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Volume 2: Manufacturing Processes; Manufacturing Systems; Nano/Micro/Meso Manufacturing; Quality and Reliability最新文献

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Acoustic Emission Sensors to Monitor Early Onset of Necking During Uniaxial Tension 声发射传感器监测在单轴拉伸过程中颈缩的早期发作
M. Baral, Ali Al-Jewad, A. Breunig, J. Ha, P. Groche, Y. Korkolis, B. Kinsey
Elastic waves are generated and propagate when a material undergoes plastic deformation and can be detected by acoustic emission (AE). In this work, AE measurements are obtained during a uniaxial tension (UT) test using a custom-made sensor employing piezoelectric crystals. The UT tests are performed on an MTS machine with two AE sensors clamped on each end of the specimen gage section. A low pass Butterworth filter is designed to attenuate the high frequency noise from the AE signals. Also, full-field strain measurements on the specimen surface are acquired using the 2-D digital image correlation (DIC) method. A typical result from a UT test reveals, as the plastic deformation increases, the AE signals from each sensor increase until they reach a maximum value followed by a drop of signal until the specimen fractures. It is found through interrogation of the DIC images that the maximum amplitude from the AE signals corresponds to the early onset of localized necking. The goal of this work is to implement the UT findings in an actual forming process (e.g., cup drawing) and monitor the event in real time using closed loop control to achieve improved formability.
弹性波是材料发生塑性变形时产生和传播的,可以通过声发射(AE)来检测。在这项工作中,使用使用压电晶体的定制传感器在单轴张力(UT)测试期间获得声发射测量。UT测试是在MTS机器上进行的,两个声发射传感器夹在试样计部分的每一端。设计了一种低通巴特沃斯滤波器来衰减声发射信号中的高频噪声。同时,利用二维数字图像相关(DIC)方法获得了试件表面的全场应变测量值。UT测试的典型结果表明,随着塑性变形的增加,来自每个传感器的声发射信号增加,直到达到最大值,然后信号下降,直到试样破裂。通过对DIC图像的分析发现,声发射信号的最大振幅对应于局部颈缩的早期发生。这项工作的目标是在实际成形过程(例如,杯形拉伸)中实施UT发现,并使用闭环控制实时监控事件,以实现改进的成形性。
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引用次数: 0
Experimental Analysis of Metal Inert Gas Based Wire Arc Additive Manufacturing of Aluminum Nanocomposite AA7075 金属惰性气体基电弧增材制备纳米铝复合材料AA7075的实验分析
M. Darnell, D. Harwig, Xun Liu
This work studies Metal Inert Gas (MIG) based Wire Arc Additive Manufacturing (WAAM) for nanoparticle enhanced AA7075. MIG WAAM is important for production and large structures due to its high deposition rates compared to Tungsten Inert Gas (TIG) or powder-based AM processes. Both MIG and TIG take advantage of wire feedstock, which is more readily available than powdered metals since the welding technology has been established for decades. Powder based processes allow for more complicated geometries but take significantly more time to produce and can suffer from voids which lead to non-uniform part density. TIG is normally used in welding of aluminum because it results in fewer defects, but the TiC/TiB2 nanoparticles eliminate solidification cracking normally associated with high strength aluminum alloys during welding. Porosity is another problem faced when welding aluminum, which can be affected by many things including deposition parameters, atmosphere and even the welding equipment used. Effects of different deposition parameters have been comprehensively studied including the deposition geometry and metallurgical properties. The process is also monitored with current/voltage measurement and high-speed imaging to understand the droplet transfer mode and molten pool development. The results are used to optimize process parameters to achieve the fewest defects possible while comparing different metal transfer modes. Multi-scale characterizations will be performed to examine the porosity distribution, solidification mode and grain size through optical microscopy. Future works will explore the distribution of secondary phases, precipitates, and nanoparticles through scanning electron microscopy (SEM) as well as conducting some mechanical testing of the as built structures such as hardness mapping and tensile tests.
