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Effect of hygrothermal conditioning on the machining behavior of biocomposites 湿热调节对生物复合材料加工性能的影响
Pub Date : 2024-02-07 DOI: 10.1115/1.4064690
Faissal Chegdani, M. El Mansori
This work aims to study the cutting behavior of biocomposites under different controlled hygrothermal conditions. This investigation choice is motivated by the fact that natural plant fibers such as flax are characterized by their hydrophilicity which makes them able to absorb water from a humid environment. This absorption ability is intensified when increasing the conditioning temperature. The moisture diffusion process affects considerably the mechanical properties of the resulting composite, which causes many issues during the machining operations. In this paper, moisture diffusion, chip form, cutting and thrust forces, and the microscopic state of the machined surfaces are considered to explore the cutting behavior of biocomposites in the function of the hygrothermal conditioning time. Results reveal that moisture content in the biocomposite is significantly influenced by the conditioning temperature and the fiber orientation. The evolution of the moisture content and the increase of the fiber orientation affect both the chip morphology in terms of curling as well as the tool/chip interaction in terms of friction. The cutting behavior of flax fibers depending on hygrothermal conditioning time is then investigated using microscopic observations of the machined surfaces in addition to analytical modeling. An analysis of variance is used finally to quantify the observed results.
这项工作旨在研究生物复合材料在不同受控湿热条件下的切割行为。之所以选择这项研究,是因为亚麻等天然植物纤维具有亲水性,能够从潮湿的环境中吸收水分。当调节温度升高时,这种吸水能力会增强。水分扩散过程会严重影响复合材料的机械性能,从而在加工过程中产生许多问题。本文考虑了湿气扩散、切屑形态、切削力和推力以及加工表面的微观状态,以探讨生物复合材料在湿热调节时间作用下的切削行为。结果表明,生物复合材料中的水分含量受调理温度和纤维取向的影响很大。含水量的变化和纤维取向的增加既会影响切屑的卷曲形态,也会影响刀具与切屑之间的摩擦力。然后,除了分析模型之外,还通过对加工表面的显微观察来研究亚麻纤维的切削行为取决于湿热调节时间。最后使用方差分析对观察到的结果进行量化。
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引用次数: 0
Cryogenic failure behaviors of Al-Mg-Si alloy tubes in bulging process 铝镁硅合金管在鼓胀过程中的低温失效行为
Pub Date : 2024-02-07 DOI: 10.1115/1.4064691
Xiaobo Fan, Xugang Wang, X. Chen, Shijian Yuan
Cryogenic medium pressure forming has been developed to form the complex-shaped tubular components, in which the need shape and tube diameter directly determine the complex evolution of biaxial stress in bulging process. The superposition of biaxial stress and cryogenic temperature complicates the deformation behaviors, especially for the final fracture and bulging limit, which determine forming quality of components. Therefore, the effects of tube geometry on failure orientation and fracture strain of Al–Mg–Si alloy tubes under cryogenic biaxial stress was elucidated, by utilizing cryogenic free bulging with different length–diameter ratios. The failure orientations and corresponding damage modes under different bulging geometric conditions were revealed. The influence mechanism of tube geometry and temperature on the failure mode was analyzed theoretically. A fracture model was established to predict the fracture strain in cryogenic bulging. The failure mode changes from circumferential cracking to axial cracking with the decreasing length–diameter ratio, owing to the stress sequence reversal induced by the significant nonlinearity of stress path under small length–diameter ratio. And the failure mode can inverse under a larger length–diameter ratio of 1.0 at −196 °C because of the enhanced nonlinearity, which is promoted by the improved plasticity at cryogenic temperature. The established model based on the more accurate assessment of hardening ability during deformation can accurately predict the fracture strain with an average deviation of 10.6% at different temperatures. The study can guide deformation analysis and failure prediction in cryogenic forming of aluminum alloy tubular parts.
