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Polymer extrusion die design using a data-driven autoencoders technique 基于数据驱动的自编码器技术的聚合物挤出模具设计
IF 2.4 3区 材料科学 Q2 Materials Science Pub Date : 2023-11-14 DOI: 10.1007/s12289-023-01796-7
Chady Ghnatios, Eloi Gravot, Victor Champaney, Nicolas Verdon, Nicolas Hascoët, Francisco Chinesta

Designing extrusion dies remains a tricky issue when considering polymers. In fact, polymers exhibit strong non-Newtonian rheology that manifest in noticeable viscoelastic behaviors as well as significant normal stress differences. As a consequence, when they are pushed through a die, an important die-swelling is observed, and consequently the final geometry of the extruded profile differs significantly from the one of the die. This behavior turns the die’s design into a difficult task, and its geometry must be defined in such a way that the extruded profile results in the targeted one. Numerical simulation was identified as a natural way for building and solving the inverse problem of defining the die, leading to the targeted extruded geometry. However, state-of-the-art rheological models reveal inaccuracies for the desired level of precision. In this paper, we propose a data-driven approach that, based on the accumulated experience on the extruded profiles for different dies, learns the relation enabling efficient die design.

当考虑聚合物时,设计挤出模具仍然是一个棘手的问题。事实上,聚合物表现出强烈的非牛顿流变性,表现为明显的粘弹性行为以及显著的正应力差异。因此,当它们被推过模具时,观察到一个重要的模具膨胀,因此挤压轮廓的最终几何形状与模具中的一个显着不同。这种行为将模具的设计变成一项艰巨的任务,其几何形状必须以这样一种方式定义,即挤压的轮廓结果在目标之一。数值模拟被认为是建立和解决定义模具逆问题的自然方法,从而导致目标挤压几何形状。然而,最先进的流变模型揭示了精度所需水平的不准确性。在本文中,我们提出了一种数据驱动的方法,该方法基于在不同模具的挤压型材上积累的经验,学习实现高效模具设计的关系。
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引用次数: 0
Experimental and numerical study of the closure of voids with different size and various locations in the three-dimensional cogging process 三维开槽过程中不同尺寸、不同位置孔洞闭合的实验与数值研究
IF 2.4 3区 材料科学 Q2 Materials Science Pub Date : 2023-11-14 DOI: 10.1007/s12289-023-01798-5
Marcin Kukuryk

In this paper, a new forging system was developed and a new complex methodology was tested for the analysis of the closure of voids. The effective geometric shapes of anvils and optimal the forging parameters has been determined. A new cogging process provided a complete closure of voids, which was confirmed by experimental tests. The effect of the reduction ratio, original anvil shape, forging ratio and the location and size of introduced voids on the efficiency of void closure during the multi-transition cogging process was assessed. Moreover, the following were used for the evaluation of void closure: the hydrostatic stress around voids, stress triaxiality, effective strain around voids, and the critical reduction ratio. Numerical examinations were performed using the finite element method (FEM) for the three-dimensional forging process at elevated temperature. Computer simulations of the cogging process under investigation were carried out using a program DEFORM-3D, and selected simulation results were compared with experimental test results. Void reduction predictions obtained from the FEM analysis were in good agreement with the experimental findings. The test results are supplemented with the prediction of crack formation in the zone of existing voids and within the forging volume during the multi-transition cogging process.

本文开发了一种新的锻造系统,并测试了一种新的复杂方法来分析空隙的闭合性。确定了顶块的有效几何形状和最优锻造参数。一种新的开孔工艺提供了一个完全封闭的空隙,这是由实验测试证实。评估了多过渡齿槽成形过程中,压缩比、原始砧形、锻造比以及引入孔洞的位置和大小对孔洞闭合效率的影响。利用孔洞周围静水应力、应力三轴性、孔洞周围有效应变和临界折减比来评价孔洞闭合性。采用有限元方法对三维高温锻造过程进行了数值模拟。利用DEFORM-3D程序对所研究的齿槽过程进行了计算机模拟,并将选定的模拟结果与实验测试结果进行了比较。从有限元分析中得到的孔隙减少预测与实验结果很好地吻合。对试验结果进行了补充,并预测了在多过渡齿槽加工过程中存在孔洞区域和锻件内部裂纹的形成情况。
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引用次数: 0
Bending behavior of structured steel sheets with undercuts for interlocking with Al die-cast metal 与铝压铸金属联锁用带凹口的结构钢薄板的弯曲性能
IF 2.4 3区 材料科学 Q2 Materials Science Pub Date : 2023-11-09 DOI: 10.1007/s12289-023-01797-6
Aron Ringel, Gerhard Hirt

