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Novel approach for data-driven modelling of multi-stage straightening and bending processes 数据驱动的多级矫直和弯曲工艺建模新方法
Pub Date : 2024-05-15 DOI: 10.21741/9781644903131-252
Henning Peters
Abstract. In multi-stage bending and straightening operations cross-stage and quantity-dependent effects crucially affect the quality of the end product. Using punch-bending units in combination with a mechatronic straightening device can improve the accuracy and repeatability of product features remarkably well. In this work a concept for an innovative hybrid model of a roll straightener in a multi-stage straightening and multi-stage bending process is proposed. This model combines data-driven elements with expert knowledge and aims to minimise residual errors of the roll straightener to reliably decrease the risk of disadvantageous cross-stage and quantity-dependent effects on a subsequent punch-bending process.
摘要在多工序折弯和矫直操作中,工序交叉和数量效应对最终产品的质量有着至关重要的影响。将冲压弯曲装置与机电一体化矫直装置结合使用,可显著提高产品特征的精度和可重复性。在这项工作中,提出了在多级矫直和多级弯曲过程中使用辊式矫直机的创新混合模型概念。该模型将数据驱动元素与专家知识相结合,旨在最大限度地减少辊子矫直机的残余误差,从而可靠地降低对后续冲压弯曲工艺产生不利的跨阶段和数量依赖性影响的风险。
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引用次数: 0
Tool path effects on wrinkling in metal sheet incremental roll profiling 刀具路径对金属板增量式轧辊仿形加工中起皱的影响
Pub Date : 2024-05-15 DOI: 10.21741/9781644903131-160
Ali Beigzadeh
Abstract. The paper introduces an innovative Incremental Forming (IF) machine, termed "FlexRoll Bending," designed for flexible sheet forming on straight components. Unlike traditional processes, this machine employs two working rollers that can move along three directions and rotate, eliminating the need for specific dies. The study focuses on an "on-edge forming strategy" to manufacture non-uniform cross-section sheet metal parts, presenting a cost-effective alternative to conventional methods. The experimental setup utilizes a 0.8 mm DD11 steel sheet, and a novel toolpath theory is introduced for calculating the movement of the forming rollers. Numerical simulations in LS-DYNA software assess the impact of different toolpaths on the final geometry, revealing successful part manufacturing without defects using a linear toolpath and identifying wrinkling in a two-stage toolpath. The results demonstrate the potential of the FlexRoll Bending process for die-less manufacturing of complex geometry sheet metal parts with low forming forces.
摘要本文介绍了一种创新的增量式成型(IF)机器,称为 "FlexRoll Bending",设计用于直部件的柔性板材成型。与传统工艺不同的是,该机器采用了两个可沿三个方向移动和旋转的工作辊,无需特定的模具。这项研究的重点是采用 "边缘成形策略 "来制造非均匀截面金属板材零件,从而为传统方法提供了一种经济高效的替代方法。实验装置采用了 0.8 毫米的 DD11 钢板,并引入了新颖的刀具路径理论来计算成形辊的运动。LS-DYNA 软件中的数值模拟评估了不同刀具路径对最终几何形状的影响,结果表明,使用线性刀具路径可成功制造出无缺陷的零件,而使用两阶段刀具路径则可识别出皱纹。这些结果证明了 FlexRoll Bending 工艺在无模制造复杂几何形状的钣金零件和降低成形力方面的潜力。
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引用次数: 0
Shear cutting: Model-based prediction of material parameters based on synthetic process force signals 剪切切割:基于合成加工力信号的材料参数模型预测
Pub Date : 2024-05-15 DOI: 10.21741/9781644903131-148
Matthias Riemer
Abstract. Data-driven process monitoring is an approach in the field of forming technology for increasing process efficiency. In shear cutting processes surrogate models based on process force signals can be used for process monitoring. Currently, the data basis for developing such models has to be generated within experiments. The generation of synthetic training data using numerical methods seems to be a more efficient alternative approach. In this work, it is investigated whether virtual training data for the prediction of material properties can be generated by numerical methods. An FE model of the investigated shear cutting process has been designed and validated based on experiments. It is shown that especially the consideration of the tool stiffness has a significant influence on the simulated process force signal. The validated FE model is used to generate synthetic training data. Based on this data, different prediction models are trained to predict the material model parameters based on the force signals. Different model types are compared and the hyperparameters are optimized for the preferred model.
