transferred along the manufacturing organisation’s value chain by using several stand-alone digital systems which require extensive human input and high skill to operate. A PPR model is proposed through this research as a platform for storing and processing the necessary information along the value chain seamlessly. Unlike existing approaches which make use of complex algorithms to automatically identify the weldment seams, the approach suggested in this research makes use of information already digitalised by design engineers under the form of ISO 2553:2019 compliant weldment annotations. Hence, the PPR model contains the weldment annotations; it enables the automatic programming of welding robots and reduces human input down to a few minutes only. The applicability in manufacturing of the theoretical concept is demonstrated through technical implementations tested in the laboratory and on the value chain of an engineering-to-order (ETO) industrial partner involved in the metal fabrication industry. The experiments were conducted by creating several products using the proposed artefact. Experiments show that automatic programming of welding robots can be achieved using PPR models. The conducted experiments showed a reduction of about 80% in human input measured in terms of time, when using the proposed solution. The reduction of the human input can free up skilled labour resource which ETO SMEs can reallocate to other tasks.

本文介绍了一种基于产品-过程-资源(PPR)模型的端到端自动焊接机器人编程新方法,适用于独一无二的制造系统。传统上,焊接机器人编程所需的信息是通过几个独立的数字系统沿着制造组织的价值链进行处理和传输的,这些系统需要大量的人力输入和高技能操作。本研究提出了一个 PPR 模型,作为沿着价值链无缝存储和处理必要信息的平台。与利用复杂算法自动识别焊缝的现有方法不同,本研究提出的方法利用的是设计工程师已经数字化的信息,其形式符合 ISO 2553:2019 标准的焊缝注释。因此,PPR 模型包含焊缝注释;它可以实现焊接机器人的自动编程,并将人工输入减少到几分钟。该理论概念在制造业中的适用性,通过在实验室和一家从事金属制造行业的 "按订单生产(ETO)"工业合作伙伴的价值链上进行的技术实施测试得到了证明。实验是通过使用所提出的人工制品制作若干产品进行的。实验表明,使用 PPR 模型可以实现焊接机器人的自动编程。实验结果表明,在使用所提出的解决方案时,以时间计算的人工投入减少了约 80%。人力投入的减少可以释放熟练劳动力资源,ETO 中小型企业可以将其重新分配到其他任务中。
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引用次数: 0
Constitutive analysis of hot metal flow behavior of virgin and rejuvenated heat treatment creep exhausted power plant X20 steel 电厂 X20 钢原始和年轻化热处理蠕变衰竭热金属流动行为的构成分析
IF 3.4 3区 工程技术 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-03-25 DOI: 10.1007/s00170-024-13443-9
Shem Maube, Japheth Obiko, Josias Van der Merwe, Fredrick Mwema, Desmond Klenam, Michael Bodunrin

This paper presents constitutive equations that describe the hot flow behaviour of Virgin (VG) X20 and rejuvenated heat-treated creep exhaust (CE) X20 steels. The study provides a foundation for determining the effect of rejuvenation heat treatment on CE steels by making comparisons to the VG steel. Hot compression tests were conducted in the temperature range of 900 °C to 1050 °C, at strain rates of 0.1–10 s−1 to a total strain of 0.6, and stress–strain curves were obtained. The flow stress curves of both steels exhibited dynamic recovery (DRV) characteristics as the main softening mechanism. Constitutive constants of steady-state stresses were determined. The stress exponents, n, were 6.62 (VG) and 5.58 (CE), and the apparent activation energy values were 380.36 kJmol−1(VG) and 435.70 kJmol−1 (CE). Analysis of the activation energies showed that VG steel had better workability properties than CE steel and was easier to deform at high temperatures. Constitutive equations for predicting the flow stress in the two steels were established. This were verified by statistical tools: Pearson’s correlation coefficient (R) and Absolute Average Relative Error (AARE). The results showed R-values were, 0.98 (VG) and 0.99 (CE), and the AARE values for VG were 4.17% and 9.01% for CE. The statistical parameters indicated a good correlation between the experimental and predicted values. The constitutive equations therefore adequately described the flow stress behaviour of both steels and can therefore efficiently analyse industrial metal forming schedules.

