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Through hole-cutting conic posture optimization for a redundant 3D laser cutting machine 优化冗余 3D 激光切割机的通孔切割圆锥姿态
IF 3.4 3区 工程技术 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-03-12 DOI: 10.1007/s00170-024-13252-0
Zhipeng Ding, Pietro Soccio, Marina Indri, Alessandro Rizzo

Productively reducing the time required to cut numerous through holes in automotive workpieces is crucial for enhancing parts manufacturing in the 3D laser cutting process. However, the conventional cutting strategy, in which the laser beam maintains a stationary posture along the hole path, lacks flexibility and fails to effectively leverage processing tolerances. In this study, we conduct a thorough analysis of the kinematics of a six-axis redundant laser cutting machine and resolve through a decoupling method with singularity management. We propose an innovative conic posture cutting strategy for 3D laser hole-cutting with thin materials. This approach adopts the geometry of a cone as the posture while cutting the hole path. In order to obtain the optimal vertex of the cone while minimizing the taper error generated by the conic posture and kinetic energy consumption of the actuators during motion, we formulate a multi-objective optimization problem and solve it using a genetic algorithm. Furthermore, we enhance the optimization by adopting a time minimization approach. Through the implementation of a B-pillar workpiece cutting experiment, we have successfully validated the credibility of our proposed cutting strategy, thereby demonstrating an enhancement of time on 26 hole-cutting paths.

有效缩短在汽车工件上切割大量通孔所需的时间,对于提高三维激光切割工艺中的零件制造水平至关重要。然而,传统的切割策略(激光束沿孔路径保持静止姿态)缺乏灵活性,无法有效利用加工公差。在本研究中,我们对六轴冗余激光切割机的运动学进行了深入分析,并通过奇异性管理解耦方法加以解决。我们为薄材料的三维激光孔切割提出了一种创新的圆锥姿态切割策略。该方法采用圆锥体的几何形状作为切割孔路径的姿态。为了获得圆锥体的最佳顶点,同时最大限度地减少圆锥姿态产生的锥度误差和运动过程中致动器的动能消耗,我们提出了一个多目标优化问题,并使用遗传算法进行了求解。此外,我们还采用了时间最小化方法来增强优化效果。通过实施 B 柱工件切割实验,我们成功地验证了我们所提出的切割策略的可信度,从而证明了在 26 个孔切割路径上时间的延长。
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引用次数: 0
Prediction and analysis of grinding force on grinding heads based on grain measurement statistics and single-grain grinding simulation 基于晶粒测量统计和单晶粒磨削模拟的磨削头磨削力预测和分析
IF 3.4 3区 工程技术 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-03-12 DOI: 10.1007/s00170-024-13370-9
Baichun Li, Xiaokun Li, Shenghui Hou, Shangru Yang, Zhi Li, Junze Qian, Zhenpeng He

Reliable prediction of the grinding force is essential for improving the grinding efficiency and service life of the grinding head. To better optimize and control the grinding process of the grinding head, this paper proposes a grinding force prediction method of the grinding head that combines surface measurement, statistical analysis, and finite element method (FEM). Firstly, a grinding head surface measurement system is constructed according to the principle of focused imaging. The distribution model of abrasive grains in terms of size, spacing, and protruding height has been established by measuring and counting the characteristics of abrasive grains on the surface of a real grinding head. Then, the undeformed chip thicknesses when the abrasive grains are cut are analyzed in depth, the material model of abrasive grains and workpiece is established, and the cutting process of abrasive grains with different characteristics on the surface of the grinding head is analyzed by finite element simulation. A single abrasive grain grinding force model is obtained. Finally, the grinding force prediction of the grinding head was realized by combining finite element simulation with grinding kinematics analysis. In addition, grinding experiments with different grinding parameters were conducted to verify the grinding force prediction model. The results show that the predicted grinding force of the grinding head is in good agreement with the experimental values. The average error of tangential grinding force is 7.42%, and the average error of normal grinding force is 9.77%. This indicates that the grinding force prediction method has good accuracy and reliability.