摘要数据驱动的过程监控是成形技术领域提高过程效率的一种方法。在剪切切割工艺中,基于工艺力信号的代用模型可用于工艺监控。目前,开发此类模型的数据基础必须在实验中生成。使用数值方法生成合成训练数据似乎是一种更有效的替代方法。在这项工作中,我们研究了是否可以通过数值方法生成用于预测材料特性的虚拟训练数据。在实验的基础上,设计并验证了所研究的剪切切割过程的有限元模型。结果表明,刀具刚度对模拟过程力信号的影响尤为显著。经过验证的 FE 模型用于生成合成训练数据。在这些数据的基础上,对不同的预测模型进行训练,以根据力信号预测材料模型参数。对不同类型的模型进行比较,并对首选模型的超参数进行优化。
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引用次数: 0
Comparison between ALE and Lagrangian finite element formulations to simulate tensile loading for FDM parts 模拟 FDM 零件拉伸载荷的 ALE 和拉格朗日有限元计算方法比较
Pub Date : 2024-05-15 DOI: 10.21741/9781644903131-16
Mohamed Khalil Homrani
Abstract. Material Extrusion (MEX) and by extension Fused Deposition Modeling (FDM) is a popular Additive Manufacturing (AM) process used to fabricate complex parts. FDM as of recent is no longer solely utilized for prototyping parts but also used for producing functional components in industrial and research applications. The investigation of material properties of these FDM parts by experimental means is a time-consuming task. Therefore, the use of numerical simulation methods is highly required. Since 1993, various Finite Element Analysis (FEA) models are found in literature attempting to effectively simulate FDM parts utilizing many formulations, each with their pros and cons. The present study aims to compare Lagrangian and Arbitrary Lagrangian-Eulerian (ALE) finite element formulations in simulating tensile loading for FDM parts. The efficiency and precision of the aforementioned methods is evaluated in the numerical simulation of the tensile loading of an ASTM D638 standard geometry ABS specimen utilizing both ABAQUS/Explicit and ABAQUS/Standard. Utilizing a paper from the literature for experimental validation, this study additionally provides insight into explicit and implicit models’ computational efficiency, focusing on the advantages of explicit models for this application. The effects of mesh element type and size on results are also studied for each method. Based on these results, some useful guidelines for selecting the most suitable model of tensile loaded FDM parts are presented.
摘要。材料挤压(MEX)和熔融沉积建模(FDM)是一种常用的快速成型制造(AM)工艺,用于制造复杂的零件。近年来,FDM 已不再仅仅用于制造原型零件,还被用于生产工业和研究应用中的功能部件。通过实验手段研究这些 FDM 零件的材料特性是一项耗时的任务。因此,非常需要使用数值模拟方法。自 1993 年以来,文献中出现了各种有限元分析(FEA)模型,试图利用多种公式对 FDM 零件进行有效模拟,这些公式各有利弊。本研究旨在比较拉格朗日法和任意拉格朗日-欧勒法(ALE)有限元模型在模拟 FDM 零件拉伸载荷中的应用。在利用 ABAQUS/Explicit 和 ABAQUS/Standard 对 ASTM D638 标准几何 ABS 试样进行拉伸加载的数值模拟中,对上述方法的效率和精度进行了评估。利用文献中的一篇论文进行实验验证,本研究还对显式模型和隐式模型的计算效率进行了深入分析,重点关注显式模型在此应用中的优势。此外,还研究了每种方法的网格元素类型和大小对结果的影响。在这些结果的基础上,提出了选择最合适的拉伸加载 FDM 零件模型的一些有用指导原则。
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引用次数: 0
Cellular automata and crystal plasticity modelling for metal additive manufacturing 用于金属增材制造的细胞自动机和晶体塑性建模
Pub Date : 2024-05-15 DOI: 10.21741/9781644903131-267
Majid Kavousi
Abstract. This paper presents a methodology to establish a process-structure-property (PSP) relationship for the additive manufacturing (AM) of small AISI 316L parts, as might be used in coronary stent applications. The methodology includes a physically based process-structure model based on cellular automata (CA) for microstructure characterization and generation, coupled with crystal plasticity finite element (CPFE) structure-property modelling to predict the mechanical response of the AM part under tensile loading. The effect of AM process variables, such as laser power and scanning speed, are reflected in the PSP modelling through the thermal modelling of AM feeding into the CA model. The CA method is shown to be able to capture microstructure texture, which is key to anisotropic behavior of AM parts. The present study aims to (i) establish a practical link between CA and CPFE models and (ii) identify optimal process variables with respect to ductility.