本文研究了基于金属惰性气体(MIG)的线弧增材制造(WAAM)纳米粒子增强AA7075。与钨惰性气体(TIG)或粉末基AM工艺相比,MIG WAAM具有较高的沉积速率,因此对于生产和大型结构非常重要。MIG和TIG都利用了线材原料,这比粉末金属更容易获得,因为焊接技术已经建立了几十年。基于粉末的工艺允许更复杂的几何形状,但需要更多的时间来生产,并且可能受到导致零件密度不均匀的空洞的影响。TIG通常用于铝的焊接,因为它产生的缺陷较少,但TiC/TiB2纳米颗粒消除了焊接过程中通常与高强度铝合金相关的凝固裂纹。多孔性是焊接铝时面临的另一个问题,它会受到许多因素的影响,包括沉积参数、气氛甚至所使用的焊接设备。研究了不同沉积参数对镀层几何形貌和冶金性能的影响。该过程还通过电流/电压测量和高速成像来监测,以了解液滴传递模式和熔池的发展情况。结果用于优化工艺参数,以实现尽可能少的缺陷,同时比较不同的金属转移模式。将通过光学显微镜进行多尺度表征,以检查孔隙率分布,凝固模式和晶粒尺寸。未来的工作将通过扫描电子显微镜(SEM)探索二次相、沉淀和纳米颗粒的分布,并对建造的结构进行一些力学测试,如硬度图和拉伸测试。
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引用次数: 1
Metal Powders via Surface Grinding: Applicability and Performance Evaluation for Laser Sintering 表面磨削金属粉末:激光烧结的适用性及性能评价
Harish Singh Dhami, Pritish Panda, Puli Saikiran, K. Viswanathan
Commercial metal powders used as feedstock for additive manufacturing (AM) applications are primarily produced via gas or water atomization techniques. These are highly capital-intensive and inflexible, making the resulting powders as much as 3–10 times more expensive than corresponding cast ingots. Recently, we have demonstrated a potential alternative route for making metal powders — using surface grinding. The resulting powders have shown promise for use as stock in metal directed energy deposition (DED) processes. This work explores the applicability of these alternatively produced powders for laser sintering and related applications. Spherical metal powder particles (AISI 52100, SS 304) in the range of 5–100 microns were first produced using surface grinding. These powders were post-processed and segregated into monodisperse and polydisperse batches, representing high quality-low yield and low-quality-high yield stock, respectively. A high-power fiber laser source of 50 microns spot diameter was used to sinter these two stock powders, with nitrogen as a shielding gas, and their performance was evaluated using a range of ex situ analysis techniques. The latter included metallography, SEM/EDS and XRD analysis and was used to evaluate sintering quality in both cases, including melt pool and heat-affected zone characterization. Based on these results, we present recommendations for the use of mono- and polydisperse metallic powders and demonstrate the potential utility of using grinding as an alternative technique for the production of metal powders for laser sintering applications.