可靠的磨削力预测对提高磨削效率和磨头使用寿命至关重要。为了更好地优化和控制磨头的磨削过程,本文提出了一种结合表面测量、统计分析和有限元法(FEM)的磨头磨削力预测方法。首先,根据聚焦成像原理构建了磨头表面测量系统。通过测量和统计真实磨头表面磨粒的特征,建立了磨粒尺寸、间距和突出高度的分布模型。然后,深入分析了磨粒切削时的未变形切屑厚度,建立了磨粒和工件的材料模型,并通过有限元模拟分析了磨头表面不同特性磨粒的切削过程。得到了单一磨粒磨削力模型。最后,通过将有限元模拟与磨削运动学分析相结合,实现了磨头磨削力的预测。此外,还进行了不同磨削参数的磨削实验,以验证磨削力预测模型。结果表明,磨头磨削力的预测值与实验值吻合良好。切向磨削力的平均误差为 7.42%,法向磨削力的平均误差为 9.77%。这表明磨削力预测方法具有良好的准确性和可靠性。
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引用次数: 0
304-Ni60B (NiCrBSi) composite components using WAAM-LC integrated hybrid manufacturing 利用 WAAM-LC 集成混合制造技术制造 304-Ni60B(NiCrBSi)复合材料部件
IF 3.4 3区 工程技术 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-03-12 DOI: 10.1007/s00170-024-13376-3
Fangyong Niu, Weiming Bi, Zhonghai Liu, Xiong Sun, Guangyi Ma, Dongjiang Wu

The demand for surface wear-resistant metal components is increasing, but the current traditional preparation method of surface heat treatment for forgings and castings can hardly satisfy the trend of green development. In this study, we developed wire arc additive manufacturing laser cladding (WAAM-LC) hybrid manufacturing technology for the integrated preparation of 304 component with Ni60B reinforced coating. The microstructure and mechanical properties of 304 WAAM entity and Ni60B coating were systematically investigated. The results show that a good metallurgical bond is achieved between the Ni60B coating and 304 substrate. Both γ-Fe and δ-Fe phases appear in the 304 WAAM region, and γ-(Ni,Fe), FeNi3, (Cr,Fe)mCn, and NimSin phases are detected in the Ni60B LC coating. Slender columnar crystals and cellular crystals coexist in the 304 bonding region, while the bottom of the Ni60B coating consists of plane crystal and columnar crystals. Both molten pools appear to have a haphazardly growing dendrite structure inside. Compared to the 304 substrate, the hardness of Ni60B coating increases by 2.76 times, and the friction and wear mass loss is only 10.54% of the 304, significantly improving the wear resistance of the 304 substrate. This work indicates that WAAM-LC hybrid technology is expected to become a promising new solution for manufacturing surface wear-resistant metal components.

Graphical Abstract

人们对表面耐磨金属部件的需求与日俱增,但目前传统的锻件和铸件表面热处理制备方法难以满足绿色发展的趋势。本研究开发了线弧快速成型激光熔覆(WAAM-LC)混合制造技术,用于 304 构件与 Ni60B 增强涂层的一体化制备。系统研究了 304 WAAM 实体和 Ni60B 涂层的微观结构和力学性能。结果表明,Ni60B 涂层与 304 基体之间实现了良好的冶金结合。在 304 WAAM 区域出现了 γ-Fe 和 δ-Fe 相,在 Ni60B LC 涂层中检测到了γ-(Ni,Fe)、FeNi3、(Cr,Fe)mCn 和 NimSin 相。细长的柱状晶体和蜂窝状晶体共存于 304 结合区域,而 Ni60B 镀层的底部则由平面晶体和柱状晶体组成。两个熔池内部似乎都有杂乱生长的枝晶结构。与 304 基体相比,Ni60B 涂层的硬度提高了 2.76 倍,摩擦磨损质量损失仅为 304 基体的 10.54%,显著提高了 304 基体的耐磨性。这项工作表明,WAAM-LC 混合技术有望成为制造表面耐磨金属部件的一种前景广阔的新解决方案。 图文摘要
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引用次数: 0
Design, fabrication, and penetration assessment of polymeric hollow microneedles with different geometries 不同几何形状的聚合物空心微针的设计、制造和穿透性评估
IF 3.4 3区 工程技术 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-03-12 DOI: 10.1007/s00170-024-13344-x
Pol Vanwersch, Tim Evens, Albert Van Bael, Sylvie Castagne