本文提出了描述初生 (VG) X20 钢和年轻化热处理蠕变排气 (CE) X20 钢热流动行为的构成方程。该研究通过与 VG 钢进行比较,为确定 CE 钢的年轻化热处理效果奠定了基础。在 900 °C 至 1050 °C 的温度范围内,以 0.1-10 s-1 的应变速率至 0.6 的总应变进行了热压缩试验,并获得了应力-应变曲线。两种钢材的流动应力曲线都表现出动态恢复(DRV)特征,这是主要的软化机制。确定了稳态应力的组成常数。应力指数 n 分别为 6.62(VG)和 5.58(CE),表观活化能分别为 380.36 kJmol-1(VG)和 435.70 kJmol-1(CE)。活化能分析表明,VG 钢的加工性能优于 CE 钢,且在高温下更容易变形。建立了预测两种钢中流动应力的构造方程。统计工具对此进行了验证:皮尔逊相关系数(R)和绝对平均相对误差(AARE)。结果显示,R 值分别为 0.98(VG)和 0.99(CE),VG 的 AARE 值为 4.17%,CE 为 9.01%。统计参数表明,实验值与预测值之间具有良好的相关性。因此,构成方程充分描述了这两种钢材的流动应力行为,可以有效地分析工业金属成型计划。
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引用次数: 0
Effects of post-weld heat treatments in microstructure, mechanical properties, and corrosion resistance of simulated heat-affected zone of supermartensitic steel UNS S41426 焊后热处理对超马氏体钢 UNS S41426 模拟热影响区微观结构、机械性能和耐腐蚀性的影响
IF 3.4 3区 工程技术 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-03-25 DOI: 10.1007/s00170-024-13448-4

Abstract

Supermartensitic stainless steel (SMSS) UNS S41426 is an extra-low carbon steel with 12–13%Cr-5%Ni-2%Mo (%wt.) and microadditions of Ti and V. This material offers an interesting combination of mechanical and corrosion resistance. Although the weldability was improved in relation to conventional martensitic steels, due to the drastic reduction of carbon content, post-weld heat treatments are still necessary to decrease the hardness of the heat affected zone (HAZ). The UNS S41426 is used to manufacture mandrels for chemical products or gas injection in the well in the oil and gas off-shore production. Those mandrels are constructed with forged parts and hot rolled seamless pipes joined by welding. The microstructure, hardness, toughness, and sensitization of simulated HAZ of SMSS UNS S41426 forged and hot rolled were investigated. The effect of single tempering at 650 °C for 5 min and at 620 °C for 1 h, as well as double tempering (670 °C/2 h + 600 °C/2 h), was analyzed. The short duration tempering treatments did not change considerably the microstructure, but provoked an undesirable decrease of toughness. The single tempering for 1 h and the double tempering promoted more important microstructural changes, accompanied by the decrease of hardness and the increase of the degree of sensitization.

摘要 超级马氏体不锈钢(SMSS)UNS S41426 是一种超低碳钢,含 12-13%Cr-5%Ni-2%Mo (%wt.)以及微量的 Ti 和 V。虽然与传统的马氏体钢相比,该材料的可焊性有所提高,但由于碳含量的大幅降低,仍有必要进行焊后热处理,以降低热影响区(HAZ)的硬度。UNS S41426 用于制造化工产品的心轴,或在石油和天然气的近海生产中将气体注入井中。这些心轴由锻造件和热轧无缝管焊接而成。研究了 SMSS UNS S41426 锻件和热轧件的微观结构、硬度、韧性和模拟热影响区的敏化。分析了在 650 °C 回火 5 分钟和 620 °C 回火 1 小时以及双回火(670 °C/2 小时 + 600 °C/2 小时)的影响。短时间的回火处理没有明显改变微观结构,但导致韧性下降。1小时的单次回火和双次回火促进了更重要的微观结构变化,同时伴随着硬度的降低和敏化程度的增加。
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引用次数: 0
Microscopic and Mechanical Properties Characterization of Laser Beam Welded 5754 to 6063 Aluminum Alloys 激光束焊接 5754 至 6063 铝合金的微观和机械性能表征
IF 3.4 3区 工程技术 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-03-25 DOI: 10.1007/s00170-024-13471-5
Epameinondas Katsikas, Anastasios Kladis, Dimitra Ioannidou, George Karafyllias, Stavros Deligiannis, Pantelis N. Botsaris, George Gaidajis, Petros E. Tsakiridis

