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Feedrate optimization based on part-to-part learning in repeated machining 重复加工中基于零件学习的进给速度优化
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2025-01-01 DOI: 10.1016/j.cirp.2025.04.043
Cheng-Hao Chou, Chenhui Shao, Chinedum E. Okwudire (2)
Cutting operations often involve machining parts of similar geometry repeatedly, offering opportunities for learning-based improvements. While past studies have focused on enhancing machining accuracy through part-to-part learning, this work shifts the focus to optimizing feedrate under servo error constraints. A data-driven model, trained online on prior machining data, predicts future servo errors and enables iterative feedrate optimization. Confidence in the model improves as more parts are machined, permitting progressively higher feedrates. Experimental results demonstrate significant speed gains within a few iterations, showcasing the potential of part-to-part learning for autonomously achieving faster machining without violating servo error constraints.
切割操作通常涉及重复加工相似几何形状的零件,这为基于学习的改进提供了机会。虽然过去的研究主要集中在通过零件对零件的学习来提高加工精度,但这项工作将重点转移到伺服误差约束下的进给速度优化。一个数据驱动的模型,在线训练之前的加工数据,预测未来的伺服误差,并实现迭代进给速度优化。随着加工的零件越来越多,模型的可信度也随之提高,从而允许越来越高的进给率。实验结果表明,在几次迭代中显著的速度增益,展示了零件到零件学习在不违反伺服误差约束的情况下自主实现更快加工的潜力。
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引用次数: 0
Tool path generation for precision roughing of BLISKS via abrasive waterjet machining 磨料水射流加工BLISKS精密粗加工的刀路生成
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2025-01-01 DOI: 10.1016/j.cirp.2025.04.046
Lutfi Taner Tunc (2)
Manufacturing process chains of bladed disks are energy intense. Heat resistant properties of Inconel alloys make them very challenging to cut by conventional milling at roughing conditions, where excessive cutting forces and vibration arise. Abrasive waterjet machining (AWJM) offers several benefits in cutting of such materials. In the literature, 5-axis AWJM of blisks is not well studied for machining strategy, parameter selection and tool path generation. This paper presents a unified approach for development of 5-axis AWJM roughing of blisks. The proposed approach is demonstrated on a representative part made of Inconel 718.
叶片式圆盘的制造工艺链是一个耗能巨大的环节。铬镍铁合金的耐热性能使其在粗加工条件下的常规铣削非常具有挑战性,因为在粗加工条件下会产生过大的切削力和振动。磨料水射流加工(AWJM)在这类材料的切割中提供了几个好处。在文献中,对叶片五轴AWJM的加工策略、参数选择和刀具轨迹生成的研究并不充分。提出了一种统一的叶片五轴AWJM粗加工开发方法。并在一个具有代表性的Inconel 718零件上进行了验证。
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引用次数: 0
Cascaded FIR and half-sine filter-based smooth trajectory generation algorithm 基于级联FIR和半正弦滤波器的平滑轨迹生成算法
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2025-01-01 DOI: 10.1016/j.cirp.2025.04.088
Y. Altintas (1), M.Abdar Esfahani, B. Karimi, O. Gatenby
This paper presents a new trajectory generation algorithm that consists of a cascaded Finite Impulse Response (FIR) and a half-sine filter. FIR filter is used to set the acceleration, and the half-sine wave generates continuous velocity-acceleration and jerk motions along the tool path while avoiding the excitation of the machine vibrations. The algorithm allows for control of cornering errors between the discontinuous path segments. The algorithm is experimentally validated to damp the vibrations of a cantilevered beam, a mode of an industrial machine’s ball screw drive, and a tool path with sharp curvatures on a two-axis machine.
本文提出了一种新的由级联有限脉冲响应(FIR)和半正弦滤波器组成的轨迹生成算法。采用FIR滤波器设置加速度,半正弦波沿刀具轨迹产生连续的速度-加速度和抖动运动,同时避免了机床振动的激发。该算法允许控制不连续路径段之间的转弯误差。通过实验验证了该算法对悬臂梁、工业机床滚珠丝杠驱动模式和两轴机床尖锐曲率刀具轨迹的振动的抑制效果。
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引用次数: 0
Directional factor as the key factor for chatter free robotic milling of light alloys 方向因素是影响轻合金无颤振铣削的关键因素
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2025-01-01 DOI: 10.1016/j.cirp.2025.04.091
Z. Dombovari , I. Laka , A. Bartfai , A. Karaca , E. Budak (1) , G. Stepan (1) , J. Munoa (1)
Robotic milling systems are increasingly used for light alloys and composites, but face challenges due to high dynamic flexibility of robots. A key issue is low-frequency chatter, linked to the robot's structural modes during high-speed operations. Therefore, this study deals with a dominant flexible mode with high tooth-passing frequencies, highlighting the influence of the directional factor. Negative directional factors can cause low-frequency chatter at high spindle speeds. Polar stability lobes show that optimal feed direction and radial engagement zones align with positive directional factors. The study shows that slotting operations assure a chatter free machining. Experimental validation confirms theoretical findings.