低温中压成形已被开发用于成形形状复杂的管状部件,其中所需的形状和管径直接决定了鼓胀过程中双轴应力的复杂演变。双轴应力和低温温度的叠加使变形行为变得复杂,尤其是最终断裂和鼓包极限,这决定了部件的成型质量。因此,通过利用不同长径比的低温自由鼓胀,阐明了铝镁硅合金管在低温双轴应力下的几何形状对破坏方向和断裂应变的影响。揭示了不同鼓胀几何条件下的破坏方向和相应的破坏模式。从理论上分析了管材几何形状和温度对破坏模式的影响机制。建立了预测低温鼓包断裂应变的断裂模型。随着长径比的减小,失效模式由周向开裂转变为轴向开裂,这是由于在小长径比条件下,应力路径的显著非线性引起了应力序列逆转。而在 -196 ℃ 时,当长径比达到 1.0 时,失效模式会发生逆转,这是因为低温下塑性的改善增强了非线性。所建立的模型基于对变形过程中硬化能力的更精确评估,可准确预测不同温度下的断裂应变,平均偏差为 10.6%。该研究可为铝合金管状零件低温成形的变形分析和失效预测提供指导。
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引用次数: 0
In-situ Analysis of the Effect of Ultrasonic Cavitation on Electrochemical Polishing of Additively Manufactured Metal Surfaces 超声波空化对增材制造金属表面电化学抛光影响的原位分析
Pub Date : 2024-02-07 DOI: 10.1115/1.4064692
Ji Ho Jeon, Sung-Hoon Ahn, S. Melkote
The effects of a hybrid process that combines ultrasonic cavitation and electrochemical polishing on the electrochemical behavior and the resulting surface characteristics of additively manufactured 316L stainless steel were investigated. In-situ potentiodynamic scans and electrochemical impedance spectroscopy (EIS) were conducted to gain fundamental understanding of the effect of ultrasonic cavitation on the electrochemical processes involved, considering the influence of electrolyte temperature at 60 and 70°C. The potentiodynamic scans revealed that increasing the ultrasonic excitation amplitude from 20 to 80 µm at 20 µm intervals and temperature from 60 to 70°C led to reduced polishing resistance, elevated passivation current density at equivalent applied potentials, thus leading to an increased polishing rate. These findings are attributed to intensified cavitation near the material surface, which promoted anodic dissolution reactions and accelerated the polishing rate. In-situ EIS measurements provided valuable information on the charge transfer resistance and double-layer capacitance and their influence on the hybrid process. Specifically, higher ultrasonic amplitudes and elevated temperatures contributed to enhanced electrical double-layer formation and ion adsorption, resulting in a faster rate of polishing, indicating the efficacy of the hybrid process. These findings enhance our understanding of the complex interactions between ultrasonic cavitation and electrochemical dissolution processes that occur during ultrasonic cavitation-assisted electrochemical polishing. The research provides valuable insights for optimizing the process and its potential application in post-processing of metal additive manufactured parts.
研究了超声波空化和电化学抛光相结合的混合工艺对加成制造的 316L 不锈钢的电化学行为和由此产生的表面特性的影响。考虑到 60 和 70°C 电解液温度的影响,研究人员进行了原位电位扫描和电化学阻抗谱(EIS)分析,以从根本上了解超声空化对相关电化学过程的影响。电位扫描显示,将超声波激励振幅从 20 微米增加到 80 微米,间隔时间从 20 微米增加到 60 微米,温度从 60°C 增加到 70°C,可降低抛光电阻,提高等效应用电位下的钝化电流密度,从而提高抛光率。这些发现归因于材料表面附近的空化现象加剧,促进了阳极溶解反应,加快了抛光速度。原位 EIS 测量为电荷转移电阻和双层电容及其对混合过程的影响提供了有价值的信息。具体而言,较高的超声波振幅和较高的温度有助于增强双电层的形成和离子吸附,从而加快抛光速度,这表明了混合工艺的功效。这些发现加深了我们对超声空化和电化学溶解过程之间复杂互动关系的理解,这种互动关系发生在超声空化辅助电化学抛光过程中。这项研究为优化该工艺及其在金属添加剂制造部件后处理中的潜在应用提供了宝贵的见解。
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引用次数: 0
Effect of hygrothermal conditioning on the machining behavior of biocomposites 湿热调节对生物复合材料加工性能的影响
Pub Date : 2024-02-07 DOI: 10.1115/1.4064690
Faissal Chegdani, M. El Mansori
This work aims to study the cutting behavior of biocomposites under different controlled hygrothermal conditions. This investigation choice is motivated by the fact that natural plant fibers such as flax are characterized by their hydrophilicity which makes them able to absorb water from a humid environment. This absorption ability is intensified when increasing the conditioning temperature. The moisture diffusion process affects considerably the mechanical properties of the resulting composite, which causes many issues during the machining operations. In this paper, moisture diffusion, chip form, cutting and thrust forces, and the microscopic state of the machined surfaces are considered to explore the cutting behavior of biocomposites in the function of the hygrothermal conditioning time. Results reveal that moisture content in the biocomposite is significantly influenced by the conditioning temperature and the fiber orientation. The evolution of the moisture content and the increase of the fiber orientation affect both the chip morphology in terms of curling as well as the tool/chip interaction in terms of friction. The cutting behavior of flax fibers depending on hygrothermal conditioning time is then investigated using microscopic observations of the machined surfaces in addition to analytical modeling. An analysis of variance is used finally to quantify the observed results.