Due to the current changes in mobility, lightweight design concepts continue to be of particular interest to the automotive industry. One form is the multi-material design, in which the advantageous properties of different materials are combined in one component. In this work, a component made of a steel sheet with stiffening structures of cast aluminum is considered. The joint is created by channel structures with undercuts on the surface of the steel sheet, into which the molten aluminum can flow. After solidification, an interlocking connection is created. The aim of this work is to investigate the influence of a bending operation on the surface structure before the die casting process. Numerical simulations and experimental validations were performed with different bending angles and radii as well as orientations between the channel structure and the punch. The results show that the undercuts on the outer radius are reduced by up to 75% by the bending operation, thus weakening the resulting joint. On the inner radius, the channel opening width narrows by up to 73% and can thus impede the filling with the melt.

由于当前移动出行的变化,轻量化设计概念继续是特别感兴趣的汽车行业。一种形式是多材料设计,在这种设计中,不同材料的优点被组合在一个组件中。在这项工作中,考虑了一个由钢板与铸铝加强结构组成的部件。接头是由在钢板表面有凹口的沟道结构形成的,熔融铝可以流入其中。凝固后,形成一个联锁连接。本工作的目的是研究压铸过程前弯曲操作对表面结构的影响。数值模拟和实验验证了不同弯曲角度、半径和方向的通道结构与冲床。结果表明,弯曲操作使外半径上的凹痕减少了75%,从而削弱了接头。在内半径上,通道开口宽度缩小了73%,从而阻碍了熔体的填充。
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引用次数: 0
Unified thermomechanical model of Ti-6Al-4V titanium alloy considering microstructure evolution and damage fracture under different stress state 考虑不同应力状态下组织演变和损伤断裂的Ti-6Al-4V钛合金统一热机械模型
IF 2.4 3区 材料科学 Q2 Materials Science Pub Date : 2023-11-08 DOI: 10.1007/s12289-023-01799-4
Rui Feng, Minghe Chen, Lansheng Xie

Establishing a unified constitutive model to simulate the hot deformation behaviors, microstructure evolution and fracture behaviors under different stress states during the hot forming of titanium alloy is indispensable. The high temperature tensile tests were first carried out on different stress states of forged Ti-6Al-4 V alloy specimens to analyze the flow behaviors, microstructure evolution and fracture mechanism. The results show that the effect of temperature on fracture elongation is more significant than strain rate. High temperature and low strain rate will increase the dynamic recrystallization (DRX) volume fraction and softening effect, which inhibits the nucleation and growth of voids, thereby enhancing the plastic deformation ability of the alloy. The DRX volume fraction, grain size and stress triaxiality were introduced into the unified Gurson-Tvergaard-Needleman (GTN) damage model using the internal state variables. The parameters of GTN model were modified by the Response Surface Method (RSM) and compared with the high temperature tension. Finally, the established GTN damage model was successfully applied to finite element (FE) simulation under different stress states. The correlation coefficient R of predicted stress is 0.989, and the maximum errors of DRX volume fraction and grain size are 9.86% and 6.54%. The research results can provide a basis for the performance control in hot working of titanium alloy.

