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Assessing the potential for additive manufacturable spare parts in the railway industry by a data-driven framework 通过数据驱动框架评估铁路行业可增材制造备件的潜力
Pub Date : 2024-01-01 DOI: 10.1016/j.procir.2024.02.016
Stephan Keckeis , Christian Karner , Martin Riester

Due to the long-life span of railway vehicles, spare part availability is a major challenge for railway companies. To avoid downtime, high procurement costs, and shortages, railway companies often stock large and costly inventories. However, additive manufacturing (AM) makes it possible to cost-effectively produce spare parts in small quantities to reduce inventory. To assess the suitability of a spare part and choose the optimal supply strategy, economic and technical data must be available in good quality. The lack of centralised information and poor data quality is one of the biggest challenges for AM potential assessment.

A workflow was designed, in which system data from various databases was mapped and enhanced with technical information. In addition, the potential for additive manufacturability was evaluated based on costs and savings affected by transportation, design, manufacturing, storage compared to other supply strategies. The resulting database was then used to classify the spare parts based on specific characteristics. The defined classes provide information about the timeline for implementing the part and the type of application. A similarity check based on identified AM spare parts is used to search the entire database to identify additional potential AM parts. The result is a data-driven framework to conduct a holistic potential assessment for additive manufacturable spare parts.

由于铁路车辆的使用寿命较长,备件供应是铁路公司面临的一大挑战。为了避免停工、高采购成本和短缺,铁路公司通常会储备大量昂贵的库存。然而,快速成型制造(AM)可以经济高效地生产小批量备件,从而减少库存。要评估备件的适用性并选择最佳供应策略,必须获得高质量的经济和技术数据。缺乏集中的信息和数据质量差是 AM 潜力评估面临的最大挑战之一。我们设计了一个工作流程,将来自不同数据库的系统数据与技术信息进行映射和增强。此外,还根据运输、设计、制造、存储与其他供应策略相比所产生的成本和节约情况,对增材制造的潜力进行了评估。由此产生的数据库随后被用于根据具体特征对备件进行分类。所定义的类别提供了有关实施零件的时间表和应用类型的信息。基于已识别的 AM 备件的相似性检查用于搜索整个数据库,以识别更多潜在的 AM 备件。最终形成了一个数据驱动的框架,用于对可增材制造备件进行整体潜力评估。
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引用次数: 0
Simulation-Based Management Method for Circular Manufacturing Using Response Surfaces 使用响应曲面的基于仿真的圆形制造管理方法
Pub Date : 2024-01-01 DOI: 10.1016/j.procir.2024.01.056
Masaki Imai , Shinichi Fukushige

To establish a circular manufacturing system, continuous management of the resource flow and the condition of individual items including products, components, and the materials in the system is indispensable. This study proposes a life cycle simulation (LCS) based management method to support optimal decision-making under conditions that include various uncertainties, such as consumer behavior and market trends. LCS is a simulation method that simulates dynamic material flow in the entire life cycle system and enables the evaluation of environmental and economic efficiencies. Since the simulation model consists of many parameters, exhaustive simulations with all parameter combinations are impossible in a practical timeframe. Therefore, the method extracts parameters that have a significant impact on eco-efficiency through sensitivity analysis using LCS. Then, a response surface of multi-level resolution is created in a multidimensional space composed of the parameters. The response surface is used to quickly identify optimal parameter values under uncertain conditions for effective management. As a case study, the proposed method is applied to the management of a circular manufacturing system for lithium-ion batteries of automotive to verify the effectiveness of the management on eco-efficiency.