Hollow microneedles (HMNs) are minimally invasive needle-like microfeatures usually arranged in arrays designed for drug delivery and body fluid collection in a painless manner. In a recent work, we demonstrated a novel methodology to mass produce hollow polymer microneedles at a low cost. This methodology combines ultrashort pulse laser ablation to create inverse needle shapes in moulds and replication through polymer injection moulding. For a HMN to be functional, it should effectively pierce the skin at a low force and enable fluidic passage through the skin without leakage. This study investigates the impact of different laser scanning strategies on the cavity morphology and analyses how the various geometrical characteristics of the needle influence the penetration efficacy. To assess the penetration behaviour of the replicated HMNs, a combination of agarose gel and Parafilm® is employed as an in vitro testing platform. Furthermore, a correlation between HMN geometry, penetration performance, and modification of polymer material and holding pressure during injection moulding is established. The results indicate that a certain needle length is essential for effective penetration. Moreover, minimising the tip area, a factor significantly affecting penetration force, can be achieved by increasing the eccentricity of the scan-free area and expanding the scanning diameter. However, it is important to consider other functional needle features such as the ridge height or full lumen, which come at a cost to the tip sharpness. This work highlights the multiple interactions between the scanning strategy, the injection moulding process parameters, the needle geometry, and the penetration force. This study provides insights into optimization of the HMN design and the fabrication for enhanced penetration efficacy of functional injection-moulded polymeric HMNs.

空心微针(HMNs)是一种微创针状微特征,通常排列成阵列,旨在以无痛方式给药和收集体液。在最近的一项研究中,我们展示了一种低成本批量生产空心聚合物微针的新方法。这种方法结合了超短脉冲激光烧蚀技术,可在模具中制造出反向针形,并通过聚合物注射成型进行复制。要使 HMN 具有功能性,它应能以较小的力量有效地刺穿皮肤,并使液体通过皮肤而不渗漏。本研究调查了不同激光扫描策略对空腔形态的影响,并分析了针头的各种几何特征如何影响穿透效果。为了评估复制的 HMNs 的穿透性能,采用了琼脂糖凝胶和 Parafilm® 作为体外测试平台。此外,还确定了 HMN 的几何形状、穿透性能、聚合物材料的改性以及注塑成型过程中的保持压力之间的相关性。结果表明,一定的针长对有效渗透至关重要。此外,通过增大无扫描区域的偏心率和扩大扫描直径,可以最大限度地减小针尖面积,这是影响穿透力的一个重要因素。然而,考虑到脊高或全腔等其他功能性针头特征也很重要,因为这些特征会影响针尖的锋利程度。这项工作强调了扫描策略、注塑工艺参数、针的几何形状和穿刺力之间的多重相互作用。这项研究为优化 HMN 设计和制造以提高功能性注塑聚合物 HMN 的穿透效果提供了启示。
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引用次数: 0
Analysis of self-supporting conformal cooling channels additively manufactured by hybrid directed energy deposition for IM tooling 用于 IM 工具的混合定向能沉积快速制造的自支撑保形冷却通道分析
IF 3.4 3区 工程技术 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-03-12 DOI: 10.1007/s00170-024-13291-7
Neil Wilson, Manhar Gupta, Maciej Mazur, Milan J. Patel, Vu Nguyen, Stefan Gulizia, Ivan S. Cole