建立统一的本构模型来模拟钛合金热成形过程中不同应力状态下的热变形行为、组织演变和断裂行为是必不可少的。首先对锻造的Ti-6Al-4V合金试样的不同应力状态进行了高温拉伸试验,分析了试样的流动行为、组织演变和断裂机理。结果表明,温度对断裂伸长率的影响大于应变速率。高温和低应变速率会增加动态再结晶(DRX)的体积分数和软化效应,抑制空洞的形核和生长,从而增强合金的塑性变形能力。使用内部状态变量将DRX体积分数、晶粒尺寸和应力三轴度引入统一的Gurson-Tvergaard-Nedleman(GTN)损伤模型中。采用响应面法对GTN模型的参数进行了修正,并与高温张力进行了比较。最后,将建立的GTN损伤模型成功应用于不同应力状态下的有限元模拟。预测应力的相关系数R为0.989,DRX体积分数和晶粒尺寸的最大误差分别为9.86%和6.54%。研究结果可为钛合金热加工性能控制提供依据。
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引用次数: 0
The adaption, evaluation and application of a semi-empirical bond strength model for the simulations of multi-pass hot roll bonding of aluminium alloys 半经验结合强度模型在铝合金多道次热轧结合过程模拟中的应用及评价
IF 2.4 3区 材料科学 Q2 Materials Science Pub Date : 2023-11-03 DOI: 10.1007/s12289-023-01795-8
Zhao Liu, Alexander Krämer, Johannes Lohmar, Holger Aretz, Kai Karhausen, David Bailly, Gerhard Hirt, Marco Teller

Nowadays, the requirements on metallic materials have become more comprehensive, which gradually exceed the capability of monolithic metals. One of the solutions is the composite metal, where different properties of the constituents are integrated as one. In industrial practice, hot roll bonding has been frequently employed to produce laminated composite metals thanks to its high adaptivity. However, the bonding mechanism and the bond strength models have not been thoroughly investigated and parametrized. In a recent publication, a semi-empirical bond strength model has been developed, which quantitatively considers the influence of various influencing factors on the bond strength.

In this paper, this new model is applied in FE simulations of lab-scale hot roll bonding of multiple passes to achieve a better understanding of the process and the bonding behaviours. Firstly, this new model is adapted for macroscopic process simulations, implemented in FE environment via Abaqus subroutines, and evaluated by the simulations of the truncated-cone experiments. Secondly, the FE setup is applied in the process simulation of hot roll bonding. Eight roll bonding passes are simulatively reproduced and good accordance with experiment is achieved. The strain distribution in thickness, evolution of temperature and bond strength, bonding status and cause of local temporary de-bonding are analysed by this simulation. Finally, the influences of the thickness ratio of metallic plates, height reduction, rolling velocity, and material combination with different bonding properties are tested in simulative studies. The process simulations provide a promising way to facilitate the design and optimization of hot roll bonding by FE simulations.

如今,对金属材料的要求越来越全面,逐渐超出了单片金属的能力。其中一种解决方案是复合金属,其中成分的不同性质被整合为一个。在工业实践中,热轧粘接由于其高适应性而被广泛用于生产层压复合金属。然而,粘结机理和粘结强度模型尚未得到深入的研究和参数化。在最近的一篇论文中,建立了一种半经验的粘结强度模型,该模型定量地考虑了各种影响因素对粘结强度的影响。本文将该模型应用于实验室规模的多道次热轧粘接的有限元模拟,以更好地理解粘接过程和粘接行为。首先,将该模型应用于宏观过程仿真,利用Abaqus子程序在有限元环境中实现,并通过截锥实验仿真对其进行评价。其次,将有限元模型应用于热轧粘接过程的仿真。模拟再现了8道辊焊道,与实验结果吻合较好。通过模拟分析了应变在厚度上的分布、温度和粘结强度的演变、粘结状态和局部暂时脱粘的原因。最后,在模拟研究中测试了金属板的厚度比、高度降低、轧制速度和材料组合对不同粘结性能的影响。该过程模拟为热轧粘接的设计和优化提供了一种有希望的方法。
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引用次数: 0
Formability classifier for a TV back panel part with machine learning 基于机器学习的电视后面板零件可成形性分类器
IF 2.4 3区 材料科学 Q2 Materials Science Pub Date : 2023-11-02 DOI: 10.1007/s12289-023-01791-y
Piemaan Fazily, Donghyuk Cho, Hyunsung Choi, Joon Ho Cho, Jongshin Lee, Jeong Whan Yoon