作为增材制造(AM)应用的原料的商业金属粉末主要通过气体或水雾化技术生产。这些都是高度资本密集型和不灵活的,使得所得粉末比相应的铸锭贵3-10倍。最近,我们已经证明了一种潜在的替代路线,使金属粉末-使用表面磨削。所得到的粉末已经显示出在金属定向能沉积(DED)工艺中用作库存的希望。这项工作探讨了这些替代生产粉末在激光烧结和相关应用中的适用性。在5-100微米范围内的球形金属粉末颗粒(AISI 52100, SS 304)首次使用表面磨削生产。这些粉末经过后处理并分离成单分散批次和多分散批次,分别代表优质-低收率和低品质-高收率的原料。利用光斑直径为50微米的高功率光纤激光源,在氮气保护气体下对这两种原料粉进行烧结,并使用一系列非原位分析技术对其性能进行了评估。后者包括金相、SEM/EDS和XRD分析,并用于评估两种情况下的烧结质量,包括熔池和热影响区表征。基于这些结果,我们提出了单分散和多分散金属粉末的使用建议,并展示了使用研磨作为激光烧结应用中金属粉末生产的替代技术的潜在效用。
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引用次数: 0
Visualization Error Analysis for Augmented Reality Stereo Video See-Through Head-Mounted Displays in Industry 4.0 Applications 工业4.0应用中增强现实立体视频透视头戴式显示器的可视化误差分析
Wenhao Yang, Yunbo Zhang
Under the fourth industrial revolution (Industry 4.0), Augmented Reality (AR) provides new affordances for a variety of applications, such as AR-based human-robot interaction, virtual assembly assistance, and workforce virtual training. The see-through head-mounted displays (STHMDs), based on either optical see-through or video see-through technologies, are the primary AR device to augment the visual perception of the real environment with computer-generated contents through a hand-free headset. Specifically, the video see-through STHMDs process the superimposing of the real environment and virtual contents based on the digital images and output it to users, while optical see-through STHMDs display virtual contents through the optics-based near-eyes display with users’ normal view of the real scene kept. For both types of AR devices, the accuracy of visualization is essential. For example, in AR-based human-robot interaction, the inaccurate rendering of 3D virtual objects with respect to the real environment, will lead to users’ mistaking operations, and therefore, causes an invalid tool path planning result. In spite of many works related to system calibration and error reduction for optical see-through STHMDs, there are few efforts at figuring out the nature and factors of those errors in video see-through STHMDs. In this paper, taking consumer-available AR video see-through STHMDs as an example, we identify error sources of registration and build a mathematical model of the display progress to describe the error propagation in the stereo video see-through systems. Then, based on the mathematical model of the system, the sensitivity of each error source to the final registration error is analyzed. Finally, possible solutions of error correction are suggested and summarized in the general video see-through STHMDs.
在第四次工业革命(工业4.0)下,增强现实(AR)为各种应用提供了新的支持,例如基于AR的人机交互、虚拟装配辅助和劳动力虚拟培训。透明头戴式显示器(sthmd)基于光学透明或视频透明技术,是主要的AR设备,通过免提耳机通过计算机生成的内容增强对真实环境的视觉感知。具体来说,视频透视式sthmd是根据数字图像对真实环境和虚拟内容进行叠加处理并输出给用户,而光学透视式sthmd则是通过基于光学的近眼显示来显示虚拟内容,同时保持用户对真实场景的正常视角。对于这两种类型的AR设备,可视化的准确性至关重要。例如,在基于ar的人机交互中,3D虚拟物体相对于真实环境的渲染不准确,会导致用户的错误操作,从而导致无效的刀具路径规划结果。尽管对光学透明sthmd的系统校准和误差减小进行了大量的研究,但对视频透明sthmd的误差性质和影响因素的研究却很少。本文以消费级AR视频透明sthmd为例,识别配准误差源,建立显示过程的数学模型,描述立体视频透明系统中的误差传播。然后,在系统数学模型的基础上,分析了各误差源对最终配准误差的敏感性。最后,对一般视频透明sthmd中可能的纠错解决方案进行了建议和总结。
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引用次数: 0
Image-Based Fractographic Pattern Recognition With Cluster Analysis 基于图像的断口模式识别与聚类分析
Shenghan Guo, P. Paradise, Nicole Van Handel, D. Bhate
Scanning Electron Microscopy (SEM) is traditionally leveraged to image fracture surfaces and generate information for analysis. Conventionally, experts identify patterns of interest in SEM images and link them to fracture phenomena based on knowledge and experience. Such practice has substantial limitations. It relies on expert opinions for decision-making, which poses barriers for practitioners without relevant background; manual inspection must be done for individual SEM images, thus time-consuming and inapt for industrial automation. There is a genuine demand for a fast, automatic method for fractographic pattern recognition. Targeting the problem, this study proposes a two-stage data-driven approach based on clustering. In offline analysis (Stage 1), a clustering algorithm identifies the generic fractographic patterns on part. Each pattern corresponds to a cluster. Expert evaluation of the part’s crack status is leveraged to map individual patterns (clusters) to a crack type. In in-situ monitoring (Stage 2), SEM images of new parts are matched to the clusters from stage 1, which reveals the generic patterns on the part and indicates the potential crack status. The proposed approach enables automatic fractographic analysis without experts. It is demonstrated to be effective on real SEM images of additively manufactured Inconel-718 specimens subjected to high cycle fatigue.