Additive manufacturing (AM) of injection moulding (IM) tools has attracted significant interest in the polymer manufacturing industry for quite some time. However, hybrid manufacturing (HM) using directed energy deposition (DED), which involves concurrent additive and subtractive manufacture, has not been a commonly used process for IM tooling manufacture. This is apparent despite several advantages over the prevalent laser-powder bed fusion (L-PBF) alternative, including higher build rate, lower cost and integrated machining to directly achieve higher tolerances and surface finish. A key reason for this low utilisation is the limited ability of DED processes to produce circular channel profiles typically used in IM tooling, due to stricter constraints on the manufacturability of overhanging geometry. To address this, a range of self-supporting IM cooling channel profiles suited for hybrid laser and powder-based DED manufacture are proposed in this work. Numerical and experimental evaluations are conducted of the cooling performance of several non-circular conformal cooling channel (NCCC) profiles to identify a profile which achieves the maximum heat transfer for a constant cross-sectional area and coolant flow rate. Experimental studies included AM builds to evaluate the DED manufacturability of the selected NCCC profile on a conformally cooled HM benchmark model, followed by cooling performance characterisation, including a comparison against a reference L-PBF manufactured benchmark model. In conclusion, a shape correcting factor is obtained using response surfaces. This factor is used to convert thermal performance calculations for non-circular profiles to a conventional circular channel profile to simplify the DED manufacturing process for non-circular IM cooling channels.

注塑模具的快速成型制造(AM)在聚合物制造行业引起极大兴趣已有一段时间。然而,使用定向能沉积技术(DED)进行的混合制造(HM),即同时进行增材制造和减材制造,尚未成为注塑模具制造的常用工艺。尽管与普遍采用的激光粉末床熔融(L-PBF)替代工艺相比,混合制造工艺具有多种优势,包括更高的制造率、更低的成本以及可直接实现更高公差和表面光洁度的集成加工,但这种优势仍然十分明显。利用率低的一个关键原因是,由于悬空几何形状的可制造性受到更严格的限制,DED 工艺生产 IM 模具中通常使用的圆形槽型的能力有限。为解决这一问题,本研究提出了一系列适合激光和粉末混合 DED 制造的自支撑 IM 冷却通道轮廓。对几种非圆形保形冷却通道(NCCC)剖面的冷却性能进行了数值和实验评估,以确定在横截面积和冷却剂流速不变的情况下实现最大热传递的剖面。实验研究包括 AM 构建,以评估保形冷却 HM 基准模型上所选 NCCC 型材的 DED 可制造性,然后进行冷却性能表征,包括与参考 L-PBF 制造的基准模型进行比较。最后,利用响应曲面获得了形状修正系数。该系数用于将非圆形轮廓的热性能计算转换为传统的圆形通道轮廓,以简化非圆形 IM 冷却通道的 DED 制造过程。
{"title":"Analysis of self-supporting conformal cooling channels additively manufactured by hybrid directed energy deposition for IM tooling","authors":"Neil Wilson, Manhar Gupta, Maciej Mazur, Milan J. Patel, Vu Nguyen, Stefan Gulizia, Ivan S. Cole","doi":"10.1007/s00170-024-13291-7","DOIUrl":"https://doi.org/10.1007/s00170-024-13291-7","url":null,"abstract":"<p>Additive manufacturing (AM) of injection moulding (IM) tools has attracted significant interest in the polymer manufacturing industry for quite some time. However, hybrid manufacturing (HM) using directed energy deposition (DED), which involves concurrent additive and subtractive manufacture, has not been a commonly used process for IM tooling manufacture. This is apparent despite several advantages over the prevalent laser-powder bed fusion (L-PBF) alternative, including higher build rate, lower cost and integrated machining to directly achieve higher tolerances and surface finish. A key reason for this low utilisation is the limited ability of DED processes to produce circular channel profiles typically used in IM tooling, due to stricter constraints on the manufacturability of overhanging geometry. To address this, a range of self-supporting IM cooling channel profiles suited for hybrid laser and powder-based DED manufacture are proposed in this work. Numerical and experimental evaluations are conducted of the cooling performance of several non-circular conformal cooling channel (NCCC) profiles to identify a profile which achieves the maximum heat transfer for a constant cross-sectional area and coolant flow rate. Experimental studies included AM builds to evaluate the DED manufacturability of the selected NCCC profile on a conformally cooled HM benchmark model, followed by cooling performance characterisation, including a comparison against a reference L-PBF manufactured benchmark model. In conclusion, a shape correcting factor is obtained using response surfaces. This factor is used to convert thermal performance calculations for non-circular profiles to a conventional circular channel profile to simplify the DED manufacturing process for non-circular IM cooling channels.</p>","PeriodicalId":50345,"journal":{"name":"International Journal of Advanced Manufacturing Technology","volume":"69 1","pages":""},"PeriodicalIF":3.4,"publicationDate":"2024-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140115337","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exploring the impact of phase-shifted loading conditions on fatigue life of S355J2 mild steel with different machine learning approaches 用不同的机器学习方法探索相移加载条件对 S355J2 低碳钢疲劳寿命的影响
IF 3.4 3区 工程技术 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-03-12 DOI: 10.1007/s00170-024-13389-y
Robert Owsiński, Munish Kumar Gupta, Cyprian T. Lachowicz, Nimel Sworna Ross, Govind Vashishtha