这项工作旨在研究生物复合材料在不同受控湿热条件下的切割行为。之所以选择这项研究,是因为亚麻等天然植物纤维具有亲水性,能够从潮湿的环境中吸收水分。当调节温度升高时,这种吸水能力会增强。水分扩散过程会严重影响复合材料的机械性能,从而在加工过程中产生许多问题。本文考虑了湿气扩散、切屑形态、切削力和推力以及加工表面的微观状态,以探讨生物复合材料在湿热调节时间作用下的切削行为。结果表明,生物复合材料中的水分含量受调理温度和纤维取向的影响很大。含水量的变化和纤维取向的增加既会影响切屑的卷曲形态,也会影响刀具与切屑之间的摩擦力。然后,除了分析模型之外,还通过对加工表面的显微观察来研究亚麻纤维的切削行为取决于湿热调节时间。最后使用方差分析对观察到的结果进行量化。
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引用次数: 0
Cryogenic failure behaviors of Al-Mg-Si alloy tubes in bulging process 铝镁硅合金管在鼓胀过程中的低温失效行为
Pub Date : 2024-02-07 DOI: 10.1115/1.4064691
Xiaobo Fan, Xugang Wang, X. Chen, Shijian Yuan
Cryogenic medium pressure forming has been developed to form the complex-shaped tubular components, in which the need shape and tube diameter directly determine the complex evolution of biaxial stress in bulging process. The superposition of biaxial stress and cryogenic temperature complicates the deformation behaviors, especially for the final fracture and bulging limit, which determine forming quality of components. Therefore, the effects of tube geometry on failure orientation and fracture strain of Al–Mg–Si alloy tubes under cryogenic biaxial stress was elucidated, by utilizing cryogenic free bulging with different length–diameter ratios. The failure orientations and corresponding damage modes under different bulging geometric conditions were revealed. The influence mechanism of tube geometry and temperature on the failure mode was analyzed theoretically. A fracture model was established to predict the fracture strain in cryogenic bulging. The failure mode changes from circumferential cracking to axial cracking with the decreasing length–diameter ratio, owing to the stress sequence reversal induced by the significant nonlinearity of stress path under small length–diameter ratio. And the failure mode can inverse under a larger length–diameter ratio of 1.0 at −196 °C because of the enhanced nonlinearity, which is promoted by the improved plasticity at cryogenic temperature. The established model based on the more accurate assessment of hardening ability during deformation can accurately predict the fracture strain with an average deviation of 10.6% at different temperatures. The study can guide deformation analysis and failure prediction in cryogenic forming of aluminum alloy tubular parts.
低温中压成形已被开发用于成形形状复杂的管状部件,其中所需的形状和管径直接决定了鼓胀过程中双轴应力的复杂演变。双轴应力和低温温度的叠加使变形行为变得复杂,尤其是最终断裂和鼓包极限,这决定了部件的成型质量。因此,通过利用不同长径比的低温自由鼓胀,阐明了管材几何形状对低温双轴应力下铝镁硅合金管的破坏方向和断裂应变的影响。揭示了不同鼓胀几何条件下的破坏方向和相应的破坏模式。从理论上分析了管材几何形状和温度对破坏模式的影响机制。建立了预测低温鼓包断裂应变的断裂模型。随着长径比的减小,失效模式由周向开裂转变为轴向开裂,这是由于在小长径比条件下,应力路径的显著非线性引起了应力序列逆转。而在 -196 °C 时,由于低温塑性的改善,非线性增强,在较大的长径比(1.0)条件下,失效模式可以逆转。所建立的模型基于对变形过程中硬化能力的更精确评估,可准确预测不同温度下的断裂应变,平均偏差为 10.6%。该研究可为铝合金管状零件低温成形的变形分析和失效预测提供指导。
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引用次数: 0
In-situ Analysis of the Effect of Ultrasonic Cavitation on Electrochemical Polishing of Additively Manufactured Metal Surfaces 超声波空化对增材制造金属表面电化学抛光影响的原位分析
Pub Date : 2024-02-07 DOI: 10.1115/1.4064692
Ji Ho Jeon, Sung-Hoon Ahn, S. Melkote