传统上利用扫描电子显微镜(SEM)对断裂表面进行成像并生成分析信息。传统上,专家们在扫描电镜图像中识别出感兴趣的模式,并根据知识和经验将它们与断裂现象联系起来。这种做法有很大的局限性。它依赖于专家意见进行决策,这对没有相关背景的从业者构成了障碍;必须对单个SEM图像进行人工检查,因此耗时且不适合工业自动化。人们迫切需要一种快速、自动的断口模式识别方法。针对这一问题,本文提出了一种基于聚类的两阶段数据驱动方法。在离线分析(阶段1)中,聚类算法识别零件上的一般断口模式。每个模式对应一个集群。专家对零件的裂纹状态进行评估,以将单个模式(簇)映射到裂纹类型。在现场监测(第二阶段)中,新零件的SEM图像与第一阶段的簇相匹配,揭示了零件上的一般模式,并指出了潜在的裂纹状态。所提出的方法可以在没有专家的情况下实现自动断口分析。增材制造的Inconel-718高周疲劳试样的真实SEM图像证明了该方法的有效性。
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引用次数: 0
Pass-Wise Tool Wear Prediction in Turning Based on Long-Short Term Memory Algorithm Using Current Signals 基于长-短时记忆算法的车削刀具磨损预测
Benvolence Chinomona, C. Chung, Po-Chieh Wang
A novel tool wear predictive model was developed based on the current signals in this study. The system adapts to different part geometry with accurate prediction of the tool wear during the operation. The current sensor was utilized presenting a practical and better choice for tool wear monitoring which is inexpensive and no need to be attached to the working table or spindle. To avoid interruptions during the machining process, the tool wear was only measured at the end of the operation. The Long Short-Term Memory model was used to develop the tool wear prediction system. The tool wear prediction results indicate 23.92% and 36.41% average error for all the testing samples after 1/3 of the operations for profiling and straight turning, respectively. When the tool wear prediction was carried out after 2/3 of the operations, excellent results are observed with 6.15% error for profiling and 9.44% error for straight turning. The prediction results at the end of the operation shows 0.18% and 0.68% error for profiling and straight turning. The performance of the model using the current sensor shows that the model can predict the tool wear with less than 10% error after 2/3 of the turning operation without interfering with the turning process.
提出了一种基于电流信号的刀具磨损预测模型。该系统可适应不同的零件几何形状,并能准确预测刀具在加工过程中的磨损。利用电流传感器对刀具磨损监测提供了一种实用和更好的选择,该传感器价格低廉,无需附加在工作台或主轴上。为了避免加工过程中的中断,刀具磨损只在加工结束时测量。采用长短期记忆模型开发了刀具磨损预测系统。刀具磨损预测结果表明,在1/3的仿形加工和直车削加工后,所有测试样品的平均误差分别为23.92%和36.41%。当刀具磨损预测在2/3的加工后进行时,得到了良好的结果,仿形加工误差为6.15%,直车削加工误差为9.44%。加工结束时的预测结果表明,仿形和直车削的误差分别为0.18%和0.68%。采用电流传感器的模型性能表明,该模型可以在不干扰车削过程的情况下,在2/3的车削操作后以小于10%的误差预测刀具磨损。
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引用次数: 0
Incremental Sheet Forming of the WKU Big Red Mascot WKU大红吉祥物的渐进式板材成型
Asghar Rezasoltani, Matthew Crocker, J. Rice, Avery Black
The robotic incremental sheet forming process, including the CAD design, programming, and robotic manufacturing, as performed to form the school’s Big Red Mascot shape on a flat 30″ × 30″, gauge 26, AL 3003 sheet is explained in this research. This paper explains the technics used in the design, programming, and manufacturing processes to avoid or minimize typical ISF manufacturing problems such as spring-back effect, pillow effect, orange peel effect, and maximum wall angles. The quality of the forming process was investigated visually and by measuring the surface quality and geometric accuracy using a surface tester machine and a 3D scanner. The novelty of the work is the ISF manufacturing of the complex Big Red shape compared to the simple shapes reported in other research, as well as the experimental and measurement setup used in this research.