要建立循环型制造系统,就必须对系统中的资源流和单个项目(包括产品、组件和材料)的状况进行持续管理。本研究提出了一种基于生命周期模拟(LCS)的管理方法,以支持在消费者行为和市场趋势等各种不确定因素条件下的优化决策。LCS 是一种模拟方法,可模拟整个生命周期系统中的动态物质流,并可评估环境和经济效益。由于模拟模型由许多参数组成,在实际时间内不可能对所有参数组合进行详尽模拟。因此,该方法通过使用 LCS 进行敏感性分析,提取对生态效益有重大影响的参数。然后,在由参数组成的多维空间中创建一个多级分辨率的响应面。响应面用于在不确定条件下快速确定最佳参数值,以实现有效管理。通过案例研究,将所提出的方法应用于汽车锂离子电池循环生产系统的管理,以验证管理对生态效益的有效性。
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引用次数: 0
End of life focused data model for a digital battery passport 数字电池护照的寿命终止重点数据模型
Pub Date : 2024-01-01 DOI: 10.1016/j.procir.2024.01.040
Julius Ott , Josef-Peter Schoeggl , Rupert J. Baumgartner

Digital battery passports are a potentially helpful tool to facilitate the recycling of lithium-ion batteries. This is due to the information asymmetry between battery producers and end-of-life (EoL) actors. Tailoring a battery passport to EoL offers the opportunity to go beyond the current state of the art of battery passport legislation and add further details that are important for the recycling process. Therefore, this research looks at a suitable way to set up a battery passport to support the EoL of lithium-ion batteries. First, the data needs of the EoL phase were analyzed based on use cases described by eight experts through interviews. The results show a need for material related- and dynamic data, such as the state of health. The same expert interviews were then used to answer how these needed data could be provided. The results confirm the availability of most data but with gaps regarding dynamic data and use-phase information. Both the data needs and provision are then categorized and summarized into a data model. The discussion also provides an overview of the challenges and estimates the impact, depending on the scale of implementation. The results were used to set up a prototype platform for a battery passport.

数字电池护照是促进锂离子电池回收利用的潜在有用工具。这是因为电池生产商与报废(EoL)参与者之间存在信息不对称。为 EoL 量身定制的电池护照提供了一个机会,可以超越当前电池护照立法的技术水平,增加对回收过程非常重要的更多细节。因此,本研究探讨了建立电池护照的合适方法,以支持锂离子电池的 EoL。首先,根据八位专家通过访谈描述的使用案例,分析了 EoL 阶段的数据需求。结果显示,需要与材料相关的动态数据,如健康状况。然后,通过同样的专家访谈,回答了如何提供这些所需数据的问题。结果证实,大多数数据是可用的,但在动态数据和使用阶段信息方面存在差距。随后,对数据需求和提供情况进行了分类,并总结成一个数据模型。讨论还概述了面临的挑战,并根据实施规模估算了影响。研究结果被用于建立电池护照的原型平台。
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引用次数: 0
Environmental Assessment of Metal Chip Recycling – Quantification of Mechanical Processing's Global Warming Potential 金属片回收利用的环境评估--量化机械加工的全球升温潜能值
Pub Date : 2024-01-01 DOI: 10.1016/j.procir.2024.02.009
Chantal Rietdorf , Sonja Ziehn , Sophia Marie Giunta , Robert Miehe , Alexander Sauer

Material recycling is an essential lever for improving the sustainability of production processes. One way of reusing metal chips that occur as waste in machining or other subtractive manufacturing processes is to mechanically pretreat and remelt them. In mechanical pretreatment, the chips are separated from the cutting fluid by a centrifuge and then briquetted directly on site. This simplifies the handling and makes the transport and subsequent remelting more efficient than in thermal processing alone. The main objective of this work is to quantitatively assess the environmental impacts of the described recycling process, focusing on the global warming potential. Furthermore, recycling by means of mechanical chip processing is compared with alternatives such as thermal drying and primary material extraction. A parametric life cycle assessment (LCA) model has been developed for this purpose. The model considers equipment, material, throughput and location variations to analyze different use cases. The results of the LCA of an exemplary use case show that environmental benefits result from a higher bulk density during transport and a lower energy input during remelting due to a lower liquid content.

