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On the automated characterisation of inclusion-induced damage in 16MnCrS5 case-hardening steel 16MnCrS5淬火钢夹杂物损伤的自动表征
Q2 ENGINEERING, INDUSTRIAL Pub Date : 2023-06-12 DOI: 10.1016/j.aime.2023.100123
Maximilian A. Wollenweber, Carl F. Kusche, Talal Al-Samman, Sandra Korte-Kerzel

Manganese sulphide inclusions are commonly found in steels and known to facilitate the formation of deformation-induced damage sites in the form of voids during cold forming. These damage sites either exist as cracks, splitting the inclusion in two parts, or as delamination, separating the inclusion from the surrounding steel matrix. Both negatively influence the longevity of components, especially under cyclic loading. The analysis of damage is inherently scale-bridging, ranging from deteriorated global mechanical properties of the finished part, over the damage behaviour of individual inclusions, to the local description of individual voids. In this work, we set out to devise an analysis approach gathering information on all these scales. To this end, we conducted in-situ tensile tests while acquiring high resolution SEM panoramic images and analysed them with two neural networks, trained for this work, to detect damage sites with respect to the inclusions at which they nucleated. We find that the main damage mechanism during tensile deformation parallel to the length of inclusions is cracking and that damage evolution is equally influenced by void nucleation and void growth in the observed range of deformation. By focussing on the damaging behaviour of different inclusions, we show that the position of inclusions in the microstructure influences the resulting damage evolution and that the vicinity of pearlite bands leads to decreased damage formation.

硫化锰夹杂物通常存在于钢中,并且已知有助于在冷成型过程中以空隙的形式形成变形引起的损伤部位。这些损伤部位要么以裂纹形式存在,将夹杂物一分为二,要么以分层形式存在,使夹杂物与周围的钢基体分离。两者都会对部件的寿命产生负面影响,尤其是在循环载荷下。损伤分析本质上是规模桥接,从成品零件的整体力学性能恶化,到单个夹杂物的损伤行为,再到单个孔隙的局部描述。在这项工作中,我们着手设计一种分析方法,收集所有这些规模的信息。为此,我们在获得高分辨率SEM全景图像的同时进行了原位拉伸测试,并用两个为这项工作训练的神经网络对其进行了分析,以检测它们成核的夹杂物的损伤部位。我们发现,在平行于夹杂物长度的拉伸变形过程中,主要的损伤机制是裂纹,并且在观察到的变形范围内,损伤演化同样受到空洞形核和空洞生长的影响。通过关注不同夹杂物的损伤行为,我们表明夹杂物在微观结构中的位置会影响由此产生的损伤演化,珠光体带附近会导致损伤形成减少。
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引用次数: 0
Influence of process parameters on single weld seam geometry and process stability in Laser Hot-Wire Cladding of AISI 52100 工艺参数对aisi52100激光热线熔覆单焊缝几何形状及工艺稳定性的影响
Q2 ENGINEERING, INDUSTRIAL Pub Date : 2023-06-07 DOI: 10.1016/j.aime.2023.100122
L. Budde , K. Biester , M. Lammers , J. Hermsdorf , S. Kaierle , L. Overmeyer

Steels with high carbon content can hardly or not at all be welded, but are of great interest for cladding applications due to their high hardness. In this study, the influence of process parameters on weld seam geometry and process stability is investigated when welding AISI 52100 bearing steel using the laser hot-wire cladding process. Process stability is evaluated using actual and set values for the wire feed rate and current parameters to determine a process window for a stable welding process. Weld seams are measured and analyzed in terms of width, height, contact angle, and shape. The effect of the process parameters on the weld seam geometry is investigated and appropriate mathematical functions to describe the geometry are determined. Process parameter sets in the range of 1-2 m/min wire feed rate and 45-75 A hot wire current were investigated. Unstable parameter sets occur clustered at high wire feed rate of 2 m/min for all hot wire currents. In addition, the process is unstable at high hot wire current of 75 A and low wire feed speed of 1 m/min. The remaining parameter sets resulted in a stable process. The investigated functions parabolic, cosinusoidal and circular arc for the mathematical description of the weld seam geometry, no clearly significant result could be determined. Only a trend towards the circular arc function and the parabolic function is apparent.