Laser beam welding (LBW) has been widely employed to acquire defect-free joints between aluminum alloys for a wide range of applications, especially within the automotive industry. The current study aims to examine the effect of laser power on the final microstructure, as well as the mechanical properties of laser beam welded AA5754 and AA6063 aluminum alloys. Lap joints of the abovementioned alloys were performed using a 1030-nm Yb:YAG LBW process with a laser power of 3000 W and 3500 W. The microstructure of base metals (BM), heat-affected zone (HAZ), and fusion zone (FZ) was investigated by means of visible light microscopy (VLM) under non-polarized and polarized light, as well as of scanning electron microscopy (SEM) in conjunction with energy-dispersive spectroscopy (EDS), while the crystal structure was evaluated by X-ray diffraction (XRD). The mechanical properties of welded samples were investigated through Vickers microhardness and tensile shear tests. Furthermore, the fracture surfaces were observed under a stereoscope and a SEM. The metallographic examination revealed the presence of small defects, such as pores, with a diameter ranging from 20 to 50 μm, and microcracks, whose length ranged from 300 to 400 μm. Reducing the laser power was observed to affect the weld geometry, and more specifically the penetration, that was found at 900 μm for the samples welded with 3500 W and 333 μm for those welded with 3000 W. It was also noticed that reducing the laser power resulted in decreased width of the HAZ; the samples welded with 3000 W had a HAZ width of approximately 400–500 μm, while the samples welded with 3500 W had a HAZ width of 500 μm. Finally, applying higher laser power was observed to improve the mechanical properties of welded samples, resulting in higher relative ductility and fewer microhardness fluctuations within the FZ. The specimens welded with 3500 W presented increased tensile shear force and displacement of 3.8 kN in comparison to 3.4 kN of the joints welded with 3000 W.

激光束焊接(LBW)已被广泛用于获得铝合金之间的无缺陷接缝,应用范围十分广泛,尤其是在汽车行业。本研究旨在考察激光功率对激光焊接 AA5754 和 AA6063 铝合金最终微观结构以及机械性能的影响。上述合金的搭接采用 1030 纳米 Yb:YAG 激光束焊接工艺,激光功率分别为 3000 W 和 3500 W。通过非偏振光和偏振光下的可见光显微镜 (VLM)、扫描电子显微镜 (SEM) 以及能量色散光谱 (EDS) 研究了母材 (BM)、热影响区 (HAZ) 和熔合区 (FZ) 的微观结构,并通过 X 射线衍射 (XRD) 评估了晶体结构。通过维氏硬度和拉伸剪切试验研究了焊接样品的机械性能。此外,还在立体镜和扫描电镜下观察了断裂表面。金相检查发现了一些小缺陷,如直径在 20 至 50 μm 之间的气孔和长度在 300 至 400 μm 之间的微裂纹。降低激光功率会影响焊接几何形状,更具体地说会影响熔透,用 3500 瓦激光焊接的样品熔透为 900 微米,用 3000 瓦激光焊接的样品熔透为 333 微米。最后,据观察,使用更高的激光功率可改善焊接样品的机械性能,从而提高相对延展性,减少 FZ 内的显微硬度波动。与使用 3000 W 焊接的 3.4 kN 相比,使用 3500 W 焊接的试样的拉伸剪切力和位移增加了 3.8 kN。
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引用次数: 0
Design and construction for theory and method of magnetic-controlled negative pressure GTAW arc model based on multi-physics simulation 基于多物理场仿真的磁控负压 GTAW 电弧模型理论和方法的设计与构建
IF 3.4 3区 工程技术 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-03-25 DOI: 10.1007/s00170-024-13399-w
Kefeng Xu, Jian Luo, Kunyu Cui, Riping Cheng, Lei Ling

The two-dimensional GTAW arc model is insufficient to fully explain the effects of the external longitudinal magnetic field on the arc. Therefore, a three-dimensional GTAW arc model was established to elucidate the recirculation flow and negative pressure arc characteristic of magnetic-controlled arc. The external magnetic field controls the surface temperature, pressure, and current density distribution of the workpiece by controlling the flow of arc plasma. When the magnetic flux density is 0.04T, the surface temperature, pressure, and current density of the workpiece exhibit a bimodal distribution. Under the negative pressure of the GTAW arc, the arc plasma on both sides flowed counterclockwise around the center in the spiral upward direction and then counterclockwise downward from 0.9 mm below the tungsten electrode. By controlling the welding current and magnetic flux density, the occurrence of negative surface pressure on the workpiece can be effectively controlled.