摘要本文介绍了一种为冠状动脉支架应用中的小型 AISI 316L 零件的增材制造(AM)建立工艺-结构-性能(PSP)关系的方法。该方法包括一个基于细胞自动机(CA)的物理工艺-结构模型,用于微观结构的表征和生成,并结合晶体塑性有限元(CPFE)结构-属性建模,以预测 AM 零件在拉伸载荷下的机械响应。通过将 AM 热建模输入 CA 模型,PSP 建模反映了 AM 过程变量(如激光功率和扫描速度)的影响。CA 方法能够捕捉微观结构纹理,而微观结构纹理是 AM 零件各向异性行为的关键。本研究旨在(i)建立 CA 模型与 CPFE 模型之间的实用联系,(ii)确定延展性方面的最佳工艺变量。
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引用次数: 0
Analysis of the influence of the initial surface integrity on the result of burnished high torque splined shafts 分析初始表面完整性对抛光高扭矩花键轴结果的影响
Pub Date : 2024-05-15 DOI: 10.21741/9781644903131-212
P. Damm
Abstract. The increasing demand for low surface roughness and long service life in highly loaded components, such as extruder shafts, requires high strength, functional reliability and long-term durability. Extruder shafts are applied in plastics technology and in the food industry for processing plastic melts, mixing and compounding. Screw and kneading elements are required for this purpose. The screw and kneading elements are pushed form-fittingly onto a splined shaft. The torque is transmitted by the splined shaft. [1] Main causes of wear and damage of extruder shafts are corrosion and mechanical load. High surface qualities, increased residual compressive stresses and increased surface hardness are possibilities to increase the durability of the splined shafts. These desired properties can be achieved by applying the ball burnishing technology. [2] By utilizing cold working processes, such as ball burnishing, it is possible to enhance the surface and subsurface properties to increase the lifespan of rotary components intended for transmitting high rotational torques. Due to the importance of considering the roughness of the initial surface, this study aimed to generate various roughness and surface profiles through the turning process to investigate their influence on the burnishing process results. For this purpose, shaft sections made of AISI H11 steel were pre-machined with different cutting inserts in order to set different surface roughnesses. Subsequently, a statistical experimental design was created by using the Taguchi method by varying feed rate, pressure and speed. As a main result, roughness and residual stresses on the surface were measured and compared with the initial conditions.
摘要高负荷部件(如挤出机轴)对低表面粗糙度和长使用寿命的要求越来越高,这就要求挤出机轴具有高强度、功能可靠性和长期耐用性。挤出机轴应用于塑料技术和食品工业,用于加工塑料熔体、混合和混料。为此需要螺杆和捏合元件。螺杆和捏合元件被固定在花键轴上。扭矩通过花键轴传递。[1] 挤压机轴磨损和损坏的主要原因是腐蚀和机械负荷。高表面质量、增加残余压应力和提高表面硬度是提高花键轴耐用性的可能性。这些所需的性能可以通过球形抛光技术来实现。[2] 通过使用冷加工工艺(如球形抛光),可以提高表面和次表面特性,从而延长用于传递高旋转扭矩的旋转部件的使用寿命。考虑到初始表面粗糙度的重要性,本研究旨在通过车削工艺生成各种粗糙度和表面轮廓,以研究它们对抛光工艺结果的影响。为此,使用不同的切削刀片对 AISI H11 钢制成的轴截面进行了预加工,以设定不同的表面粗糙度。随后,通过改变进给率、压力和速度,采用田口方法进行了统计实验设计。主要结果是测量了表面粗糙度和残余应力,并与初始条件进行了比较。
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引用次数: 0
The prospects of implementation of artificial intelligence for modelling of microstructural parameters in metal forming processes 采用人工智能建立金属成型工艺微观结构参数模型的前景
Pub Date : 2024-05-15 DOI: 10.21741/9781644903131-238
Denis Tretyakov
Abstract. The primary trend in modern metal forming can be characterised by the increase in the complexity of the technological processes and higher demand for the quality of the products. This naturally raises the requirements for the quality of modelling prediction of various aspects of metal forming process, such as tool wear, metal flow, fracture and defects formation, microstructure evolution and mechanical properties. However, various independent benchmarking studies [1] have shown that modelling predictions can be wrong even for well-calibrated models, and all the efforts with more detailed and metrologically better experiments didn’t lead to any significant leap in the prediction quality. As an attempt to implement some alternative approach, this paper investigates the applicability of an Artificial Intelligence (AI) approach, in particular Deep Learning models. The example of a recurrent neural network model predicting recrystallisation during hot forging of Inconel 718 is presented. The model considers the entire thermo-mechanical history at every point and is trained and blind-tested using actual experimental data.