机器人铣削系统越来越多地用于轻合金和复合材料,但由于机器人的高动态灵活性而面临挑战。一个关键问题是低频颤振,这与机器人在高速运行时的结构模式有关。因此,本研究研究了具有高齿通过频率的主导柔性模式,突出了方向因素的影响。负方向因素会在高主轴转速下引起低频颤振。极性稳定叶表明,最佳进给方向和径向啮合区与正方向因子对齐。研究表明,开槽可保证无颤振加工。实验验证证实了理论发现。
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引用次数: 0
Material hybrid and sensor integrated lightweight machine tool components 材料混合和传感器集成的轻型机床部件
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2025-01-01 DOI: 10.1016/j.cirp.2025.04.042
Hans-Christian Möhring (2), Michelle Engert, Kim Torben Werkle
Lightweight machine tool components provide the potential of improved system dynamics and reduced energy consumption. In this research, pre-stressed fiber-reinforced polymer concrete (PFRPC) structures were investigated, focusing on lightweight design and functional integration. An integrated strain measurement functionality was realized by embedding Fiber Bragg Gratings (FBG). Two versions of machine tool cantilever arms in the form of a Stewart platform were built using remaining plastic molds. The mechanical properties and operational characteristics were analyzed and compared with those of a conventional steel structure showing the high potential of the hybrid material with regard to the improved system dynamics.
轻量级机床组件提供了改进系统动力学和降低能耗的潜力。在本研究中,预应力纤维增强聚合物混凝土(PFRPC)结构进行了研究,重点是轻量化设计和功能集成。通过嵌入光纤光栅(FBG)实现了集成应变测量功能。两个版本的机床悬臂臂在一个Stewart平台的形式是建立使用剩余的塑料模具。通过与传统钢结构的力学性能和工作特性的对比分析,显示了混合材料在改善系统动力学方面的巨大潜力。
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引用次数: 0
Towards large-scale production of improved magnetic flux guidance structures in non-grain-oriented electrical steel 面向非晶粒取向电工钢改进型磁导结构的大规模生产
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2025-01-01 DOI: 10.1016/j.cirp.2025.03.021
Phillip Stöcks-Morgan , Tobias Neuwirth , Achref Douiri , Simon R. Sebold , Anders Kaestner , Christoph Hartmann , Nora Leuning , Michael Schulz , Wolfram Volk (1)
Modern synchronous electric drives require magnetic anisotropy in their rotor, manufactured from non-oriented electrical steel. Conventionally, flux barriers are placed on electrical steel sheets by removing the material, creating small recesses. While the approach is magnetically effective, the rotor is mechanically weakened. Embossed flux barriers offer an approach to stiffen the rotor mechanically, increasing efficiency. The required micro-embossing was successfully produced on an industry-grade press for the first time. Magnetic characterisation of the samples using neutron grating interferometry and a single sheet tester shows that the novel technology is transferrable from the laboratory frame to large-scale industrial manufacturing processes.
现代同步电力驱动要求转子的磁各向异性,由无取向电工钢制造。传统上,通过去除材料,在电钢板上放置磁通屏障,形成小凹槽。虽然这种方法在磁力上是有效的,但转子的机械性能却被削弱了。压花磁通屏障提供了一种方法,使转子机械硬化,提高效率。所需的微压花首次在工业级印刷机上成功生产。使用中子光栅干涉测量和单片测试仪对样品进行磁性表征表明,该新技术可从实验室框架转移到大规模工业制造过程中。
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引用次数: 0
Bio-inspired multifunctional end effectors for in-space servicing, assembly and manufacturing (ISAM) 用于空间维修、装配和制造(ISAM)的仿生多功能末端执行器
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2025-01-01 DOI: 10.1016/j.cirp.2025.04.001
Salil Bapat , Tanvi Arey , John Vickers , Ajay P. Malshe (1)
This paper presents the application of crab-inspired design to develop a multifunctional robotic end effector for in-space servicing, assembly, and manufacturing (ISAM). It is demonstrated that crab hub and claw-inspired design, when 3D printed using carbon fiber composite, withstand space environments for severe vibration during launch and re-entry in and from space to earth in a vessel and vacuum. Testing this design demonstrated the end effector's versatility for tasks, including pick-and-place, twist-and-turn, and push-and-pull before and after the testing for space conditions. This study demonstrates the potential of novel bio-inspired principles to design and develop products for new commercial ISAM infrastructure.