This study proposes a machine learning-based methodology for evaluating the formability of sheet metals. An XGBoost (eXtreme Gradient Boosting) machine learning classifier is developed to classify the formability of the TV back panel based on the forming limit curve (FLC). The input to the XGBoost model is the blank thickness and cross-sectional dimensions of the screw holes, AC (Alternating Current), and AV (Audio Visual) terminals on the TV back panel. The training dataset is generated using finite element simulations and verified through experimental strain measurements. The trained classification model maps the panel geometry to one of three formability classes: safe, marginal, and cracked. Strain values below the FLC are classified as safe, those within 5% margin of the FLC are classified as marginal, and those above are classified as cracked. The statistical accuracy and performance of the classifier are quantified using the confusion matrix and multiclass Receiver Operating Characteristic (ROC) curve, respectively. Furthermore, in order to demonstrate the practical viability of the proposed methodology, the punch radius of the screw holes is optimized using Brent's method in a Java environment. Remarkably, the optimization process is completed swiftly, taking only 3.11 s. Hence, the results demonstrate that formability for a new design can be improved based on the predictions of the machine learning model.

本研究提出了一种基于机器学习的方法来评估金属板材的可成形性。提出了一种基于成形极限曲线(FLC)的XGBoost (eXtreme Gradient Boosting)机器学习分类器,对电视后面板的可成形性进行分类。XGBoost模型的输入为电视机后面板上螺钉孔、AC (Alternating Current)和AV (Audio Visual)端子的毛坯厚度和横截面尺寸。训练数据集使用有限元模拟生成,并通过实验应变测量进行验证。经过训练的分类模型将面板几何形状映射到三种可成形性类别之一:安全、边缘和裂纹。小于FLC的应变值为安全应变值,小于FLC 5%的应变值为边缘应变值,大于FLC 5%的应变值为开裂应变值。分类器的统计精度和性能分别使用混淆矩阵和多类接收者工作特征(ROC)曲线进行量化。此外,为了证明所提出方法的实际可行性,在Java环境中使用Brent方法对螺孔的冲孔半径进行了优化。值得注意的是,优化过程完成得很快,只需要3.11秒。因此,研究结果表明,基于机器学习模型的预测,新设计的成形性可以得到改善。
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引用次数: 0
Simulation research on the rotating back extrusion process for magnesium alloy wheel 镁合金轮毂旋转反挤压过程的仿真研究
IF 2.4 3区 材料科学 Q2 Materials Science Pub Date : 2023-11-02 DOI: 10.1007/s12289-023-01793-w
Yanchao Jiang, Qichi Le, Qiyu Liao, Chenglu Hu, Ruizhen Guo, Xiaoqiang Yu, Wenyi Hu

The flow stress model, the dynamic recrystallization (DRX) model, the grain growth (GG) model and the Normalized Cockcroft-Latham (NC-L) ductile fracture criterion are integrated into the finite element (FE) model to simulate the physical field and DRX evolution of the AZ80 magnesium (Mg) alloy wheel forming process by the rotating back extrusion (RBE) process. The deformation behavior of the AZ80 Mg alloy wheel during the forming process is calculated quantitatively when the angular velocity ((omega)) is 0 to 80°/s. Findings revealed that the RBE process increases the deformation heat and effective strain in the forming process of the wheel, and refines the grain size of the whole wheel. However, excessive angular velocity ((omega) > 40°/s) is not conducive to the DRX of the wheel bottom, which makes the grain at the wheel core grow abnormally and reduces the uniformity of the microstructure distribution at the wheel bottom. The damage factor value at the upper rim increases with the increase in (omega), i.e., the tendency of the upper rim to crack increases. Therefore, the (omega) of the Mg alloy wheel produced by the RBE process within the scope of this study should be set at 40°/s. The RBE process of the Mg alloy wheel can provide a new idea for the plastic forming of Mg alloy wheels.