具有高碳含量的钢几乎不能焊接或根本不能焊接,但由于其高硬度,对于覆层应用非常感兴趣。在本研究中,研究了采用激光热丝熔覆工艺焊接AISI 52100轴承钢时,工艺参数对焊缝几何形状和工艺稳定性的影响。使用焊丝进给速率和电流参数的实际值和设定值来评估工艺稳定性,以确定稳定焊接工艺的工艺窗口。焊缝根据宽度、高度、接触角和形状进行测量和分析。研究了工艺参数对焊缝几何形状的影响,并确定了描述焊缝几何形状的适当数学函数。研究了在1-2m/min的送丝速度和45-75A的热丝电流范围内的工艺参数组。对于所有热丝电流,在2米/分钟的高送丝速率下,不稳定的参数集会聚集在一起。此外,在75A的高热线电流和1m/min的低送丝速度下,该过程是不稳定的。剩下的参数集产生了一个稳定的过程。研究了用于焊缝几何形状数学描述的抛物线、余弦和圆弧函数,但没有确定明显的显著结果。只有圆弧函数和抛物线函数的趋势是明显的。
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引用次数: 0
Parallel tool-path generation for Additive Manufacturing: A GPU-based zigzag filling 增材制造并行刀具路径生成:一种基于GPU的Z字形填充
Q2 ENGINEERING, INDUSTRIAL Pub Date : 2023-05-01 DOI: 10.1016/j.aime.2022.100107
Ricardo Casagrande Faust, Rodrigo Minetto, Neri Volpato

This paper presents a parallel zigzag (raster) tool-path generation method for Additive Manufacturing (AM). Based on the analysis of some ordinary serial algorithms, it was observed that some compute-intensive operations could be parallelized by using a Graphics Processing Unit (GPU) architecture. However, to achieve this, many challenges were faced and solved by designing a method to work concurrently with individual contour segments on multiple layers while keeping the data organized. The method’s ability to solve the zigzag generation problem was verified, and its performance was measured by running an exhaustive search for optimal raster angles to reduce manufacturing time. The results showed that the method was effective and generated relevant computational gain, being up to 9 times faster than its serial counterpart. In the tool-path optimization, the simulations found configurations yielding an average length of raster lines up to 38% longer, which, in turn, can reduce manufacturing time.

提出了一种用于增材制造(AM)的平行之字形(光栅)刀路生成方法。通过对一些普通串行算法的分析,发现使用图形处理单元(GPU)架构可以实现一些计算密集型运算的并行化。然而,为了实现这一目标,需要设计一种方法来同时处理多个层上的单个轮廓段,同时保持数据的组织性,从而解决了许多挑战。验证了该方法解决之字形生成问题的能力,并通过穷举搜索减少制造时间的最佳光栅角度来衡量其性能。结果表明,该方法是有效的,并产生了相应的计算增益,比串行方法快9倍。在刀具轨迹优化中,仿真发现,这种配置使光栅线的平均长度增加了38%,从而减少了制造时间。
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引用次数: 0
Increasing the industrial uptake of additive manufacturing processes: A training framework 增加增材制造工艺的工业吸收:培训框架
Q2 ENGINEERING, INDUSTRIAL Pub Date : 2023-05-01 DOI: 10.1016/j.aime.2022.100110
Panagiotis Stavropoulos , Panagis Foteinopoulos , John Stavridis , Harry Bikas