机器人增量板成形过程,包括CAD设计,编程和机器人制造,在一个平坦的30″× 30″,规格26,AL 3003板上形成学校的大红色吉祥物形状。本文解释了在设计、编程和制造过程中使用的工艺,以避免或尽量减少典型的ISF制造问题,如回弹效应、枕头效应、橘皮效应和最大壁角。利用表面测试机和三维扫描仪对成形过程的表面质量和几何精度进行了目测和测量。与其他研究中报道的简单形状相比,这项工作的新颖之处在于复杂大红形状的ISF制造,以及本研究中使用的实验和测量装置。
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引用次数: 0
Directed Energy Deposition Using Non-Spherical Metal Powders? 非球形金属粉末定向能沉积?
Richie Garg, Harish Singh Dhami, Priti Ranjan Panda, K. Viswanathan
Metal additive manufacturing (AM) enables the production of non-trivial geometries and intricate internal structures. Directed energy deposition (DED) is one such AM process that has the inherent advantage of producing multi-material components on complex pre-existing geometries. Significant recent interest in DED processes has been driven by the need for inexpensive powders and potential material recycling. In this work, we explore the possibility of using non-standard arbitrary shaped metal powders within the DED process. A standard numerical model, comprising a three-dimensional viscous, compressible, turbulent solver with two-way discrete phase coupling is employed to understand the mechanics of gas-driven non-spherical powder flow. Spatial distributions of non-spherical powder on a set of pre-existing geometric features (e.g., corners, curved surfaces) are evaluateds and compared with standard spherical powders. The effect of particle collisions on the substrate is evaluated and corresponding density distributions are quantified. Non-spherical particles are generally found to exhibit higher velocities, and greater deposition track width, compared to spherical particles. Our simulations also reveal the effect of particle shape on their flow properties and final powder density. Using a custom-built DED configuration, we present preliminary experimental results of single-track depositions using both spherical and non-spherical powder particles. Based on our findings, we make a case for the use of non-spherical powders for DED applications.
金属增材制造(AM)能够生产非平凡的几何形状和复杂的内部结构。定向能沉积(DED)是一种AM工艺,具有在复杂的预先存在的几何形状上生产多材料部件的固有优势。最近对DED工艺的重大兴趣是由于需要廉价的粉末和潜在的材料回收。在这项工作中,我们探索了在DED工艺中使用非标准任意形状金属粉末的可能性。采用一个具有双向离散相耦合的三维粘性可压缩湍流求解器的标准数值模型来理解气驱非球形粉末流动的力学。非球形粉末在一组预先存在的几何特征(例如,角,曲面)上的空间分布进行了评估,并与标准球形粉末进行了比较。评估了粒子碰撞对衬底的影响,并量化了相应的密度分布。与球形颗粒相比,非球形颗粒通常表现出更高的速度和更大的沉积轨迹宽度。我们的模拟还揭示了颗粒形状对其流动特性和最终粉末密度的影响。使用定制的DED配置,我们提出了球形和非球形粉末颗粒单轨道沉积的初步实验结果。基于我们的研究结果,我们提出了非球形粉末用于DED应用的案例。
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引用次数: 0
Process Temperatures and Material Flow in Friction Stir Welding of High Density Polyethylene (HDPE) 高密度聚乙烯(HDPE)搅拌摩擦焊接的工艺温度和物料流动
J. Sheikh-Ahmad, R. U. Rehman, S. Deveci, F. Almaskari
In this study we investigate the effect of material temperatures on material flow and weld quality in the friction stir welding of bi-modal high density polyethylene (HDPE). The heat input to the process was controlled by varying the tool rotational speed, welding speed and the material initial temperature. Preheating of the HDPE blanks on the bottom surface of the weld was incorporated in order to increase the material flow in this relatively colder region. Temperatures on the boundary surfaces of the HDPE blanks were measured using an infrared camera and thermocouples. Material flow patterns were observed by welding two different colors of the polymer blanks, white on the advancing side and black on the retreating side. Joint quality was assessed using optical microscopy and joint strength was measured by tensile testing. It was found that material temperatures greatly affect the material flow in the weld zone, which in turn affects the tendency to form defects and the overall joint quality. High joint efficiencies and large elongations in excess of 100% were obtained when the material temperatures across the thickness were in excess of 100 °C.