将流动应力模型、动态再结晶(DRX)模型、晶粒生长(GG)模型和归一化Cockcroft-Latham (NC-L)韧性断裂准则整合到有限元(FE)模型中,模拟AZ80镁合金轮式旋转反挤压成形过程的物理场和DRX演化过程。定量计算了角速度((omega))为0 ~ 80°/s时AZ80镁合金轮毂在成形过程中的变形行为。结果表明:RBE工艺提高了车轮成形过程中的变形热和有效应变,细化了车轮整体的晶粒尺寸;过大的角速度((omega) &gt; 40°/s)不利于轮底DRX的形成,使轮芯处晶粒生长异常,降低了轮底组织分布的均匀性。上缘处的损伤因子值随着(omega)的增大而增大,即上缘开裂的倾向增大。因此,本研究范围内RBE工艺生产的镁合金轮毂的(omega)应设定为40°/s。镁合金轮毂的RBE工艺为镁合金轮毂的塑性成形提供了新的思路。
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引用次数: 0
Membrane behavior of uni- and bidirectional non-crimp fabrics in off-axis-tension tests 单向和双向无卷曲织物在离轴拉伸试验中的膜性能
IF 2.4 3区 材料科学 Q2 Materials Science Pub Date : 2023-10-25 DOI: 10.1007/s12289-023-01792-x
Bastian Schäfer, Ruochen Zheng, Naim Naouar, Luise Kärger

The production of high-performance composite parts with non-crimp fabrics (NCFs) requires a profound understanding of the material’s behavior during draping to prevent forming defects such as wrinkling and gapping. Simulation methods can be used to model the complex material behavior of NCFs and predict their deformation during the draping process. However, NCFs do not intrinsically deform under pure shear like most woven fabrics, but often under superimposed shear, transverse tension and in-plane roving compaction. Therefore, non-standard characterization methods have to be applied besides typical picture frame tests or bias-extension tests. Off-axis-tension tests (OATs) utilize a simple setup to characterize a fabric’s membrane behavior under different ratios of superimposed shear, transverse tension and in-plane compaction. OATs at three different bias angles (30(^circ ), 45(^circ ) and 60(^circ )) are conducted to investigate a unidirectional and a bidirectional NCF. A method is presented to measure the fiber curvatures in addition to the occurring strains. The investigations reveal a relatively symmetrical, shear-dominated behavior with limited roving slippage for the Biax-NCF. The behavior of the UD-NCF strongly depends on the stitching load during tests and is characterized by an asymmetric shear behavior as well as significant roving slippage. The off-axis-tension test results can be used as the basis for the development and validation of new simulation methods to model the complex membrane behavior of NCFs.

使用无卷曲织物(nfc)生产高性能复合材料部件需要对材料在悬垂过程中的行为有深刻的了解,以防止形成褶皱和缝隙等缺陷。模拟方法可用于模拟nfc的复杂材料行为,并预测其在悬垂过程中的变形。然而,nfc不像大多数机织物那样在纯剪切作用下发生固有变形,而是经常在叠加剪切、横向拉伸和面内粗纱压实作用下发生变形。因此,除了典型的相框测试或偏倚扩展测试外,还必须采用非标准的表征方法。离轴张力测试(OATs)利用一个简单的设置来表征织物在不同比例的叠加剪切、横向张力和面内压实下的膜性能。在三个不同的偏角(30 (^circ ), 45 (^circ )和60 (^circ ))下进行燕麦研究单向和双向NCF。提出了一种测量纤维曲率和发生应变的方法。研究表明Biax-NCF具有相对对称的剪切主导行为和有限的粗纱滑移。UD-NCF的行为在很大程度上取决于试验期间的拼接载荷,其特征是不对称剪切行为以及显著的粗纱滑移。离轴张力试验结果可作为开发和验证nfc复杂膜行为模拟新方法的基础。
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引用次数: 0
Experimental and numerical study of frictional size effects in micro-metal forming 微金属成形中摩擦尺寸效应的实验与数值研究
IF 2.4 3区 材料科学 Q2 Materials Science Pub Date : 2023-10-17 DOI: 10.1007/s12289-023-01789-6
Alireza Alidoust, Abbas Ghaei

