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Improving machining characteristics of electrical discharge machining by superimposing impulse current 通过叠加脉冲电流改善放电加工的加工特性
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2024-01-01 DOI: 10.1016/j.cirp.2024.04.019

This paper aims to enhance the machining characteristics of sinking electrical discharge machining by superimposing an impulse current on a conventional rectangular pulse. The material removal was found to be more significant when the time point of superposition was set earlier after the dielectric breakdown, as the plasma diameter is smaller. However, superimposition immediately after the discharge ignition leads to a higher tool wear ratio. Through experimentation and simulation, it was determined that the optimal time point to increase material removal while keeping tool wear low is approximately 12.5 μs when the rectangular pulse duration was 50 μs.

本文旨在通过在传统矩形脉冲上叠加脉冲电流来增强沉没式放电加工的加工特性。研究发现,当叠加时间点设置在介质击穿后较早的位置时,材料去除率更高,因为等离子体直径更小。然而,在放电点火后立即叠加会导致更高的刀具磨损率。通过实验和模拟确定,当矩形脉冲持续时间为 50 μs 时,提高材料去除率同时保持较低刀具磨损的最佳时间点约为 12.5 μs。
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引用次数: 0
Integration of multimodal data and explainable artificial intelligence for root cause analysis in manufacturing processes 整合多模态数据和可解释人工智能,对制造过程进行根本原因分析
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2024-01-01 DOI: 10.1016/j.cirp.2024.04.014

Nowadays, the growing complexities of manufacturing processes and systems make it difficult to identify the root causes of critical deviations in performance. Conventional methods often fall short in capturing the multifaceted nature of these challenges, despite a wealth of diverse untapped manufacturing data. To harness the full potential of diverse data sets and transform them into a valuable asset to guide root cause exploration, this paper presents an innovative approach that combines multimodal predictive analysis and explainable artificial intelligence (XAI) to uncover insights into system dynamics. This work contributes to a paradigm shift in industrial decision-making regarding manufacturing diagnostics.

如今,制造流程和系统日益复杂,导致难以确定性能出现重大偏差的根本原因。尽管有大量尚未开发的各种制造数据,但传统方法往往无法捕捉到这些挑战的多面性。为了充分利用各种数据集的潜力,并将其转化为指导根本原因探索的宝贵财富,本文介绍了一种结合多模态预测分析和可解释人工智能(XAI)的创新方法,以揭示对系统动态的见解。这项工作有助于改变有关制造诊断的工业决策模式。
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引用次数: 0
Effect of recycled swarf and spherical Ti-6Al-4V feedstocks on laser directed energy deposition additive manufacturing 回收屑和球形 Ti-6Al-4V 原料对激光定向能沉积增材制造的影响
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2024-01-01 DOI: 10.1016/j.cirp.2024.03.013

Feedstock from locally-sourced, recycled Ti-6Al-4V (Ti64) swarf is a low-cost alternative to atomized powder and encourages circular additive manufacturing. This study investigates the feasibility of Ti64 swarf as feedstock for laser directed energy deposition (L-DED) additive manufacturing. Ti64 swarf was recycled and ball-milled into irregular-shaped powder and compared to spherical plasma-atomized powder in powder flow, melt flow, and resulting microstructure. In situ monitoring showed that plasma-atomized powder had laminar flow during deposition and that ball-milled swarf powder had turbulent flow. Plasma-atomized powder caused steady melt pool dynamics and acicular microstructure. Ball-milled swarf powder caused melt pool fluctuation and equiaxed microstructure.

来自本地的回收 Ti-6Al-4V (Ti64) 废料是雾化粉末的低成本替代品,可促进循环增材制造。本研究调查了将 Ti64 下脚料作为激光定向能沉积 (L-DED) 增材制造原料的可行性。将 Ti64 下脚料回收并球磨成不规则形状的粉末,并与球形等离子体雾化粉末在粉末流动、熔体流动和由此产生的微观结构方面进行比较。现场监测显示,等离子体雾化粉末在沉积过程中具有层流流动性,而球磨屑粉具有紊流流动性。等离子体雾化粉末可产生稳定的熔池动态和针状微观结构。球磨碎屑粉末则造成熔池波动和等轴晶微观结构。
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引用次数: 0
A hand-interaction model for augmented reality enhanced human-robot collaboration 增强现实增强人机协作的手部交互模型
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2024-01-01 DOI: 10.1016/j.cirp.2024.04.001

Flexible and rapidly adaptable automated production processes, e.g. with collaborative lightweight robots, are key aspects for the competitiveness of companies in globalised markets. However, software adaptation of the robot still requires specific programming skills. We have developed a human-centred programming by demonstration approach based on augmented reality to enable operators to intuitively adapt the robot programme. The developed hand-interaction model overcomes the challenge of object tracking during the assembly demonstration phase. This allows quick programme modifications by the operator using the head-mounted augmented reality device. The human-in-the-loop concept ensures a highly reliable and robust programming process.