摘要现代金属成型的主要趋势是技术工艺复杂性的增加和对产品质量的更高要求。这自然提高了对金属成型过程各方面建模预测质量的要求,如工具磨损、金属流动、断裂和缺陷形成、微结构演变和机械性能。然而,各种独立的基准研究[1]表明,即使是校准良好的模型,建模预测也可能出错,而且所有更详细和计量学上更完善的实验也未能使预测质量有任何显著的飞跃。为了尝试采用其他方法,本文研究了人工智能(AI)方法的适用性,特别是深度学习模型。本文举例介绍了一个循环神经网络模型,用于预测 Inconel 718 热锻过程中的再结晶。该模型考虑了每一点的整个热机械历史,并使用实际实验数据进行了训练和盲测。
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引用次数: 0
Metallization of Vitrimers by cold spray: A preliminary study 通过冷喷对玻璃纤维进行金属化:初步研究
Pub Date : 2024-05-15 DOI: 10.21741/9781644903131-20
A. Viscusi
Abstract. Cold spray is a promising solution for the production of metallic coatings on polymer substrates. However, the adhesion mechanism between the impacting particle and the polymer in cold spraying depends on the chemical structure of the polymer itself. In this scenario, the emerging vitrimer polymers, which were proved to combine enhanced mechanical and chemical performances with abilities to be healed, welded, reprocessed, and recycled and that show a ductile behavior when exposed to given operating temperatures, can be particularly suitable for being functionalized by cold spray. Therefore, the aim of this work is to experimentally prove the feasibility of the metallization process via cold spray of epoxy vitrimer substrates. For this purpose, an epoxy vitrimer formulation was studied and experimentally characterized. Vitrimer-based panels were manufactured and used as substrates for the surface metallization. A low-pressure cold spray facility was used for the deposition of aluminum alloy particles. Microscope analyses were carried out for the characterization of the samples.