本文研究了材料温度对双模态高密度聚乙烯(HDPE)搅拌摩擦焊接中材料流动和焊缝质量的影响。通过改变刀具转速、焊接速度和材料初始温度来控制该工艺的热输入。在焊缝底表面对HDPE毛坯进行预热,以增加这个相对较冷区域的材料流动。利用红外摄像机和热电偶对HDPE坯料边界表面的温度进行了测量。通过焊接两种不同颜色的聚合物毛坯,前进侧为白色,后退侧为黑色,观察了材料流动模式。使用光学显微镜评估关节质量,通过拉伸试验测量关节强度。结果表明,材料温度对焊缝区域的材料流动有较大影响,进而影响缺陷的形成趋势和接头的整体质量。当材料温度超过100°C时,接头效率高,伸长率超过100%。
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引用次数: 0
Effect of Alloying Elements of Al Alloy on the Interfacial Microstructure and Fracture Behaviour of Al Alloy/Steel Inertia Friction Welded Joint: A Comparative Study 铝合金合金元素对铝合金/钢惯性摩擦焊接接头界面组织及断裂行为影响的对比研究
Hong Ma, Peihao Geng, G. Qin
The present study highlighted the effect of alloying elements in Al alloy on the interfacial microstructure, and the corresponding fracture behaviour of the Al alloy/steel inertia friction welded joint by selectively adopting two types of Al alloys. A strong texture of <111>//radial direction was formed on the Al alloy side in both types of joints, while no obvious changes were identified on the steel side. Different types of intermetallic compounds (IMCs) were formed at the weld interface. In the Al-Mg-Si alloy/steel joint produced at a low heat input, the interfacial microstructure was composed of a nanoscale amorphous layer and partially crystallised layer, while it turned into a fully crystallised Fe2Al5 phase with Si enriched when the heat input was enhanced. In the Al-Cu alloy/steel joint, Cu was enriched at the weld interface, with the possible formation of Fe-Al-Cu based IMCs. Moreover, a two-layered structure of IMC with different compositions of Cu appeared when the joint was prepared at a high heat input. Such distinct interfacial microstructure caused different fracture behaviours of joints. An interfacial reaction layer less than 130 nm thick led to the failure of Al alloy rather than the weld interface which easily happened at a thicker IMC.
本研究通过选择性采用两种铝合金,重点研究了铝合金中合金元素对铝合金/钢惯性摩擦焊接接头界面组织及相应断裂行为的影响。两种接头在铝合金侧均形成了强烈的//径向织构,而钢侧无明显变化。焊缝界面形成了不同类型的金属间化合物(IMCs)。在低热输入条件下生产的Al-Mg-Si合金/钢接头中,界面微观结构由纳米级非晶层和部分结晶层组成,而当热输入增强时,界面微观结构变为富含Si的完全结晶Fe2Al5相。在Al-Cu合金/钢接头中,Cu在焊缝界面富集,可能形成Fe-Al-Cu基IMCs。在高热输入下制备接头时,出现了含不同Cu成分的两层IMC结构。这种不同的界面微观结构导致了不同的接头断裂行为。界面反应层厚度小于130 nm是导致铝合金失效的主要原因,而界面反应层厚度较厚时容易导致铝合金失效。
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引用次数: 0
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Volume 2: Manufacturing Processes; Manufacturing Systems; Nano/Micro/Meso Manufacturing; Quality and Reliability
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