灵活、快速适应性强的自动化生产流程(如使用协作式轻型机器人)是企业在全球化市场中保持竞争力的关键因素。然而,机器人的软件适配仍然需要特定的编程技能。我们开发了一种基于增强现实技术的以人为中心的编程演示方法,使操作员能够直观地调整机器人程序。所开发的手部交互模型克服了装配演示阶段的物体跟踪难题。这样,操作员就可以使用头戴式增强现实设备快速修改程序。人在回路中的概念确保了编程过程的高度可靠性和稳健性。
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引用次数: 0
Throughput scaling and thermomechanical behaviour in multiplexed fused filament fabrication 多路熔丝制造中的吞吐量扩展和热机械性能
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2024-01-01 DOI: 10.1016/j.cirp.2024.04.024

Multiplexed Fused Filament Fabrication (MF3) combines a dynamic extrusion-based toolpath with a multi-extruder-single-gantry machine tool architecture to increase printing speed without sacrificing geometric capabilities or increasing hardware complexity. This work establishes a novel capability for geometrically generalizable synthesis of MF3 toolpaths and creates a new thermal model that incorporates the unique nature of material deposition. It is shown that MF3 can increase throughput by an order of magnitude or more via the atypical and nonlinear effects of part size, infill density and extruder spacing. Further, the unusual temperature history in MF3 is found to enhance the part's mechanical properties.

多路熔丝制造(MF3)将基于动态挤出的工具路径与多挤出机-单龙门机床结构相结合,在不牺牲几何功能或增加硬件复杂性的情况下提高了打印速度。这项工作为 MF3 工具路径的几何通用性合成建立了一种新的能力,并创建了一种新的热模型,将材料沉积的独特性质纳入其中。研究表明,通过部件尺寸、填充密度和挤出机间距的非典型和非线性效应,MF3 可以将产量提高一个数量级或更多。此外,MF3 中不寻常的温度历史还能提高部件的机械性能。
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引用次数: 0
Precision optimized process design for highly repeatable handling with articulated industrial robots 利用关节型工业机器人实现高重复性搬运的精密优化流程设计
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2024-01-01 DOI: 10.1016/j.cirp.2024.03.008

High-precision handling processes are essential for various high-tech industries and are typically realized using specialized high precision robots. Articulated robots are rarely used for such tasks due to their low stiffness and accuracy stemming from their kinematic structure. This work presents a methodology for designing handling processes that maximise repeatability with articulated robots. By considering their kinematic structures’ highly pose dependent properties as well as sensitivity to external disturbances in every step of the processes design, significantly improved repeatability can be achieved. The applicability of the new methodology is verified experimentally using the example of handling of large silicon dies.

高精度的搬运过程对于各种高科技行业来说都是必不可少的,通常需要使用专门的高精度机器人来实现。由于关节型机器人的运动结构导致其刚度和精度较低,因此很少用于此类任务。这项工作提出了一种设计搬运流程的方法,可最大限度地提高关节型机器人的可重复性。通过在流程设计的每个步骤中考虑其运动结构高度依赖姿势的特性以及对外部干扰的敏感性,可以显著提高可重复性。我们以搬运大型硅模具为例,通过实验验证了新方法的适用性。
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引用次数: 0
A generative design method based on spline scanning for additive manufacturing 基于花键扫描的增材制造生成设计方法
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2024-01-01 DOI: 10.1016/j.cirp.2024.04.025

While additive manufacturing (AM) provides design flexibility, challenges persist in handling intricate freeform shapes, especially those laden with fine details. Conventional AM processes, such as slicing stereolithography (STL) format models, generating line segment toolpaths, and polyline-based printing, prove costly and compromise accuracy. This paper proposes a solution: the spline scanning generative design method. Utilizing spline patterns to construct smooth toolpaths directly, it enables seamless curved printing, significantly reducing computational expenses while maintaining high accuracy through spline control points. Experimental implementation, supported by dedicated algorithms, attests to its efficacy, emphasizing its potential for intricate freeform structure design and printing.