The effects of a hybrid process that combines ultrasonic cavitation and electrochemical polishing on the electrochemical behavior and the resulting surface characteristics of additively manufactured 316L stainless steel were investigated. In-situ potentiodynamic scans and electrochemical impedance spectroscopy (EIS) were conducted to gain fundamental understanding of the effect of ultrasonic cavitation on the electrochemical processes involved, considering the influence of electrolyte temperature at 60 and 70°C. The potentiodynamic scans revealed that increasing the ultrasonic excitation amplitude from 20 to 80 µm at 20 µm intervals and temperature from 60 to 70°C led to reduced polishing resistance, elevated passivation current density at equivalent applied potentials, thus leading to an increased polishing rate. These findings are attributed to intensified cavitation near the material surface, which promoted anodic dissolution reactions and accelerated the polishing rate. In-situ EIS measurements provided valuable information on the charge transfer resistance and double-layer capacitance and their influence on the hybrid process. Specifically, higher ultrasonic amplitudes and elevated temperatures contributed to enhanced electrical double-layer formation and ion adsorption, resulting in a faster rate of polishing, indicating the efficacy of the hybrid process. These findings enhance our understanding of the complex interactions between ultrasonic cavitation and electrochemical dissolution processes that occur during ultrasonic cavitation-assisted electrochemical polishing. The research provides valuable insights for optimizing the process and its potential application in post-processing of metal additive manufactured parts.
研究了超声波空化和电化学抛光相结合的混合工艺对加成制造的 316L 不锈钢的电化学行为和由此产生的表面特性的影响。考虑到 60 和 70°C 电解液温度的影响,研究人员进行了原位电位扫描和电化学阻抗谱(EIS)分析,以从根本上了解超声空化对相关电化学过程的影响。电位扫描显示,将超声波激励振幅从 20 微米增加到 80 微米,间隔时间从 20 微米增加到 60 微米,温度从 60°C 增加到 70°C,可降低抛光电阻,提高等效应用电位下的钝化电流密度,从而提高抛光率。这些发现归因于材料表面附近的空化现象加剧,促进了阳极溶解反应,加快了抛光速度。原位 EIS 测量为电荷转移电阻和双层电容及其对混合过程的影响提供了有价值的信息。具体而言,较高的超声波振幅和较高的温度有助于增强双电层的形成和离子吸附,从而加快抛光速度,这表明了混合工艺的功效。这些发现加深了我们对超声空化和电化学溶解过程之间复杂互动关系的理解,这种互动关系发生在超声空化辅助电化学抛光过程中。这项研究为优化该工艺及其在金属添加剂制造部件后处理中的潜在应用提供了宝贵的见解。
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引用次数: 0
An Investigation into the Grinding Characteristics and Wear Evolution of Micro-Elastic Composite Grinding Pads 微弹性复合材料研磨垫的研磨特性和磨损演变研究
Pub Date : 2024-01-31 DOI: 10.1115/1.4064627
Feng-Che Tsai
This paper introduces a novel micro-elastic composite grinding pad for material removal. The study also developed a new grinding wear formula grounded in microcontact mechanics, which is crucial in examining the evolution of interface characteristics under optimal parameter combinations. The results showed that the MRR, reduction of roughness height (σ), and peak curvature radius (ρ) increase were the highest in the initial stage, followed by a slight increase in the real contact area in the second stage. This research suggests that abrasive particles primarily detach from the elastic pad in the second stage. The plasticity index (ψ) decreases during grinding, which suggests a transition from an elastic-plastic mixed contact interface to a predominantly elastic contact interface. This shift in the interface mechanics explains the gradual reduction in wear at the grinding interface. Both the plasticity index and the MRR are consistent throughout the grinding process. However, the plasticity index is a more effective index of interface wear than the conventional H/E ratio because it considers the surface roughness's shape and size, which is essential in mild grinding operations. The findings of this study can be used to improve the design and performance of micro-elastic composite grinding pads and to optimize the grinding process for improved efficiency and sustainability.