Predicting a component’s fatigue life requires information on not only the number of stress cycles the component will undergo but also the kind and frequency of those stress cycles, as well as information about the surrounding environment and the intended purpose of the component. Models that can forecast lifespan by utilizing available experimental data are preferred since fatigue investigations are costly and time-consuming. Therefore, this work focuses on fatigue testing of S355 mild steel specimens under multiaxial loading conditions involving bending and torsion. The impact of phase-shifted loading conditions on material behavior, considering in-phase and with angles 0°, 45°, and 90°, has been studied. Then, the data of fatigue tests involve variations in loading amplitudes, and configurations used in different ML algorithms such as lazy k-nearest neighbors (Lazy-KNN), linear regression (LR), and random forest (RF) were employed for predictive modeling. These models are evaluated based on their ability to predict nominal stresses, torsion, and bending moments under varying loading configurations. The predictive modeling results are visually presented, showcasing the effectiveness of Lazy-KNN in accurately predicting material responses. Quantitative analyses further confirm the robustness of Lazy-KNN in predicting bending, nominal stress, and torsion under different loading conditions. The study provides valuable insights into the fatigue behavior of S355 mild steel and highlights the significance of considering multiaxial loading configurations in material testing and design.

要预测一个部件的疲劳寿命,不仅需要了解该部件将承受的应力循环次数,还需要了解这些应力循环的种类和频率,以及周围环境和部件预期用途的相关信息。由于疲劳调查既费钱又费时,因此能够利用现有实验数据预测寿命的模型更受青睐。因此,这项工作的重点是在涉及弯曲和扭转的多轴加载条件下对 S355 低碳钢试样进行疲劳测试。研究了相移加载条件对材料行为的影响,包括同相加载和角度为 0°、45° 和 90°的加载。然后,疲劳试验数据涉及加载振幅的变化,并采用不同的 ML 算法(如懒惰 k 近邻算法(Lazy-KNN)、线性回归算法(LR)和随机森林算法(RF))中使用的配置进行预测建模。根据这些模型在不同加载配置下预测标称应力、扭转和弯矩的能力对其进行了评估。预测建模结果直观展示了 Lazy-KNN 在准确预测材料响应方面的有效性。定量分析进一步证实了 Lazy-KNN 在不同加载条件下预测弯曲、标称应力和扭转的稳健性。该研究为 S355 低碳钢的疲劳行为提供了宝贵的见解,并强调了在材料测试和设计中考虑多轴加载配置的重要性。
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引用次数: 0
Electrical discharge drilling of blind holes with injection flushing dielectric and stepped electrodes 使用喷射冲洗电介质和阶梯电极进行盲孔放电钻孔
IF 3.4 3区 工程技术 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-03-12 DOI: 10.1007/s00170-024-13396-z