Additive Manufacturing (AM) is one of the key technologies of Industry 4.0, offering unique advantages and capabilities. The interest in AM has been steadily increasing, leading to its rapid recent growth and improvement in all its aspects. However, its wider adoption is hindered by various barriers, the most important of which are the relatively high initial investment cost, part quality issues, limited material choices, and lack of expertise. The research community, AM machine developers, and larger enterprises are continuously contributing to the improvement of the first three factors. Nonetheless, the same cannot be stated for the barrier of limited expertise, leading the industrial sector to a perpetual lack of knowledge and, therefore, reluctance for a potential AM uptake. This study is addressing the need of the industrial sector for structured and organized expertise training for the fruitful exploitation of AM, paving the road for its wider application. The guidelines for an industrial-oriented AM training curriculum are set through the development of an AM training framework. The different AM thematic areas are classified into educational modules, which are separately analyzed, considering the participants’ active role and hands-on practice. The proposed step-by-step approach builds up from introductory to more advanced concepts, ensuring flexibility and simultaneously encompassing the needs of all industrial stakeholders (engineers, designers, managers, operators). Additionally, strategies corroborating the accessibility of the proposed framework are discussed, as well as dissemination policies and tools to facilitate its industrial endorsement.

增材制造是工业4.0的关键技术之一,具有独特的优势和能力。对AM的兴趣一直在稳步增加,导致其最近的快速增长和各方面的改善。然而,它的广泛采用受到各种障碍的阻碍,其中最重要的是相对较高的初始投资成本、零件质量问题、有限的材料选择和缺乏专业知识。研究界、AM机器开发人员和大型企业不断为前三个因素的改进做出贡献。尽管如此,专业知识有限的障碍却不能如此,这导致工业部门永远缺乏知识,因此不愿接受潜在的AM。这项研究旨在满足工业部门对AM富有成效开发的结构化和有组织的专业知识培训的需求,为其更广泛的应用铺平道路。以工业为导向的AM培训课程的指导方针是通过制定AM培训框架制定的。不同的AM主题领域被划分为教育模块,并根据参与者的积极作用和实践进行单独分析。所提出的循序渐进的方法从入门到更先进的概念,确保灵活性,同时满足所有行业利益相关者(工程师、设计师、经理、运营商)的需求。此外,还讨论了证实拟议框架可获得性的战略,以及促进其产业认可的传播政策和工具。
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引用次数: 0
Life cycle assessment of metal products: A comparison between wire arc additive manufacturing and CNC milling 金属产品的生命周期评估:电弧增材制造与数控铣削的比较
Q2 ENGINEERING, INDUSTRIAL Pub Date : 2023-05-01 DOI: 10.1016/j.aime.2023.100117
Rafaela C. Reis , Samruddha Kokare , J.P. Oliveira , João C.O. Matias , Radu Godina

The industrial progress made throughout these years has led to great results in terms of producing fast and with good quality. However, the impacts related to that production, whether these are environmental, economic, or social have been, at times, neglected. The manufacturing sector, as one of the most polluting sector, felt the urge to adapt to this industrial progress and find ways to produce with improved sustainability goals without compromising the quality of the final product and the production time. Industry easily understood the benefits of this greener approach, and, with this, new sustainable technologies started to emerge. Additive Manufacturing (AM) is one of those technologies that provide alternative sustainable paths to traditional manufacturing. In order to generalize the benefits of AM production in terms of sustainability, when compared to traditional processes, further investigations must be conducted. In this sense, the proposed work has the intention of finding the environmental impacts associated with a particular AM technique for the fabrication of metal parts, Wire Arc Additive Manufacturing (WAAM). A practical work based on the production of three different complexity metal parts considering an additive (WAAM) and a subtractive (Computer Numerical Control (CNC) Milling) manufacturing process is developed. To quantify the environmental impacts of both processes, the author resorts to the Life Cycle Assessment (LCA) methodology. The assessment is conducted in the SimaPro 9.2 software, accordingly to ISO 14044:2006 standard. The results allow a comparison between both types of manufacturing and enable the suggestion of measures to decrease the environmental footprint of WAAM. It was found that WAAM approach leads to a material saving ranging between 40% and 70% and an environmental impact reduction in the range of 12%–47%, compared to the subtractive approach for fabricating the 3 geometries considered in this study. The conclusions obtained are specific to this particular application and, once more, it is acknowledged that in order to reach a global understanding relative to this technology's environmental implications, extra research still needs to be made.