材料回收利用是提高生产工艺可持续性的重要手段。重新利用机械加工或其他减材制造过程中产生的金属屑废料的一种方法是对其进行机械预处理和再熔化。在机械预处理中,切屑通过离心机从切削液中分离出来,然后直接在现场压块。与单纯的热处理相比,这种方法简化了处理过程,并提高了运输和后续重熔的效率。这项工作的主要目的是对所述回收工艺对环境的影响进行定量评估,重点是全球升温潜能值。此外,还将机械切屑加工的回收方法与热干燥和原始材料提取等替代方法进行了比较。为此开发了一个参数化生命周期评估(LCA)模型。该模型考虑了设备、材料、产量和地点的变化,以分析不同的使用情况。一个示例使用案例的生命周期评估结果表明,运输过程中容积密度较高,以及重熔过程中由于液体含量较低而导致的能源投入较少,都能带来环境效益。
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引用次数: 0
Dimensional inspection of spur and helical gear teeth manufactured by Laser Metal Deposition 激光金属沉积法制造的直齿轮和螺旋齿轮齿的尺寸检测
Pub Date : 2024-01-01 DOI: 10.1016/j.procir.2024.08.104

Laser Metal Deposition (LMD) allows the fabrication of complex shapes onto non-planar surfaces. This manuscript presents a 3D-scanning strategy for the dimensional inspection of LMD-manufactured gear teeth onto cylindrical substrates. The standard registration (alignment) methods are ineffective in the context of LMD because they minimize the global distance between the reference model and the 3D-scanning point cloud. This global minimization wrongfully biases the alignment. In response to this limitation, this manuscript discusses a registration procedure that avoids global distance minimization by sequentially aligning the datums (gear root cylinder and planar faces) of both datasets. This datum-alignment procedure fixes 5 out of 6 Degrees of Freedom (DOF). The final DOF is determined by finding the optimal rotation angle that minimizes the distance between the gear teeth of both datasets. The strategy is validated with actual LMD-manufactured spur and helical gear teeth onto cylindrical substrates. This strategy would also save time during the grinding process.

激光金属沉积 (LMD) 可以在非平面表面上制造复杂的形状。本手稿介绍了一种三维扫描策略,用于在圆柱形基板上对 LMD 制造的齿轮齿进行尺寸检测。标准的注册(对齐)方法在 LMD 情况下无效,因为这些方法会使参考模型与三维扫描点云之间的全局距离最小化。这种全局最小化错误地造成了配准的偏差。针对这一局限性,本手稿讨论了一种注册程序,该程序通过依次对准两个数据集的基准(齿轮根圆柱体和平面面)来避免全局距离最小化。这种基准对齐程序可固定 6 个自由度 (DOF) 中的 5 个。最后一个自由度是通过寻找最佳旋转角度来确定的,该角度可使两个数据集的齿轮齿间距离最小化。我们使用 LMD 在圆柱形基板上实际制造的直齿和斜齿对该策略进行了验证。该策略还可节省磨削过程中的时间。
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引用次数: 0
Understanding the thermo-fluid-microstructural impact of beam shaping in Laser Powder Bed Fusion using high-fidelity multiphysics simulation 利用高保真多物理场仿真了解激光粉末床熔融中光束整形的热流体-微结构影响
Pub Date : 2024-01-01 DOI: 10.1016/j.procir.2024.08.133

Beam shaping of lasers is a topic that has received relatively less attention in the context of metal additive manufacturing (MAM) processes. This technique allows for modulation or spatial alternation of the intensity profile of the laser. As the bulk of the work within MAM primarily revolves around Gaussian beam profiles, the precise impact and potential of other beam shapes is still an unanswered question. In this work a multiphysics numerical model of the laser powder bed fusion (LPBF) process of Ti6Al4V without powder is developed and the model can predict thermo-fluid-microstructural conditions. The model predictions are compared with experimental data from single-track specimens, and the comparison shows a very good agreement. It is shown that the ring spot beam profile (RSBP) results in substantially wider melt pools as compared to the ones forming using the Gaussian beam profile (GBP). The microstructural predictions show that for GBP the grains converge to the center line of the melt pool, while for ring beam profile (RBP), the grains tend to converge to a single point. Finally, the impact of different ring radii for RBP is studied and the results show that at larger ring radii, a noticeable bulge of liquid metal forms right beneath the laser beam.