虽然快速成型制造(AM)提供了设计的灵活性,但在处理复杂的自由形状,特别是那些带有精细细节的形状时,仍然存在挑战。传统的增材制造工艺,如立体光刻(STL)格式模型切片、生成线段工具路径和基于多段线的打印,不仅成本高昂,而且精度也大打折扣。本文提出了一种解决方案:花键扫描生成设计方法。该方法利用样条线直接构建平滑的工具路径,实现了无缝曲面打印,在通过样条线控制点保持高精度的同时,显著降低了计算成本。在专用算法的支持下进行的实验证明了这种方法的有效性,并强调了它在复杂的自由形态结构设计和打印方面的潜力。
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引用次数: 0
Dual motor position feedback control for electrically preloaded rack-and-pinion drive systems to increase accuracy 用于电动预载齿轮齿条驱动系统的双电机位置反馈控制,可提高精确度
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2024-01-01 DOI: 10.1016/j.cirp.2024.04.087

To increase the accuracy of indirect position-controlled dual motor rack-and-pinion drives, a new approach is being proposed that uses the encoders of both motors on a test bench. By electrically preloading these motors, backlash does not occur simultaneously in both drive trains. Continuous contact between the pinion and rack and thus force-transmission to the table is ensured, by switching away from the signal with backlash. Backlash is therefore eliminated from the control loop and the system accuracy without direct table position sensing can be increased. Experiments show that the tracking error is reduced by 59 % compared to indirect control.

为了提高间接位置控制双电机齿轮齿条驱动装置的精度,我们提出了一种新方法,在测试台上使用两个电机的编码器。通过对这些电机进行电预载,两个传动系统不会同时出现反向间隙。小齿轮和齿条之间的持续接触,以及由此对工作台的力传递,都通过与反向间隙信号的切换而得到保证。因此,在控制回路中消除了反向间隙,在没有直接工作台位置感应的情况下提高了系统精度。实验表明,与间接控制相比,跟踪误差减少了 59%。
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引用次数: 0
Machine learning based substructure coupling of machine tool dynamics and chatter stability 基于机器学习的机床动力学和颤振稳定性的子结构耦合
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2024-01-01 DOI: 10.1016/j.cirp.2024.04.088

Accurate prediction of tool tip dynamics is vital for understanding machine tool behavior and chatter. Traditional methods involve several impact tests, finite element simulations, and the receptance coupling (RC) approach. However, substructure coupling necessitates multiple experiments and encounters difficulties due to complexities of capturing rotational dynamics. The intricate nature of RC inhibits its widespread industrial applicability in predicting tool tip dynamics. We introduce machine learning (ML)-based approach relying on a few experiments and computer vision to predict dynamics. Comparative analysis with direct experiments shows the ML-based method's potential to expedite dynamic identification with accuracy, chatter prediction, and machining process optimization.

准确预测刀尖动态对于理解机床行为和颤振至关重要。传统方法包括多次冲击试验、有限元模拟和受体耦合(RC)方法。然而,下结构耦合需要进行多次试验,并且由于捕捉旋转动态的复杂性而遇到困难。RC 的复杂性阻碍了其在预测刀尖动态方面的广泛工业应用。我们引入了基于机器学习(ML)的方法,依靠少量实验和计算机视觉来预测动态。与直接实验的对比分析表明,基于 ML 的方法具有加快动态识别精度、颤振预测和加工过程优化的潜力。
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引用次数: 0
Effect of ageing on machining performance of grey cast iron and its compensation by cutting speed management 时效对灰铸铁加工性能的影响及其通过切削速度管理进行补偿
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2024-01-01 DOI: 10.1016/j.cirp.2024.04.061

Grey cast iron is known for its poor machinability directly after casting, but attains excellent machining performance after ageing. The present work explores the impact of cutting speed on the performance of pcBN machining for non-aged material. Findings suggest that tool wear can be minimized by identifying an optimal cutting speed that supports the formation of a stable Al2O3 and MnS build-up layer (BUL). Insufficient BUL protection accelerates pcBN wear by diffusion, while at very high speeds protective Al2O3 is replaced by weaker (Fe,Mn)2SiO4 and (Fe,Mn)O, and oxidation accelerates tool wear. The higher mechanical properties of aged GCI facilitate generation of high enough temperatures for stable deposition of Al2O3 BUL.

众所周知,灰口铸铁在铸造后的直接机加工性能较差,但在时效处理后却具有极佳的机加工性能。本研究探讨了切削速度对未时效材料 pcBN 加工性能的影响。研究结果表明,通过确定最佳切削速度,支持形成稳定的 Al2O3 和 MnS 堆积层 (BUL),可以最大限度地减少刀具磨损。BUL 保护不足会通过扩散加速 pcBN 磨损,而在极高速下,保护性 Al2O3 会被较弱的 (Fe,Mn)2SiO4 和 (Fe,Mn)O 所取代,氧化会加速刀具磨损。老化 GCI 较高的机械性能有助于产生足够高的温度,使 Al2O3 BUL 稳定沉积。
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引用次数: 0
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Cirp Annals-Manufacturing Technology
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