摘要冷喷涂是在聚合物基材上生产金属涂层的一种很有前途的解决方案。然而,冷喷中冲击粒子与聚合物之间的粘附机制取决于聚合物本身的化学结构。在这种情况下,新出现的玻璃聚合物特别适合通过冷喷涂进行功能化,这种聚合物已被证明具有更强的机械和化学性能,能够进行愈合、焊接、再加工和回收,并且在特定的工作温度下具有延展性。因此,这项工作的目的是通过实验证明环氧树脂玻璃基材冷喷金属化工艺的可行性。为此,我们研究了一种环氧树脂玻璃基材配方,并对其进行了实验表征。制造了以玻璃基材为基础的面板,并将其用作表面金属化的基材。低压冷喷设备用于沉积铝合金颗粒。对样品的特征进行了显微分析。
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引用次数: 0
Influence of an optical strain rate controlled tensile testing method on mechanical properties of sheet metals 光学应变速率控制拉伸测试法对金属板机械性能的影响
Pub Date : 2024-05-15 DOI: 10.21741/9781644903131-101
David Naumann
Abstract. Precise material characterization is a key factor not only for representative finite-element-analysis (FEA) in production technology, but also for product development in general. Hereby, the tensile test is of particular importance, as it can be used to determine the most relevant material parameters. These are used to ensure a better process and tool design but therefore material behavior has to be determined to a high level of precision [1]. Especially in the field of metal forming, strain rate sensitive material properties like work hardening, yield point or tensile strength need to be measured at constant strain rate to provide coherent data for material models in numerical forming simulations [2]. Current testing procedures control the strain rate with a feedback control, in which various measuring systems can be used. From this comes the necessity to investigate the influence of a strain rate controlled tensile testing procedure compared to a conventional crosshead-displacement controlled one. Thus, in the scope of this study, an optical strain rate controlled (OSRC) tensile test procedure with a digital image correlation (DIC) system, and a universal testing machine (UTM) was developed. The resulting mechanical properties and the evolution of the strain rate during the test of the steel DP600 (CR330Y590T-DH) and DC05 (CR4) were analyzed at a nominal strain rate of 0.4 %/s. In addition, the results obtained from displacement strain rate controlled (DSRC) tensile tests were compared. The results demonstrate that OSRC testing method enables the measurement of mechanical material properties at a higher level of precision in terms of constant strain rate compared to DSRC procedure.
摘要精确的材料表征不仅是生产技术中代表性有限元分析(FEA)的关键因素,也是一般产品开发的关键因素。因此,拉伸试验尤为重要,因为它可用于确定最相关的材料参数。这些参数用于确保更好的工艺和工具设计,因此必须高精度地确定材料行为[1]。特别是在金属成型领域,需要在恒定应变速率下测量对应变速率敏感的材料特性,如加工硬化、屈服点或拉伸强度,以便为数值成型模拟中的材料模型提供一致的数据[2]。目前的测试程序通过反馈控制来控制应变速率,其中可使用各种测量系统。因此,有必要研究应变速率控制拉伸试验程序与传统的十字头位移控制拉伸试验程序相比的影响。因此,在本研究范围内,开发了一种光学应变速率控制(OSRC)拉伸试验程序,该程序采用了数字图像相关(DIC)系统和万能试验机(UTM)。在 0.4 %/s 的名义应变速率下,分析了 DP600 (CR330Y590T-DH) 和 DC05 (CR4) 钢在试验过程中产生的机械性能和应变速率的变化。此外,还比较了位移应变速率控制(DSRC)拉伸试验的结果。结果表明,与 DSRC 程序相比,OSRC 测试方法能够以更高的精度测量恒定应变率的机械材料特性。
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引用次数: 0
Forming of mechanically interlocked aluminium and carbon fibre reinforced polymer parts with complex geometry 成型具有复杂几何形状的机械联锁铝制和碳纤维增强聚合物部件
Pub Date : 2024-05-15 DOI: 10.21741/9781644903131-182
Núria Latorre
Abstract. Forming of aluminium-CFRP hybrid structures into complex shapes is key to decrease environmental impact in automotive industry. However, challenges such as preserving joint integrity after forming operations must be assessed. Therefore, the authors of this work have cold stamped hybrid aluminium-CFRP panels into omega shaped profiles with and without a mechanical interlocking joining technology. The effect of lubricant application, of the CFRP positioning (inside or outside the omega profile), and of the number of mechanical joints were studied. It was concluded that it is possible to cold stamp aluminium-CFRP prepreg panels even with mechanical joints into complex profiles when lubricant is used. Moreover, the position of the CFRP prepreg has a strong impact on the flange springback of the stamped part.
摘要将铝-CFRP 混合结构成型为复杂形状是减少汽车工业对环境影响的关键。然而,必须对成型操作后保持接缝完整性等挑战进行评估。因此,本文作者采用和不采用机械联锁连接技术,将铝-CFRP 混合板材冷冲压成欧米茄形状的型材。研究了使用润滑剂、CFRP 定位(在欧米茄型材内部或外部)以及机械连接数量的影响。研究得出结论,在使用润滑剂的情况下,铝-CFRP 预浸料板材甚至可以通过机械连接冷冲压成复杂的型材。此外,CFRP 预浸料的位置对冲压件的法兰回弹有很大影响。
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引用次数: 0
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Materials Research Proceedings
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