Due to the size effect phenomenon, the conventional friction models commonly used in metal forming are not accurate for use in micro-metal forming. In this study, the frictional size effect, as one of the most important phenomena in micro-metal forming, has been investigated. Different frictional models developed based on open and closed lubricant pockets theory have been investigated in both dry and lubricated frictional conditions. Those models use a scale parameter to quantify friction on the micro-scale and a real contact area to calculate the friction force at contacting surface. The models were implemented into ABAQUS finite element package via the VFRIC_COEF subroutine interface. The ring compression test with specimens of different sizes was used to determine the parameters of the models. By reducing the dimensions of the specimens in the ring compression test, no size effect was observed in dry friction conditions. However, in the lubricated frictional conditions, it was observed that the coefficient of friction increased significantly with reducing the specimen size. As the dimensions of the specimen decrease and the scale parameter approaches 1, the gap between the coefficient of friction curves increases significantly, and the coefficient of friction converges to those obtained in dry friction conditions.

由于尺寸效应现象的存在,金属成形中常用的传统摩擦模型在微金属成形中并不准确。摩擦尺寸效应是金属微成形中最重要的现象之一,本文对摩擦尺寸效应进行了研究。在干摩擦和润滑摩擦条件下,研究了基于开放和封闭润滑袋理论建立的不同摩擦模型。这些模型使用尺度参数来量化微观尺度上的摩擦,使用实际接触面积来计算接触面上的摩擦力。模型通过VFRIC_COEF子程序接口实现到ABAQUS有限元包中。采用不同尺寸试件环压试验确定模型参数。通过减小环压试验试样的尺寸,在干摩擦条件下没有观察到尺寸效应。然而,在润滑摩擦条件下,观察到摩擦系数随着试样尺寸的减小而显著增加。随着试件尺寸减小,尺度参数趋近于1,摩擦曲线系数之间的差距明显增大,摩擦系数收敛于干摩擦条件下的摩擦系数。
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引用次数: 0
Influence of the deformation sequence on the shape accuracy of multi-point forming 变形顺序对多点成形形状精度的影响
IF 2.4 3区 材料科学 Q2 Materials Science Pub Date : 2023-10-13 DOI: 10.1007/s12289-023-01790-z
Bin-Bin Jia, Yan Shen, Yanxia Gu

Multi-point forming with individually controlled force–displacement (MPF-ICFD) is a novel multi-point forming process with characteristics of good deformation uniformity and high forming accuracy. The process has two different deformation sequences: positive forming (PF) and negative forming (NF). The shape accuracy of a part is significantly different when the deformation order is changed. To reveal the influence mechanism of the deformation sequence on shape accuracy, experiments and numerical simulations are used to assess shape accuracy during multi-point forming. The deformation behaviours of a cylindrical surface, sail surface and saddle surface in PF and NF processes are investigated to obtain the shape accuracy characteristics of a sheet under different deformation sequences. In addition, the strain distribution characteristics of the cylindrical surface are given quantitatively. The influence mechanism of the deformation sequence on the shape accuracy is revealed. The results show that the amount of plastic deformation on the part is significantly increased and the shape accuracy is significantly improved during the PF process. When the loading conditions are identical, the maximum strain of the cylindrical parts is increased by 73.4%, and the amount of springback is decreased by 90.0%. The above research indicates that the PF process has good application prospects in sheet metal forming.

多点控制力-位移成形(MPF-ICFD)是一种新颖的多点成形工艺,具有变形均匀性好、成形精度高等特点。该过程有两种不同的变形顺序:正成形(PF)和负成形(NF)。当变形顺序发生变化时,零件的形状精度有很大的不同。为了揭示变形顺序对成形精度的影响机理,采用实验和数值模拟的方法对多点成形过程中的成形精度进行了评估。研究了圆柱面、帆形面和鞍形面在PF和NF过程中的变形行为,获得了板材在不同变形顺序下的形状精度特征。此外,定量地给出了圆柱表面的应变分布特征。揭示了变形顺序对形状精度的影响机理。结果表明:在PF工艺过程中,零件的塑性变形量显著增加,形状精度显著提高。在相同的加载条件下,圆柱件的最大应变提高了73.4%,回弹量减少了90.0%。上述研究表明,PF工艺在板料成形中具有良好的应用前景。
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引用次数: 0
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International Journal of Material Forming
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