Abstract

Electrical discharge drilling of blind holes has been a challenging task due to the inherent difficulties in removing debris from the discharging gap. This paper investigates the working mechanism and effects of new stepped electrodes which are used in conjunction with injection flushing in drilling deep blind holes. A series of theoretical simulations and comparative experiments were conducted using cylindrical electrodes and two types of stepped electrodes. Pulse waveforms were captured to analyse the discharge status. Surface topography and machining quality were analysed using scanning electron microscope (SEM) images. The machining performance was evaluated by studying the material removal rate (MRR) and tool wear ratio (TWR). Experiment results show that internal flushing caused the debris to circulate in the machining zone and led to abnormal discharges, disrupting the formation of the plasma channel. The MRR was increased by 75% and 82% when using cylindrical electrodes with pressures of 120 psi and 40 psi, respectively. In contrast, the MRR with injection flushing was about 80% of that without injection flushing when using stepped electrodes. Regardless of the type of electrode, the application of injection flushing resulted in the increase in the maximum effective machining depth.

摘要 由于难以清除放电间隙中的碎屑,盲孔放电钻孔一直是一项具有挑战性的任务。本文研究了新型阶梯电极的工作机理和效果,这种电极在钻深盲孔时与喷射冲洗结合使用。使用圆柱形电极和两种阶梯形电极进行了一系列理论模拟和对比实验。采集脉冲波形以分析放电状态。使用扫描电子显微镜(SEM)图像分析了表面形貌和加工质量。通过研究材料去除率(MRR)和刀具磨损率(TWR)评估了加工性能。实验结果表明,内部冲洗导致碎屑在加工区循环,并导致异常放电,破坏了等离子通道的形成。使用压力分别为 120 psi 和 40 psi 的圆柱形电极时,MRR 分别提高了 75% 和 82%。相比之下,使用阶梯电极时,喷射冲洗的 MRR 约为不喷射冲洗时的 80%。无论使用哪种电极,喷射冲洗都能增加最大有效加工深度。
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引用次数: 0
Analysis of wall thickness variation of copper tube electrode processed by ultrasonic vibration 超声波振动加工铜管电极壁厚变化分析
IF 3.4 3区 工程技术 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-03-11 DOI: 10.1007/s00170-024-13115-8
Hanlin Yu, Yugang Zhao, Zhihao Li, Chuang Zhao, Shuo Meng, Yu Tang, Chen Cao, Haiyun Zhang

In this study, a new method of ultrasonic vibration processing of high-speed EDM ultra-fine copper tube electrode is proposed, and the deformation process of copper tube during processing is simulated by finite element analysis, and a prediction model of wall thickness change of ultrasonically processed copper tube electrode is established, and the predicted values are in good agreement with the experimental measurement data. The surface quality of copper tube electrode after ultrasonic processing was improved, and the roughness was reduced from Ra1.28 to Ra0.43 µm, which is important for the automated production of high-quality ultra-fine copper tube electrode.

本研究提出了一种高速电火花超细铜管电极超声振动加工新方法,并通过有限元分析模拟了铜管在加工过程中的变形过程,建立了超声加工铜管电极壁厚变化预测模型,预测值与实验测量数据吻合良好。超声波加工后铜管电极的表面质量得到改善,粗糙度从 Ra1.28 降至 Ra0.43 µm,这对自动化生产高质量超细铜管电极具有重要意义。
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引用次数: 0
Research on geometric error compensation of ultra-precision turning-milling machine tool based on macro–micro composite technology 基于宏微复合技术的超精密车铣复合机床几何误差补偿研究
IF 3.4 3区 工程技术 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-03-11 DOI: 10.1007/s00170-024-13259-7
Hongchang Sun, Yingwei Qiao, Zhijing Zhang, Yiming Dong, Sanpeng Deng, Xin Jin, Chaoxiao Zhang, Zhongpeng Zheng

