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An LLM-based approach for enabling seamless Human-Robot collaboration in assembly 基于 LLM 的方法实现装配中的人机无缝协作
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2024-01-01 DOI: 10.1016/j.cirp.2024.04.002

The complexity in the collaboration between humans and robots in smart manufacturing remains a significant challenge. This paper introduces an LLM-based manufacturing execution system enhancing Human-Robot Collaboration (HRC) in smart manufacturing. By leveraging Large Language Models (LLMs), the system provides a natural language interface for operators, integrates with Digital Twins for real-time data, and employs behavior-based control for robots. This integration facilitates intuitive interactions and rapid system programming, addressing communication complexities in HRC. The effectiveness of this approach is validated through two HRC assembly case studies, demonstrating significant improvements in collaboration and efficiency.

智能制造中人与机器人协作的复杂性仍然是一项重大挑战。本文介绍了一种基于大型语言模型(LLM)的制造执行系统,以增强智能制造中的人机协作(HRC)。通过利用大型语言模型(LLM),该系统为操作员提供了自然语言界面,与数字孪生集成以获取实时数据,并为机器人采用了基于行为的控制。这种集成有助于直观的交互和快速的系统编程,解决了热轧卷中复杂的通信问题。通过两个热轧卷装配案例研究,验证了这种方法的有效性,显示出协作和效率的显著提高。
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引用次数: 0
Reduction of experimental efforts for predicting milling stability affected by concept drift using transfer learning on multiple machine tools 利用多台机床上的迁移学习,减少预测受概念漂移影响的铣削稳定性的实验工作量
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2024-01-01 DOI: 10.1016/j.cirp.2024.04.084

Due to complex interrelations between the characteristics of the machine tool, spindle, tool wear and the stability of milling processes, the design of stable machining operations is challenging. Concept drift resulting from, e.g., tool wear and different dynamic behaviours often require fundamental experimental investigations on each machining centre. This paper presents a methodology for modelling process characteristics with respect to resource constraints by transferring insights from extensive experiments conducted on a reference machine to other machine tools in a process-informed manner. This methodology was exemplarily applied to predict wear-dependent process stabilities with a significantly reduced number of required cutting tests.

由于机床、主轴、刀具磨损和铣削加工稳定性之间存在复杂的相互关系,因此设计稳定的加工操作极具挑战性。由于刀具磨损和不同的动态行为等原因造成的概念漂移往往需要对每个加工中心进行基本的实验研究。本文介绍了一种方法,通过将在参考机床上进行的大量实验所得出的结论,以过程知情的方式转移到其他机床上,从而根据资源约束条件对过程特性进行建模。该方法被广泛应用于预测磨损相关的工艺稳定性,大大减少了所需的切削试验次数。
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引用次数: 0
Pre-programing the glass transition temperature and transformation strain of shape memory polymers in fused deposition modeling process 在熔融沉积建模过程中对形状记忆聚合物的玻璃化转变温度和转变应变进行预编程
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2024-01-01 DOI: 10.1016/j.cirp.2024.04.067

Shape memory polymer (SMP) parts printed with a fused deposition modeling process are increasingly considered for diverse industrial applications. However, gaps in the current understanding of how the process informs shape memory behaviors limit their applicability. This work studies how the coupled process thermomechanics, obtained at different process parameter settings such as of extrusion temperatures, influences shape memory behaviors. The results show that the process can precisely adjust the glass transition temperature within 42–50 °C and strains within 2.9–14.3% range without compromising mechanical strength. This allows imparting of multiple shape memory properties into printed SMP parts to realize complex shape-morphing behaviors.

采用熔融沉积建模工艺打印的形状记忆聚合物(SMP)部件越来越多地被考虑用于各种工业应用。然而,目前对工艺如何影响形状记忆行为的理解存在差距,这限制了其适用性。这项工作研究了在不同工艺参数设置(如挤压温度)下获得的耦合工艺热力学如何影响形状记忆行为。结果表明,在不影响机械强度的情况下,该工艺可在 42-50 °C 范围内精确调节玻璃化转变温度,并在 2.9-14.3% 范围内调节应变。这就允许在印刷 SMP 部件中赋予多种形状记忆特性,以实现复杂的形状变形行为。
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引用次数: 0
Sensory chuck jaw for enhancing accuracy in turning thin‐walled parts 用于提高薄壁零件车削精度的感应卡爪
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2024-01-01 DOI: 10.1016/j.cirp.2024.04.082

In turning thin-walled parts, machining errors and deviations from the aspired workpiece shape occur due to influences of the workpiece clamping and elastic deformations of the workpiece caused by clamping forces. This paper introduces a newly designed sensor integrated chuck jaw for turning applications, which allows for an on-line monitoring of the actual clamping forces and an in-process prediction of shape deviations of the machined parts. The design and characteristics of the sensory jaw are described and its monitoring capability is validated in turning experiments. Correlations of sensor data with workpiece shape deviations and models for error prediction are analyzed.

