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A Differential Evaporation Model to Predict Chemistry Change of Additively Manufactured Metals 用微分蒸发模型预测增材制造金属的化学变化
Pub Date : 2021-03-26 DOI: 10.2139/ssrn.3813432
Meelad Ranaiefar, P. Honarmandi, Lei Xue, Chen Zhang, A. Elwany, I. Karaman, E. Schwalbach, R. Arróyave
The desire for increased performance and functionality has introduced additional complexities to the design and fabrication of additively manufactured (AM) parts. However, addressing these needs would require improved control over local properties during the fabrication process. In this regard, differential evaporation is an inherent characteristic in metal AM processes, directly influencing local chemistry, material properties, functionality, and performance. In the present work, a differential evaporation model (DEM) is presented for laser powder bed fusion (LPBF) AM to predict and control the effect of evaporation on chemistry and properties on local and part-wide scales. The DEM model is coupled with an analytical thermal model that is calibrated against 51.2 Ni [at.%] nickel titanium SMA single-track experiments and a multi-layer model that accounts for the AM part’s multi-layer design and the inherent melt pool overlap and chemistry propagation. The combined hierarchical model, consisting of the thermal, evaporation, and multi-layer components, is used to predict location-specific chemistry for LBPF AM fabrication of 50.8 Ni [at.%] nickel titanium shape memory alloys(NiTi SMAs). Model predictions are validated with values obtained from multi-layer experiments on a commercial LPBF system, resulting in a root mean square error (RMSE) of 0.25 Ni [at.%] for predicted Ni content. Additionally, martensitic transformation temperature, Ms, is calculated and compared with empirical data, resulting in an RMSE of 18.6 K. A practical account of the cumulative and propagative thermal-induced evaporation effect on location-specific chemistry is made through this linkage of models. Fundamentally, this model chain has also provided a solution to the forward modeling problem, enabling steps to be taken towards resolving the inverse design problem of deter-mining processing parameters based on desired location-specific properties.
对提高性能和功能的渴望为增材制造(AM)零件的设计和制造带来了额外的复杂性。然而,要满足这些需求,就需要在制造过程中改进对当地特性的控制。在这方面,微分蒸发是金属增材制造工艺的固有特性,直接影响到局部化学、材料特性、功能和性能。本文提出了激光粉末床熔合AM的微分蒸发模型(DEM),以预测和控制蒸发对局部和局部范围内化学和性能的影响。DEM模型与51.2 Ni [at校准的解析热模型相结合。%]镍钛SMA单轨实验和多层模型,该模型解释了增材制造部件的多层设计以及固有的熔池重叠和化学传播。该组合分层模型由热、蒸发和多层组件组成,用于预测LBPF AM制造50.8 Ni [at的特定位置化学。镍钛形状记忆合金(NiTi sma)。通过商用LPBF系统的多层实验验证了模型预测值,得出均方根误差(RMSE)为0.25 Ni [at]。%]表示预测的Ni含量。此外,计算了马氏体相变温度Ms,并与经验数据进行了比较,得出RMSE为18.6 K。通过这种模式的联系,对累积和传播的热诱导蒸发对特定地点化学的影响进行了实际的说明。从根本上说,该模型链还为正演建模问题提供了解决方案,从而可以采取步骤解决基于所需位置特定属性确定加工参数的反设计问题。
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引用次数: 5
Low Temperature VECSEL-to-Diamond Heterogeneous Integration with Ag-In Spinodal Nanostructured Layer 银-银纳米结构层低温vecsel -金刚石非均相集成
Pub Date : 2021-03-15 DOI: 10.2139/ssrn.3708664
Roozbeh Sheikhi, Yongjun Huo, F. Shi, Chin C. Lee
Abstract Low temperature heterogeneous integration with diamond is the key technology in pushing upwards the high-power limit of a vertically-external-cavity surface-emitting laser (VECSEL). This work successfully accomplished a functional high-power VECSEL-to-diamond device with a modified Ag-In transient liquid phase (TLP) bonding technology. The post-bonding quality of VECSEL epitaxial membrane was thoroughly examined with scanning electron microscopy (SEM), focus ion beam (FIB) and high resolution high-angle annular dark-field scanning transmission electron microscopy (HAADF-STEM). Owing to the low-temperature process, thermal-activated diffusion and thermo-mechanical stress have been suppressed to the minimal level within the epitaxial layers while optimizing the heat-spreading capability of the diamond. Interestingly, with experimental and thermodynamic evidences, a distinct nanostructure from spinodal decomposition has been discovered in the Ag-In bonding layer for the first time, whose structural feature is beneficial to the reliability of a VECSEL-to-diamond device. Conceptually, this work opens a new bonding technology category, i.e., Ag-In spinodal bonding.