二维 GTAW 电弧模型不足以完全解释外部纵向磁场对电弧的影响。因此,我们建立了一个三维 GTAW 电弧模型,以阐明磁控电弧的循环流动和负压电弧特性。外部磁场通过控制电弧等离子体的流动来控制工件的表面温度、压力和电流密度分布。当磁通密度为 0.04T 时,工件表面温度、压力和电流密度呈双峰分布。在 GTAW 电弧的负压作用下,两侧的电弧等离子体围绕中心逆时针螺旋上升流动,然后从钨电极下方 0.9 mm 处逆时针向下流动。通过控制焊接电流和磁通密度,可有效控制工件表面负压的产生。
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引用次数: 0
Structure and mechanical properties of three-layer composites obtained by magnetic pulse welding of titanium and Zr-based metallic glass 通过磁脉冲焊接钛和锆基金属玻璃获得的三层复合材料的结构和力学性能
IF 3.4 3区 工程技术 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-03-25 DOI: 10.1007/s00170-024-13484-0
Daria V. Lazurenko, Alexander A. Ivannikov, Alexander G. Anisimov, Nikita S. Popov, Kemal I. Emurlaev, Gleb D. Dovzhenko, Ivan A. Bataev, Ruslan I. Kuzmin, Konstantin E. Kuper

Metallic glass-reinforced metal matrix composites (MMCs) are in the focus of attention of many research groups due to the outstanding properties provided by a combination of ductile crystalline matrix and high-strength glassy phase. To date, many fabrication techniques have been used to form such composites. Most of them are based on pressure-assisted sintering of glassy and crystalline components. However, the selection of the heating temperature and holding time is challenging due to the low thermal stability of the metallic glasses (MGs). In this study, a solid-state magnetic pulse welding (MPW) technique was used for manufacturing laminated Ti-based composites with Zr-based MG reinforcement. The structure of the interfaces between Ti and MG layers was studied using light microscopy (LM), scanning electron microscopy (SEM), and synchrotron X-ray diffraction (SXRD). The experimental study was supplemented with smoothed-particle hydrodynamics (SPH) numerical simulations. The Ti-MG-Ti composite obtained by MPW possessed high quality of joint and had no macroscopic defects such as cracks or lack of fusion. The formation of a firm joint was provided by the plastic flow of titanium. Deformation processes in the titanium plates developed mainly in the interfacial zones, while the MG ribbons subjected to deformation by shear mechanism through the entire thickness. Due to the short-term thermal impact and high cooling rates, MPW retained a disordered structure of MG, despite local melting occurring at the interfaces and in shear bands. Tensile tests of composites containing 5 vol. % and 13 vol. % of MG phase showed that their strength follows the rule of mixtures.

金属玻璃增强金属基复合材料(MMC)具有韧性结晶基体和高强度玻璃相组合的优异性能,是许多研究小组关注的焦点。迄今为止,许多制造技术已被用于形成此类复合材料。其中大多数技术都是基于玻璃相和结晶相的压力辅助烧结。然而,由于金属玻璃(MGs)的热稳定性较低,选择加热温度和保温时间具有挑战性。本研究采用固态磁脉冲焊接 (MPW) 技术制造了带有 Zr 基 MG 增强层的层状 Ti 基复合材料。使用光学显微镜 (LM)、扫描电子显微镜 (SEM) 和同步辐射 X 射线衍射 (SXRD) 研究了钛层和 MG 层之间的界面结构。实验研究还辅以平滑粒子流体力学(SPH)数值模拟。通过 MPW 获得的钛-MG-钛复合材料具有很高的接合质量,没有裂缝或不融合等宏观缺陷。钛的塑性流动为牢固连接的形成提供了条件。钛板的变形过程主要发生在界面区,而 MG 带则通过剪切机制在整个厚度上发生变形。由于短期热影响和高冷却率,尽管在界面和剪切带发生了局部熔化,但 MPW 仍保持了 MG 的无序结构。对含有 5 体积百分比和 13 体积百分比 MG 相的复合材料进行的拉伸测试表明,它们的强度遵循混合物的规则。
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引用次数: 0
Influence of extrusion 4D printing parameters on the thermal shape-morphing behaviors of polylactic acid (PLA) 挤出 4D 印刷参数对聚乳酸(PLA)热形变行为的影响
IF 3.4 3区 工程技术 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-03-25 DOI: 10.1007/s00170-024-13470-6
Aref Ansaripour, Mohammad Heidari-Rarani, Rasoul Mahshid, Mahdi Bodaghi