本文介绍了一种用于材料去除的新型微弹性复合研磨垫。研究还根据微接触力学建立了新的磨削磨损公式,这对研究最佳参数组合下界面特性的演变至关重要。结果表明,在初始阶段,MRR、粗糙度高度减小(σ)和峰值曲率半径(ρ)的增幅最大,随后在第二阶段,实际接触面积略有增加。这项研究表明,磨料颗粒主要是在第二阶段脱离弹性垫的。塑性指数(ψ)在磨削过程中降低,这表明从弹性-塑性混合接触界面过渡到以弹性为主的接触界面。界面力学的这种转变解释了磨削界面磨损逐渐减少的原因。塑性指数和 MRR 在整个磨削过程中都是一致的。不过,塑性指数是比传统的 H/E 比更有效的界面磨损指数,因为它考虑到了表面粗糙度的形状和大小,这在温和磨削操作中至关重要。本研究的结果可用于改进微弹性复合磨片的设计和性能,并优化磨削过程,以提高效率和可持续性。
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引用次数: 0
Resonant Acoustic Vibration-Assisted Cathode Stripping for Efficient Recycling of Spent Li-ion Batteries 共振声学振动辅助阴极剥离,实现废旧锂离子电池的高效回收利用
Pub Date : 2024-01-31 DOI: 10.1115/1.4064629
Yaohong Xiao, Jinrong Su, Lei Chen
The emerging field of direct recycling for spent Li-ion batteries offers significant advantages, such as reduced energy expenses and minimized secondary pollution, when compared to traditional pyrometallurgical and hydrometallurgical methods. This is due to its direct utilization of the spent cathode as a raw material. However, efficient harvesting of spent cathode particles remains a challenge. To address this, this technical brief is the first to incorporate Resonant Acoustic Vibration Technology (RAV) as an efficient method for stripping cathode powders from spent Li-ion batteries. Our findings indicate that RAV-based techniques can achieve stripping efficiencies as high as 92%. A comparative analysis with conventional stripping methods, such as magnetic stirring, sonication, and curling-uncurling, reveals that RAV coupled with heat treatment provides unparalleled scalability and efficiency, eliminating the requirement for post-processing. Furthermore, the resulting cathode powders retain their original polycrystalline particle structures, with no impurities like carbon black or small aluminum fragments detected. These findings highlight the promise of RAV technology for large-scale recovery of electrode powders and its potential role in the direct recycling of spent Li-ion batteries.
与传统的火法冶金和湿法冶金方法相比,新兴的废锂离子电池直接回收领域具有显著的优势,如降低能源消耗和减少二次污染。这是因为它直接利用废阴极作为原材料。然而,有效收集废阴极颗粒仍然是一项挑战。为了解决这个问题,本技术简介首次将共振声学振动技术(RAV)作为从废锂离子电池中剥离正极粉末的有效方法。我们的研究结果表明,基于共振声学振动技术的剥离效率高达 92%。与磁力搅拌、超声和卷曲-开卷等传统剥离方法的比较分析表明,RAV 与热处理相结合可提供无与伦比的可扩展性和效率,无需进行后处理。此外,得到的阴极粉末保留了原有的多晶颗粒结构,没有检测到碳黑或小铝碎片等杂质。这些发现凸显了 RAV 技术在大规模回收电极粉方面的前景及其在直接回收废旧锂离子电池方面的潜在作用。
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引用次数: 0
Sacrificial Powder Pressure Control for Infiltration of Microscale Binder Jet Printed Metal Parts 用于微尺度粘合剂喷射打印金属部件渗透的人工粉末压力控制
Pub Date : 2024-01-31 DOI: 10.1115/1.4064628
Henry Davis, James Harkness, Isa M. Kohls, Brian D Jensen, R. Vanfleet, Nathan B Crane, Robert Davis
High-temperature microfluidic devices (such as gas chromatography microcolumns) have traditionally been fabricated using photolithography, etching, and wafer bonding which allow for precise microscale features but lack the ability to form complex 3D designs. Metal additive manufacturing could enable higher complexity microfluidic designs if reliable methods for fabrication are developed, but forming small negative features is challenging—especially in powder-based processes. In this paper, the formation of sealed metal microchannels was demonstrated using stainless-steel binder jetting with bronze infiltration. To create small negative features, bronze infiltrant must fill the porous part produced by binder jetting without filling the negative features. This was achieved through sacrificial powder infiltration (SPI), wherein sacrificial powder reservoirs (pore size ∼60 μm) are used to control infiltrant pressure. With this pressure control, the infiltrant selectively filled the small pores between particles in the printed part (pore size ∼3 μm) while leaving printed microchannels (700 μm, 930 μm) empty. To develop the SPI method, a pore-filling study was performed in this stainless-steel/bronze system with 370 μm, 650 μm, and 930 μm microchannel segments. This study enabled SPI process design on these length scales by determining variations in pore filling across a sample and preferential filling between different-sized pores.