本文介绍了螃蟹启发设计的应用,以开发一个多功能机器人末端执行器,用于空间维修,装配和制造(ISAM)。实验证明,螃蟹轮毂和爪形设计,当使用碳纤维复合材料3D打印时,可以承受空间环境中发射和再入以及从空间到地球在容器和真空中的剧烈振动。对该设计的测试证明了末端执行器在空间条件测试前后的多功能性,包括拾取和放置,扭转和转弯以及推拉。这项研究展示了新型生物启发原理在设计和开发新的商业ISAM基础设施产品方面的潜力。
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引用次数: 0
Tool failure: a method for stress calculation of worn cutting tools 刀具失效:一种计算磨损刀具应力的方法
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2025-01-01 DOI: 10.1016/j.cirp.2025.03.032
Benjamin Bergmann (2), Jan Schenzel, Malte Kraeft
Basic knowledge of mechanical stresses is essential for an adapted tool design. A method for calculating internal stresses based on measured external stresses is shown. This eliminates the need for modelling the tool, chip and workpiece interaction as it is required in FE-based chip formation simulations. Thus, in-situ elastoplastic effects, such as springback or built-up edges, are directly considered. Using this approach, internal stresses of worn cutting tools are calculated at different wear states in order to understand tool wear. The experimental investigations show that for the machining of AISI1045+N principal stresses σ1 are the significant cause for tool failure.
机械应力的基本知识是必要的,以适应工具的设计。给出了一种基于实测外应力计算内应力的方法。这消除了在基于fe的切屑形成模拟中对工具、切屑和工件相互作用进行建模的需要。因此,直接考虑了原位弹塑性效应,如回弹或堆积边。利用该方法,计算了刀具在不同磨损状态下的内应力,以了解刀具的磨损情况。试验研究表明,在AISI1045+N加工过程中,主应力σ1是导致刀具失效的重要原因。
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引用次数: 0
Consideration of Bauschinger effect based on a reduced texture approach for improved springback prediction with computational efficiency 考虑包辛格效应的简化织构法提高回弹预测的计算效率
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2025-01-01 DOI: 10.1016/j.cirp.2025.03.022
Donghwan Noh , Jeong Whan Yoon (2)
This study introduces a reduced texture approach to efficiently describe the plastic behavior of AA6022-T43. By reducing the number of orientations in Finite Element (FE) analyses, the reduced texture approach improves computational efficiency while accurately predicting plastic responses. The approach calibrates a small number of crystallographic orientations using mechanical test results. By incorporating a kinematic hardening model, it captures Bauschinger effect, transient behavior, and permanent softening. Its predictive accuracy is also validated in springback, a critical challenge in sheet metal forming. The results confirm its potential as a computationally efficient alternative to continuum models for large scale engineering problems.
本研究引入了一种简化织构的方法来有效描述AA6022-T43的塑性行为。通过减少有限元分析中的取向数,减少织构法在准确预测塑性响应的同时提高了计算效率。该方法使用力学测试结果校准少量晶体取向。通过结合一个运动硬化模型,它捕获包辛格效应,瞬态行为和永久软化。它的预测精度在回弹中也得到了验证,回弹是钣金成形中的一个关键挑战。结果证实了它作为大规模工程问题连续统模型的计算效率替代方案的潜力。
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引用次数: 0
Advances in magnetic field-assisted finishing 磁场辅助整理的研究进展
IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2025-01-01 DOI: 10.1016/j.cirp.2025.04.097
Hitomi Yamaguchi (1) , Fukuo Hashimoto (1) , Eraldo da Silva (2) , Chi Fai Cheung (1)
Magnetic Field-Assisted Finishing (MAF) is a process that removes material by means of magnetic-abrasive tools suspended in a magnetic field. The unique behavior of magnetic-abrasive tools has given rise to various derivatives. This paper reviews the progression of MAF over the past century starting with a historical review, MAF fundamentals, and variations of MAF (e.g., polishing, edge finishing, and mass finishing). The status of MAF process modeling and a new approach to process modeling are introduced. The advantages and limitations of MAF are shown by discussing the material-removal characteristics. Lastly, potential applications and future directions for MAF research are suggested.
磁场辅助精加工(MAF)是一种通过悬浮在磁场中的磁性磨具去除材料的工艺。磁性磨具的独特性能产生了各种衍生工具。本文从历史回顾、MAF基本原理和MAF的变化(如抛光、边缘精加工和大量精加工)开始,回顾了MAF在过去一个世纪的发展。介绍了MAF过程建模的现状和一种新的过程建模方法。通过对材料去除特性的讨论,说明了MAF的优点和局限性。最后,对MAF的应用前景和未来研究方向进行了展望。
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引用次数: 0
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Cirp Annals-Manufacturing Technology
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