这些年来,工业的进步在生产速度快、质量好方面取得了很大的成果。然而,与这种生产有关的影响,无论是环境的、经济的还是社会的,有时都被忽视了。制造业作为污染最严重的行业之一,迫切需要适应这种工业进步,并找到在不影响最终产品质量和生产时间的情况下提高可持续性目标的生产方法。工业界很容易理解这种更环保方法的好处,因此,新的可持续技术开始出现。增材制造(AM)是为传统制造提供替代可持续发展途径的技术之一。为了在可持续性方面推广增材制造的好处,与传统工艺相比,必须进行进一步的调查。从这个意义上说,拟议的工作旨在发现与金属零件制造的特定增材制造技术(线弧增材制造(WAAM))相关的环境影响。针对三种不同复杂金属零件的增材制造(WAAM)和减材制造(CNC铣削)工艺进行了实际研究。为了量化这两个过程的环境影响,作者采用了生命周期评价(LCA)方法。根据ISO 14044:2006标准,在SimaPro 9.2软件中进行评估。结果允许两种类型的制造之间的比较,并使措施的建议,以减少WAAM的环境足迹。研究发现,与本研究中考虑的3种几何形状的减法制造方法相比,WAAM方法可节省40%至70%的材料,减少12%至47%的环境影响。所得到的结论是针对这一特殊应用的,大家再次承认,为了对这项技术的环境影响达成全球性的了解,仍然需要进行更多的研究。
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引用次数: 5
Energy consumption versus strength in MEΧ 3D printing of polylactic acid 能量消耗与强度在MEΧ聚乳酸3D打印
Q2 ENGINEERING, INDUSTRIAL Pub Date : 2023-05-01 DOI: 10.1016/j.aime.2023.100119
Nectarios Vidakis , Markos Petousis , Emmanuel Karapidakis , Nikolaos Mountakis , Constantine David , Dimitrios Sagris

The cost-effectiveness and the environmental impact of Additive Manufacturing (AM) are nowadays two of the hottest process-related industrial and research topics. Energy efficiency is a strong claim, and so is the demand for durable and functional 3D-printed workpieces. These contradictory aspects usually require flexibility and compromises. Especially for Material Extrusion (MEX) 3D printing, the plurality of the control parameters makes such optimizations complicated. This research explores the effect of seven generic and machine-independent control factors (e.g., Raster Deposition Angle; Orientation Angle; Layer Thickness; Infill Density; Nozzle Temperature; Bed Temperature, and Printing Speed) on energy consumption of Polylactic Acid over the compressive response of MEX 3D printed specimens. To make it possible, a three-level L27 orthogonal array was compiled. Each experimental run included five specimen replicas (after the ASTM D695-02a standard) summing up 135 experiments. The fabrication time and the energy consumption were determined by the stopwatch method, whereas the compressive strength, elasticity modulus, and toughness were derived with compressive tests. The Taguchi analysis ranked the impact of each control parameter on each response metric. The printing speed and the layer thickness were the most influential control parameters on energy consumption. Furthermore, the infill density and the orientation angle were found as the most dominant factors in the compressive strength. Finally, Quadratic Regression Model (QRM) equations for each response metric over the seven control parameters were compiled and validated. Hereto, the best settlement between energy efficiency and mechanical strength is now possible, an option with great technological and industrial merit.

增材制造(AM)的成本效益和环境影响是当今最热门的两个与工艺相关的工业和研究课题。能源效率是一个强有力的主张,因此是对耐用和功能的3d打印工件的需求。这些矛盾的方面通常需要灵活性和妥协。特别是对于材料挤压(MEX) 3D打印,控制参数的多样性使得这种优化变得复杂。本研究探讨了七个通用和机器无关的控制因素(例如,光栅沉积角;定向角;层厚度;加密密度;喷嘴温度;床层温度和打印速度)对聚乳酸能量消耗对MEX 3D打印试件压缩响应的影响。为此,编译了一个三能级L27正交阵列。每次实验运行包括5个样品副本(按照ASTM D695-02a标准),总计135个实验。通过秒表法确定了材料的加工时间和能耗,通过压缩试验得到了材料的抗压强度、弹性模量和韧性。田口分析对每个控制参数对每个响应度量的影响进行了排序。打印速度和层厚是影响能耗最大的控制参数。此外,充填体密度和取向角是影响抗压强度的最主要因素。最后,编制并验证了七个控制参数下每个反应指标的二次回归模型(QRM)方程。因此,能源效率和机械强度之间的最佳解决方案现在是可能的,这是一个具有巨大技术和工业价值的选择。
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引用次数: 5
Electromagnetic joining of aluminum and polycarbonate tubes 铝和聚碳酸酯管的电磁连接
Q2 ENGINEERING, INDUSTRIAL Pub Date : 2023-05-01 DOI: 10.1016/j.aime.2022.100109
F. Weber , Y. Lu , F.J. Peterschilka , M. Hahn , A.E. Tekkaya