A simple and inactive structure is able to transform into a complex and active one via four-dimensional (4D) printing. Controlling bending deformation, activation time, and temperature is crucial in 4D printing. This study aimed to comprehensively evaluate and analyze the effect of different process parameters on the bending deformation of polylactic acid (PLA) shape-morphing produced by material extrusion additive manufacturing. These parameters included layup, layer thickness, printing speed, nozzle temperature, nozzle diameter, and bed temperature. Since the bending deformation is significantly affected by the specimen wall, this study has focused, for the first time, on the simultaneous influence of process parameters and presence of a wall on the deformation. Furthermore, the study examined the influence of printing parameters on activation time and activation temperature. The results indicated that increasing the pre-strain stored in the parts led to a decrease in activation time and activation temperature. Subsequently, the Taguchi design of experiment method was used to optimize the most influential parameters on the bending deformation. The difference between the optimal predicted and the experimental deformations was less than 2%. Layer thickness, layup, nozzle temperature, and printing speed were recognized as the most effective parameters for controlling deformation, respectively.

通过四维(4D)打印,简单的非活性结构可以转变为复杂的活性结构。控制弯曲变形、活化时间和温度对四维打印至关重要。本研究旨在全面评估和分析不同工艺参数对材料挤出增材制造生产的聚乳酸(PLA)成型弯曲变形的影响。这些参数包括层数、层厚、打印速度、喷嘴温度、喷嘴直径和床层温度。由于弯曲变形受试样壁的影响很大,本研究首次关注了工艺参数和试样壁对变形的同时影响。此外,研究还考察了印刷参数对活化时间和活化温度的影响。结果表明,增加部件中储存的预应变会导致活化时间和活化温度的降低。随后,采用田口实验设计法优化了对弯曲变形影响最大的参数。最佳预测变形与实验变形之间的差异小于 2%。层厚、分层、喷嘴温度和印刷速度分别被认为是控制变形最有效的参数。
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引用次数: 0
Adaptable multi-objective optimization framework: application to metal additive manufacturing 适应性多目标优化框架:应用于金属增材制造
IF 3.4 3区 工程技术 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-03-25 DOI: 10.1007/s00170-024-13489-9

Abstract

This work presents a novel adaptable framework for multi-objective optimization (MOO) in metal additive manufacturing (AM). The framework offers significant advantages by departing from the traditional design of experiments (DoE) and embracing surrogate-based optimization techniques for enhanced efficiency. It accommodates a wide range of process variables such as laser power, scan speed, hatch distance, and optimization objectives like porosity and surface roughness (SR), leveraging Bayesian optimization for continuous improvement. High-fidelity surrogate models are ensured through the implementation of space-filling design and Gaussian process regression. Sensitivity analysis (SA) is employed to quantify the influence of input parameters, while an evolutionary algorithm drives the MOO process. The efficacy of the framework is demonstrated by applying it to optimize SR and porosity in a case study, achieving a significant reduction in SR and porosity levels using data from existing literature. The Gaussian process model achieves a commendable cross-validation R2 score of 0.79, indicating a strong correlation between the predicted and actual values with minimal relative mean errors. Furthermore, the SA highlights the dominant role of hatch spacing in SR prediction and the balanced contribution of laser speed and power on porosity control. This adaptable framework offers significant potential to surpass existing optimization approaches by enabling a more comprehensive optimization, contributing to notable advancements in AM technology.

摘要 这项工作为金属增材制造(AM)中的多目标优化(MOO)提出了一个新颖的适应性框架。该框架摒弃了传统的实验设计(DoE),采用了基于代理的优化技术以提高效率,因而具有显著优势。它能适应激光功率、扫描速度、舱口距离等多种工艺变量,以及孔隙率和表面粗糙度(SR)等优化目标,并利用贝叶斯优化技术实现持续改进。通过实施空间填充设计和高斯过程回归,确保了高保真代用模型。灵敏度分析(SA)用于量化输入参数的影响,而进化算法则驱动 MOO 过程。通过在案例研究中应用该框架优化 SR 和孔隙度,利用现有文献中的数据显著降低了 SR 和孔隙度水平,从而证明了该框架的功效。高斯过程模型的交叉验证 R2 值为 0.79,值得称赞,这表明预测值和实际值之间具有很强的相关性,相对平均误差极小。此外,SA 突出显示了舱口间距在 SR 预测中的主导作用,以及激光速度和功率对孔隙率控制的均衡贡献。这种适应性强的框架通过实现更全面的优化,为超越现有优化方法提供了巨大潜力,从而推动了 AM 技术的显著进步。
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引用次数: 0
期刊
International Journal of Advanced Manufacturing Technology
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