高温微流体设备(如气相色谱微柱)传统上使用光刻、蚀刻和晶圆键合技术制造,这些技术可实现精确的微观特征,但缺乏形成复杂三维设计的能力。如果能开发出可靠的制造方法,金属增材制造就能实现更复杂的微流体设计,但形成小的负特征是一项挑战--尤其是在基于粉末的工艺中。本文展示了使用不锈钢粘合剂喷射和青铜渗入形成密封金属微通道的过程。要形成小的负特征,青铜渗透剂必须填充粘合剂喷射产生的多孔部分,而不填充负特征。这是通过牺牲粉末浸润(SPI)来实现的,即使用牺牲粉末储罐(孔径 ∼60 μm)来控制浸润压力。通过这种压力控制,浸润剂可选择性地填充印刷部件中颗粒之间的小孔(孔径∼3 μm),而使印刷微通道(700 μm,930 μm)保持空隙。为了开发 SPI 方法,在这种不锈钢/青铜系统中使用 370 μm、650 μm 和 930 μm 的微通道段进行了孔隙填充研究。这项研究通过确定整个样品的孔隙填充变化以及不同尺寸孔隙之间的优先填充情况,实现了这些长度尺度上的 SPI 工艺设计。
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引用次数: 0
Machining Process Automation in CNC Turning using Robot Assisted Imaging and CNN based Machine Learning 利用机器人辅助成像和基于 CNN 的机器学习实现数控车削加工过程自动化
Pub Date : 2024-01-31 DOI: 10.1115/1.4064626
Chayan Maiti, Deep Patel, Sreekumar Muthuswamy
With the emergence of the Industrial Internet of Things(IIoT) and Industry 4.0, industrial automation has grown as an important vertical in recent years. Smart manufacturing techniques are now becoming essential to keeping up with the global industrial competition. Decreasing the machine's downtime and increasing tool life are crucial factors in reducing machining process costs. Therefore, introducing complete process automation utilizing an intelligent automation system can enhance the throughput of manufacturing processes. To achieve this, intelligent manufacturing systems can be designed to recognize materials they interact with and autonomously decide what actions to take whenever needed. This paper aims to present a generalized approach for fully automated machining processes to develop an intelligent manufacturing system. As an objective to accomplish this, the presence of workpiece material is automatically detected and identified in the proposed system using a CNN-based machine learning algorithm. Further, the CNC lathe's machining toolpath is automatically generated based on workpiece images for a surface finishing operation. Machining process parameters (spindle speed and feed rate) are also autonomously controlled, thus enabling full machining process automation. The implemented system introduces cognitive abilities into a machining system, creating an intelligent manufacturing ecosystem. The improvised system is capable of identifying various materials and generating toolpaths based on the type of workpieces. The accuracy and robustness of the system are also validated with different experimental setups. The presented results demonstrate that the proposed approach can be applied in manufacturing systems without the need for significant modification.
近年来,随着工业物联网(IIoT)和工业 4.0 的出现,工业自动化已发展成为一个重要的垂直领域。如今,智能制造技术已成为跟上全球工业竞争的关键。减少机床停机时间和延长刀具寿命是降低加工成本的关键因素。因此,利用智能自动化系统引入完整的流程自动化可以提高生产流程的吞吐量。为此,可以设计智能制造系统来识别与之交互的材料,并在需要时自主决定采取何种行动。本文旨在介绍一种适用于全自动加工过程的通用方法,以开发智能制造系统。为了实现这一目标,所提出的系统使用基于 CNN 的机器学习算法自动检测和识别工件材料的存在。此外,数控车床的加工刀具路径是根据工件图像自动生成的,用于表面精加工操作。加工过程参数(主轴转速和进给速度)也可自主控制,从而实现全加工过程自动化。实施的系统将认知能力引入加工系统,创建了一个智能制造生态系统。改进后的系统能够识别各种材料,并根据工件类型生成刀具路径。系统的准确性和鲁棒性也通过不同的实验设置得到了验证。实验结果表明,所提出的方法可应用于制造系统,无需进行重大修改。
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引用次数: 0
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Journal of Manufacturing Science and Engineering
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