Lightweight constructions made of different materials are becoming increasingly important and joining of metal-plastic hybrids is a major challenge in this context. This paper investigates experimentally the electromagnetic joining of tubes made of aluminum alloy 6082 and thermoplastic polycarbonate. Therefore, electromagnetic joining tests, combined with destructive push-out tests and non-destructive computer tomography scans were conducted. The investigations showed a fundamental dependence of the joint strength on the diameter ratio of the inner joining partner. By increasing the ratio of inner to outer diameter, the transferable push-out force was increased by factor fifteen. Furthermore, for lower ratios, macroscopic cracks were detected that limited the transferable forces.

由不同材料制成的轻质结构变得越来越重要,金属-塑料混合材料的连接在这种情况下是一个重大挑战。本文对6082铝合金与热塑性聚碳酸酯管材的电磁连接进行了实验研究。因此,进行了电磁连接试验,结合破坏性推出试验和非破坏性计算机断层扫描。研究表明,连接强度基本上取决于内部连接伙伴的直径比。通过增加内径与外径的比值,可传递的推出力增加了15倍。此外,对于较低的比率,检测到宏观裂纹,这限制了可传递的力。
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引用次数: 0
Exploiting the technological capabilities of autonomous vehicles as assembly items to improve assembly performance 利用自动驾驶汽车作为装配项目的技术能力,提高装配性能
Q2 ENGINEERING, INDUSTRIAL Pub Date : 2023-05-01 DOI: 10.1016/j.aime.2022.100111
Tom Kathmann , Daniel Reh , Julia C. Arlinghaus

The automotive industry is on the brink of transitioning to autonomous vehicles (AVs). This will require highly flexible assembly systems. This paper focuses on exploiting the capabilities of the technology base, e.g., sensors and image recognition, of AVs as assembly items and employing their self-driving function in assembly systems. This fundamentally new approach to matrix manufacturing systems based on autonomously navigating automated guided vehicles (AGVs) and the elimination of set assembly sequences is a growing topic of discussion. This study develops a conceptual framework, based on a systematic literature review and interviews with fifteen experts from three carmakers, for exploring the field of research and assessing the feasibility of employing the technology base of autonomous driving instead of AGVs. This study is intended for assembly planners and researchers of assembly systems in automotive manufacturing.

汽车行业正处于向自动驾驶汽车过渡的边缘。这将需要高度灵活的装配系统。本文的重点是开发AVs作为装配项目的技术基础(如传感器和图像识别)的能力,并将其自动驾驶功能应用于装配系统中。这种基于自主导航自动导引车(AGV)和消除集合装配序列的矩阵制造系统的全新方法是一个越来越多的讨论话题。本研究基于系统的文献综述和对来自三家汽车制造商的十五位专家的采访,开发了一个概念框架,用于探索研究领域,并评估使用自动驾驶技术基础代替AGV的可行性。本研究旨在为汽车制造中的装配规划人员和装配系统研究人员提供帮助。
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引用次数: 0
Multi-criteria and real-time control of continuous battery cell production steps using deep learning 使用深度学习的连续电池生产步骤的多标准和实时控制
Q2 ENGINEERING, INDUSTRIAL Pub Date : 2023-05-01 DOI: 10.1016/j.aime.2022.100108
Erik Rohkohl , Malte Schönemann , Yury Bodrov , Christoph Herrmann