在车削薄壁零件时,由于工件夹紧和夹紧力引起的工件弹性变形的影响,会出现加工误差和与期望工件形状的偏差。本文介绍了一种新设计的用于车削应用的传感器集成卡爪,它可以在线监测实际夹紧力,并在加工过程中预测加工零件的形状偏差。本文介绍了传感器卡爪的设计和特性,并在车削实验中验证了其监测能力。分析了传感器数据与工件形状偏差的相关性以及误差预测模型。
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引用次数: 0
Study of the effect of oxygen level on tool wear in machining Ti-6Al-4V 氧含量对加工 Ti-6Al-4V 时刀具磨损的影响研究
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2024-01-01 DOI: 10.1016/j.cirp.2024.04.048
Benjamin Bergmann (2), Florian Schaper

During machining, tools and workpieces are exposed to high thermomechanical loads. Consequently, it is known that oxidation wear is determined by the choice of tool and workpiece combination. However, machining in an oxygen-free atmosphere, is not known. For this purpose, a method was developed to investigate the influence of oxygen in an XHV-adequate atmosphere. The investigations show a significant influence of the oxygen content on the mechanical loads and the surface integrity of the workpiece when machining Ti-6Al-4 V with uncoated cemented carbide. Machining in an oxygen-free atmosphere resulted in significantly less tool wear, which increased the tool life by 170%.

在机械加工过程中,刀具和工件会承受很高的热机械负荷。因此,众所周知,氧化磨损取决于刀具和工件组合的选择。然而,在无氧环境中进行加工的情况却不为人知。为此,我们开发了一种方法来研究氧气在适当的 XHV 环境中的影响。研究表明,在使用未涂层硬质合金加工 Ti-6Al-4 V 时,氧气含量对工件的机械负荷和表面完整性有很大影响。在无氧气氛中加工,刀具磨损明显减少,刀具寿命延长了 170%。
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引用次数: 0
Abrasive finishing of surface structures with diamond-coated foams 用金刚石涂层泡沫对表面结构进行磨削加工
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2024-01-01 DOI: 10.1016/j.cirp.2024.04.033
Monika Kipp, Jan Peters, Timo Platt, Dirk Biermann (1)

Finishing of structured surfaces is a challenging task in the manufacturing of functional surfaces. This is due to the aim of reducing the overlaying surface roughness while preserving the general surface structure. Therefore, there is the need for tailored tool concepts concerning the abrasive finishing. In this case, diamond-coated foams are used for the application of finishing surfaces, structured by high-feed milling. The quantitative evaluation by means of area-based roughness parameters and the qualitative observation of the changes in the surface profiles emphasise the capability to smoothen the surface without affecting the functional structure.

在功能表面的制造过程中,对结构表面进行精加工是一项具有挑战性的任务。这是由于既要降低叠加表面的粗糙度,又要保持一般的表面结构。因此,在磨料精加工方面需要量身定制的工具概念。在这种情况下,金刚石涂层泡沫被用于精加工表面,采用高进给量铣削结构。通过对基于面积的粗糙度参数进行定量评估,以及对表面轮廓变化进行定性观察,可以在不影响功能结构的情况下使表面变得平滑。
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引用次数: 0
Bio-inspired non-assembly joints: Design, fabrication and wear performance 生物启发的非装配关节:设计、制造和磨损性能
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2024-01-01 DOI: 10.1016/j.cirp.2024.03.010

Additive manufacturing facilitates the materialization of complex designs, e.g. bio-inspired non-assembly joints. Despite the advantages of this type of joints, such as single-step manufacturing, their performance under operational conditions remains poorly understood. This paper explores the design, fabrication and wear performance of a hinge-type joint inspired by the camel elbow. The joint was fabricated by metal additive manufacturing and its wear behaviour was numerically and experimentally evaluated. The results show that the bio-inspired design performs better than a cylindrical one in terms of wear distribution. This work helps to better understand the wear performance of non-assembled bio-inspired joints.