在金属增材制造(MAM)工艺中,激光光束整形是一个关注度相对较低的课题。这种技术可以对激光的强度轮廓进行调制或空间交替。由于 MAM 的大部分工作主要围绕高斯光束轮廓展开,其他光束形状的确切影响和潜力仍是一个未解之谜。在这项工作中,开发了无粉 Ti6Al4V 激光粉末床熔化 (LPBF) 过程的多物理场数值模型,该模型可以预测热流体微结构条件。模型预测结果与单轨试样的实验数据进行了对比,对比结果显示两者非常吻合。结果表明,与使用高斯光束轮廓(GBP)形成的熔池相比,环形光斑光束轮廓(RSBP)形成的熔池要宽得多。微观结构预测显示,在 GBP 条件下,晶粒向熔池中心线靠拢,而在环形光束剖面 (RBP) 条件下,晶粒倾向于向单点靠拢。最后,研究了不同的环形半径对 RBP 的影响,结果表明,在较大的环形半径下,液态金属会在激光束正下方形成明显的隆起。
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引用次数: 0
Effect of concentric intensity distributions on spatter formation in full penetration welding of high-alloy steels 同心强度分布对高合金钢全熔透焊接中飞溅形成的影响
Pub Date : 2024-01-01 DOI: 10.1016/j.procir.2024.08.150

Welding of high-alloy steels results in spatter formation addressing high welding speeds above 8 m/min, i.e., the seam quality is significantly reduced due to material losses and adhering spatter. A reduction of spatter can be addressed by using concentric intensity distributions consisting of core and ring, by affecting melt and metal vapor flow. In this paper, the understanding of spatter formation on sheet top and bottom side is significantly enhanced for full penetration welds of AISI 304. Therefore, different concentric intensities and tophat distributions were systematically studied and compared. Fundamental interactions between concentric intensity distributions and spatter formation during full penetration welding were determined and summarized in model concepts. In particular, spatter formation can be reduced on both sheet sides using a concentric intensity distribution due to a smaller keyhole geometry with a smaller angle of inclination of the keyhole front.

在焊接高合金钢时,如果焊接速度超过 8 米/分钟,就会产生飞溅,即由于材料损耗和附着飞溅,焊缝质量会大大降低。通过影响熔体和金属蒸汽的流动,使用由核心和环组成的同心强度分布,可以减少飞溅。在本文中,对 AISI 304 全熔透焊缝而言,板材顶面和底面的飞溅形成情况有了更深入的了解。因此,本文对不同的同心强度和顶部分布进行了系统研究和比较。确定了全熔透焊接过程中同心强度分布与飞溅形成之间的基本相互作用,并用模型概念进行了总结。特别是,由于键孔的几何形状较小,键孔前端的倾斜角度较小,因此使用同心强度分布可减少板材两侧的飞溅形成。
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引用次数: 0
Near-infrared surface sensitizing of PA12 to enable diode laser-based Powder Bed Fusion 对 PA12 进行近红外表面敏化,实现基于二极管激光的粉末床融合
Pub Date : 2024-01-01 DOI: 10.1016/j.procir.2024.08.073

Laser-based powder bed (PBF-LB) fusion of polymers has emerged as a versatile technique for additive manufacturing (AM), offering laynew processing freedom through promising beam-shaping techniques. This study explores a novel approach to overcome the NIR absorption limitations of the market-dominant standard material polyamide 12 (PA12) by increasing the sensitivity for effective diode laser processing through surface modification with NIR-absorbing nanoparticles (NPs). The investigation encompasses nano sensitization strategies and theoretical analysis of energy input to the polymer, alongside comparisons with volume-modified polymer feedstocks, demonstrating that diode laser printing of surface-modified (s-mod) PA12 is possible with a macroscopic quality comparable to a commercially available volume-modified (v-mod) feedstock.