Electric vehicles driven by batteries are a key part of a sustainable mobility sector. Unfortunately, battery cell production is still associated with various negative environmental impacts, the use of critical raw materials and high manufacturing costs. The rising battery demand forces automotive original equipment manufacturers to drastically increase their capabilities over the next decades while fulfilling economical and ecological requirements. Continuous production technologies bear the potential to meet future battery cell demands by enabling higher throughputs compared to established batch processes. The control and optimization of continuous battery cell production steps with respect to product quality, manufacturing costs and environmental impacts is challenging due to high parameter spaces as well as temporal dependencies of production processes. Therefore, this study develops a controller that performs real-time optimization by proposing set parameters leading to desired quality, minimal costs and impacts of manufacturing activity. The controller is implemented using a deep learning model incorporating sequential information of the production process. A continuous mixing process with data acquired from a battery cell pilot line is used to validate the outlined controller. As result, the implementation for this use case achieves a relative error of 7.63% across all controllable parameters.

电池驱动的电动汽车是可持续移动领域的关键组成部分。不幸的是,电池生产仍然与各种负面的环境影响、关键原材料的使用和高制造成本有关。不断增长的电池需求迫使汽车原始设备制造商在未来几十年大幅提高其能力,同时满足经济和生态要求。与现有的批量生产工艺相比,连续生产技术具有更高的吞吐量,从而具有满足未来电池需求的潜力。由于生产过程的高参数空间和时间依赖性,在产品质量、制造成本和环境影响方面对连续电池生产步骤的控制和优化具有挑战性。因此,本研究开发了一种控制器,通过提出一组参数来实现实时优化,从而实现所需的质量、最小的成本和制造活动的影响。控制器采用深度学习模型,结合生产过程的顺序信息实现。连续混合过程与从电池中试线获得的数据被用来验证概述的控制器。因此,该用例的实现在所有可控参数上实现了7.63%的相对误差。
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引用次数: 0
Introducing a general-purpose augmented reality platform for the use in engineering education 介绍一种用于工程教育的通用增强现实平台
Q2 ENGINEERING, INDUSTRIAL Pub Date : 2023-05-01 DOI: 10.1016/j.aime.2023.100116
Joshua Grodotzki, Benedikt Tobias Müller, A. Erman Tekkaya

There is a lack of a universal Augmented Reality platform which can be used in manufacturing engineering and other education fields to display models, processes, animations and simulations alike. Such a platform has been developed as part of this contribution and enables instructors to manage online courses, teaching units and even entire study programs. To enhance the teaching in the classroom by using Augmented Reality visualizations, a new application has been developed, which runs on iOS as well as Android systems and displays the various objects along with additional information uploaded by the instructors. A novel storage format was devised which reduces the storage size of various models significantly wherefore performance on the phone's end is improved. Various common 3D file formats, such as STL, OFF and OBJ, can be imported and automatically converted to this new format. The same applies for results from FEM software Abaqus, MoldFlow and HyperXtrude. Results formatted to be analyzed by the popular pre-/post-processor GiD can also be uploaded at no additional expense. The users of the smartphone app can view, inspect and interact with the models and animations. The platform and app are designed for an easy-to-use setup by the educators and an intuitive use by the students.

目前还缺乏一个通用的增强现实平台,可以用于制造工程和其他教育领域,以显示模型、过程、动画和模拟。这样一个平台已经被开发出来,作为这一贡献的一部分,它使教师能够管理在线课程、教学单元甚至整个学习计划。为了通过使用增强现实可视化来增强课堂教学,我们开发了一个新的应用程序,它可以在iOS和Android系统上运行,并显示各种物体以及教师上传的附加信息。设计了一种新的存储格式,大大减少了各种型号的存储大小,从而提高了手机端的性能。可以导入各种常见的3D文件格式,如STL、OFF和OBJ,并自动转换为这种新格式。同样适用于有限元软件Abaqus, MoldFlow和HyperXtrude的结果。通过流行的前/后处理器GiD格式化以供分析的结果也可以上传,而无需额外费用。智能手机应用程序的用户可以查看、检查模型和动画,并与之互动。该平台和应用程序旨在为教育工作者提供易于使用的设置和学生的直观使用。
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引用次数: 3
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Advances in Industrial and Manufacturing Engineering
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