快速成型技术有助于实现复杂设计的材料化,例如生物启发的非装配接头。尽管这类关节具有单步制造等优点,但人们对其在操作条件下的性能仍然知之甚少。本文探讨了受骆驼肘部启发的铰链型关节的设计、制造和磨损性能。该关节由金属添加剂制造而成,并对其磨损性能进行了数值和实验评估。结果表明,就磨损分布而言,生物启发设计的性能优于圆柱形设计。这项工作有助于更好地理解非装配式生物启发关节的磨损性能。
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引用次数: 0
A vision-language-guided and deep reinforcement learning-enabled approach for unstructured human-robot collaborative manufacturing task fulfilment 非结构化人机协作制造任务完成的视觉语言引导和深度强化学习方法
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2024-01-01 DOI: 10.1016/j.cirp.2024.04.003

Human-Robot Collaboration (HRC) has emerged as a pivot in contemporary human-centric smart manufacturing scenarios. However, the fulfilment of HRC tasks in unstructured scenes brings many challenges to be overcome. In this work, mixed reality head-mounted display is modelled as an effective data collection, communication, and state representation interface/tool for HRC task settings. By integrating vision-language cues with large language model, a vision-language-guided HRC task planning approach is firstly proposed. Then, a deep reinforcement learning-enabled mobile manipulator motion control policy is generated to fulfil HRC task primitives. Its feasibility is demonstrated in several HRC unstructured manufacturing tasks with comparative results.

人机协作(HRC)已成为当代以人为本的智能制造场景中的一个关键。然而,在非结构化场景中完成人机协作任务需要克服许多挑战。在这项工作中,混合现实头戴式显示器被模拟为一种有效的数据收集、通信和状态表示界面/工具,用于人机协作任务设置。通过将视觉语言线索与大型语言模型相结合,首先提出了一种视觉语言引导的人机交互任务规划方法。然后,生成了一个支持深度强化学习的移动机械手运动控制策略,以实现人机交互任务基元。通过比较结果,证明了该方法在多个热轧卷非结构化制造任务中的可行性。
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引用次数: 0
Sustainable machining: Recent technological advances 可持续加工:最新技术进展
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2024-01-01 DOI: 10.1016/j.cirp.2024.06.001
A. Shokrani (2) , P.J. Arrazola (1) , D. Biermann (1) , P. Mativenga (2) , I.S. Jawahir (1)

Multiple international organizations and many governments around the world have declared climate emergency. There is a pressing need to minimize the environmental impacts of human activities including manufacturing processes. Machining by mechanical cutting is a fundamental manufacturing process and minimizing and eliminating its environmental impacts is vital. In this keynote paper, sustainability in the context of machining is identified. The resources used in machining have been categorized and the social and environmental impacts and potential methods to reduce them have been identified. The findings are critically discussed and the gaps and challenges for future research direction are highlighted.

多个国际组织和世界许多国家的政府已经宣布气候紧急状态。当务之急是最大限度地减少人类活动(包括制造工艺)对环境的影响。机械切削加工是一种基本的制造工艺,最大限度地减少和消除其对环境的影响至关重要。在这篇主旨论文中,我们确定了机械加工的可持续性。对机械加工中使用的资源进行了分类,并确定了对社会和环境的影响以及减少这些影响的潜在方法。论文对研究结果进行了批判性讨论,并强调了未来研究方向的差距和挑战。
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引用次数: 0
Kinematical study on bonding criterion in cold roll bonding 冷轧粘接中粘接标准的运动学研究
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2024-01-01 DOI: 10.1016/j.cirp.2024.04.016
Hiroshi Utsunomiya (2) , Takashi Jinnouchi , Takao Kitagawa , Ryo Matsumoto

Though roll bonding is used to manufacture clad sheets in industries, the bonding criterion of layers has not been fully understood. This paper proposes that same speeds and accelerations are necessary conditions for bonding. Al/Cu/Al stacked sheets were cold rolled and changes in layer speeds and bonding status were investigated. Cu layer entered the roll bite at higher speed than Al layers. In cases without bonding, Cu layer always moved at higher speed than Al layers. In cases bonding was attained, Al layers accelerated and caught up with the Cu layer, then the three layers moved at same speed for a certain distance, then they were bonded together.

Bonding; Rolling; Surface modification; Composite

虽然轧辊粘合在工业中被用于制造覆层板,但人们对各层的粘合标准还不完全了解。本文提出,相同的速度和加速度是粘合的必要条件。对铝/铜/铝叠层板材进行了冷轧,并研究了层速度和粘合状态的变化。铜层进入轧辊咬合的速度高于铝层。在没有粘合的情况下,铜层的移动速度总是高于铝层。在实现粘合的情况下,铝层加速并赶上铜层,然后三层以相同的速度移动一定距离,最后粘合在一起。
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引用次数: 0
期刊
Cirp Annals-Manufacturing Technology
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