基于激光的粉末床(PBF-LB)聚合物熔融技术已成为增材制造(AM)的一种多功能技术,通过前景广阔的光束整形技术提供了全新的加工自由度。本研究探索了一种新方法,通过使用吸收近红外的纳米颗粒(NPs)进行表面改性,提高二极管激光加工的灵敏度,从而克服市场主流标准材料聚酰胺 12(PA12)的近红外吸收限制。这项研究包括纳米敏化策略和聚合物能量输入理论分析,以及与体积改性聚合物原料的比较,结果表明二极管激光打印表面改性(s-mod)聚酰胺 12 是可行的,其宏观质量可与市场上的体积改性(v-mod)原料相媲美。
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引用次数: 0
Local laser heat treatment of AlSi10Mg as-built parts produced by Laser Powder Bed Fusion 对激光粉末床熔融技术生产的铝硅镁坯件进行局部激光热处理
Pub Date : 2024-01-01 DOI: 10.1016/j.procir.2024.08.074

Today, complex structural components for lightweight applications are frequently manufactured by laser powder bed fusion (PBF-LB), often using aluminum alloys such as AlSi10Mg. However, the application of cyclic load cases can be challenging as PBF-LB produced AlSi10Mg parts typically have low ductility and corresponding brittle failure behavior in the as-built condition.

Therefore, this paper presents investigations on the feasibility of a laser heat treatment of PBF-LB produced AlSi10Mg parts to locally increase the ductility and decrease the hardness in critical areas. Potential heat treatment process parameters were derived theoretically based on the temperature fields in the material calculated assuming three-dimensional heat conduction and a moving heat source. PBF-LB produced specimens were then laser heat treated at varying laser power and scan speed. Hardness measurements on metallographic cross sections showed hardness reductions of over 35 % without inducing hydrogen pore growth.

如今,用于轻质应用的复杂结构部件通常采用激光粉末床熔融(PBF-LB)制造,通常使用 AlSi10Mg 等铝合金。因此,本文研究了对 PBF-LB 生产的 AlSi10Mg 零件进行激光热处理的可行性,以局部提高延展性并降低关键区域的硬度。根据假定三维热传导和移动热源计算出的材料温度场,从理论上得出了潜在的热处理工艺参数。然后以不同的激光功率和扫描速度对生产的 PBF-LB 试样进行激光热处理。金相截面的硬度测量结果表明,硬度降低了 35% 以上,且不会诱发氢孔生长。
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引用次数: 0
Oxygen-free production: Influence of silane-doped atmosphere on porosity and mechanical properties of Ti-6Al-4V processed by PBF-LB 无氧生产:掺硅烷气氛对通过 PBF-LB 加工的 Ti-6Al-4V 的孔隙率和机械性能的影响
Pub Date : 2024-01-01 DOI: 10.1016/j.procir.2024.08.081

In laser-based powder bed fusion of metals (PBF-LB/M), the atmospheric residual oxygen plays a key role, particularly for highly reactive materials like Ti-6Al-4V. Oxygen concentrations present in commercial machines are still too high to effectively prevent oxidation of the powder and oxygen take-up into built parts deteriorating the part quality and mechanical properties. In this work, to reduce the residual oxygen content to a range adequate to an extreme high vacuum (XHV) while maintaining normal pressure, a silane-doped argon atmosphere (< 0.001 vol.-% silane in argon) is introduced. Ti-6Al-4V powder was processed both under a conventional argon atmosphere (< 0.01 vol.-% oxygen) and argon-silane atmosphere (< 10-20 vol.-% oxygen). The influence on the resulting porosity was investigated using a central composite design. Additionally, the tensile properties were analyzed. High tensile strengths > 1290 MPa and low porosities < 0.02 %, but no significant influence of the atmosphere was found.

在基于激光的金属粉末床熔化(PBF-LB/M)过程中,大气中的残余氧气起着关键作用,尤其是对于 Ti-6Al-4V 等高活性材料。商用机器中的氧气浓度仍然过高,无法有效防止粉末氧化和氧气进入制造部件,从而导致部件质量和机械性能下降。在这项工作中,为了在保持正常压力的同时将残留氧含量降低到足以达到极高真空(XHV)的范围,引入了掺硅烷的氩气环境(氩气中硅烷含量为 0.001 vol.-%)。Ti-6Al-4V粉末在传统氩气氛(0.01 Vol.-%氧气)和氩硅烷气氛(10-20 Vol.-%氧气)下进行了加工。采用中心复合设计研究了孔隙率的影响。此外,还分析了拉伸性能。结果发现,拉伸强度高达 1290 兆帕,孔隙率低至 0.02%,但气氛对其影响不大。
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引用次数: 0
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