In this paper, the geometric error modeling and compensation methods of macro–micro composite five-axis turn-milling composite machining center is studied. Firstly, the machine topological structure of the branches, intermediates, and terminal bodies of the macro–micro composite multi-body system is analyzed. Then, the tool chain transformation matrix and the end position of the workpiece chain are established to obtain the geometric error model. Based on the error compensation theory of traditional machine tool structure, the compensation mechanism of macro-level compensation and micro-level sub-micron compensation is proposed. Then, the compensation model of micro-axis error is given. Furthermore, the macro–micro composite error compensation experiment is setup; the laser interferometer is used to judge the positioning accuracy and straightness before and after compensation. The results show that the accuracy of the micro-motion platform after compensation reaches the sub-micron level, which verifies the compensation method, and the machining accuracy of the micron level is achieved through the cutting experiment.

本文研究了宏微复合五轴车铣复合加工中心的几何误差建模与补偿方法。首先,分析了宏微复合多体系统的分支体、中间体和终端体的机床拓扑结构。然后,建立刀具链变换矩阵和工件链末端位置,得到几何误差模型。基于传统机床结构的误差补偿理论,提出了宏观级补偿和微观亚微米级补偿的补偿机制。然后,给出了微轴误差补偿模型。此外,还设置了宏观-微观复合误差补偿实验,使用激光干涉仪判断补偿前后的定位精度和直线度。结果表明,补偿后的微动平台精度达到了亚微米级,验证了补偿方法,并通过切削实验实现了微米级的加工精度。
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引用次数: 0
Advanced ML for predictive maintenance: a case study on remaining useful life prediction and reliability enhancement 用于预测性维护的先进 ML:剩余使用寿命预测和可靠性提升案例研究
IF 3.4 3区 工程技术 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-03-11 DOI: 10.1007/s00170-024-13351-y
Meddaoui Anwar, Hachmoud Adil, Hain Mustapha

In order to achieve an optimal system performance, decision makers are continually faced with the responsibility of making choices that will enhance availability and reduce failures cost. To realize this goal, it is crucial to ensure the timely maintenance of equipment, which often poses a significant challenge. However, the adoption of predictive maintenance (PdM) technology can offer a solution by enabling real-time maintenance, resulting in various benefits such as reduced downtime, cost savings, and enhanced production quality. Machine learning (ML) techniques are increasingly being used in the field of predictive maintenance to predict failures and calculate estimated remaining useful life (RUL) of equipment. A case study is proposed in this research paper based on a maintenance dataset from the aerospace industry. It experiments and compare multiple combination of feature engineering techniques and advanced ML models with the aim to propose the most efficient techniques for prediction. Moreover, future research papers can focus on the challenge of validating this proposed model in different industrial environments.

为了实现最佳的系统性能,决策者不断面临着做出选择的责任,以提高可用性并降低故障成本。要实现这一目标,确保设备的及时维护至关重要,而这往往是一个巨大的挑战。然而,采用预测性维护 (PdM) 技术可以通过实现实时维护提供解决方案,从而带来各种好处,如减少停机时间、节约成本和提高生产质量。机器学习(ML)技术正越来越多地应用于预测性维护领域,以预测故障并计算设备的估计剩余使用寿命(RUL)。本研究论文基于航空航天业的维护数据集提出了一项案例研究。论文对特征工程技术和高级 ML 模型的多种组合进行了实验和比较,旨在提出最有效的预测技术。此外,未来的研究论文还可以关注在不同工业环境中验证所提模型的挑战。
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引用次数: 0
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International Journal of Advanced Manufacturing Technology
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