摘要:金刚石低温非均相集成是提高垂直外腔面发射激光器(VECSEL)高功率极限的关键技术。这项工作成功地完成了一个功能性的高功率VECSEL-to-diamond器件,该器件采用了改进的银-银瞬态液相(TLP)键合技术。采用扫描电镜(SEM)、聚焦离子束(FIB)和高分辨率高角度环形暗场扫描透射电镜(HAADF-STEM)对VECSEL外延膜的键合后质量进行了全面检测。由于低温工艺,热活化扩散和热机械应力在外延层内被抑制到最低水平,同时优化了金刚石的热扩散能力。有趣的是,通过实验和热力学证据,首次在Ag-In键合层中发现了一种独特的spinodal分解纳米结构,其结构特征有利于VECSEL-to-diamond器件的可靠性。从概念上讲,这项工作开辟了一个新的键合技术类别,即银银旋键。
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引用次数: 5
Liquid Metal Embrittlement of a Dual-Phase Al 0.7CoCrFeNi High-Entropy Alloy Exposed to Oxygen-Saturated Lead-Bismuth Eutectic 饱和氧铅铋共晶对双相Al 0.7CoCrFeNi高熵合金液态金属脆化的影响
Pub Date : 2021-03-15 DOI: 10.2139/ssrn.3711237
Xing Gong, Congying Xiang, T. Auger, Jiajun Chen, Xiaocong Liang, Zhiyang Yu, M. Short, M. Song, Yuan Yin
Abstract This paper reports a new liquid metal embrittlement (LME) system in which a dual-phase Al0.7CoCrFeNi (equimolar fraction) high-entropy alloy (HEA) is embrittled by lead-bismuth eutectic (LBE) at 350 and 500°C. At 350°C, (Ni, Al)-rich BCC phase is embrittled, leading to intragrain cracking within this phase, while the predominant cracking mode changes to BCC/FCC phase boundary decohesion at 500°C. At both temperatures, cracks are rarely seen in the (Co, Cr, Fe)-rich FCC phase, indicating that this phase is immune to LME. Furthermore, the results suggest a transition from an adsorption-dominated LME mechanism at 350°C to a phase boundary wetting-dominated LME mechanism at 500°C.
采用铅铋共晶(LBE)在350℃和500℃下对双相Al0.7CoCrFeNi(等摩尔分数)高熵合金(HEA)进行脆化处理,建立了一种新的液相金属脆化体系。在350℃时,富含(Ni, Al)的BCC相发生脆化,导致该相发生晶内开裂,而在500℃时,主要的开裂方式变为BCC/FCC相边界脱粘。在这两个温度下,富(Co, Cr, Fe)的FCC相很少出现裂纹,表明该相不受LME的影响。此外,结果表明,在350°C时,以吸附为主的LME机制转变为500°C时以相边界润湿为主的LME机制。
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引用次数: 18
A Proof for Navier-Stokes Smoothness Navier-Stokes平滑的一个证明
Pub Date : 2021-03-09 DOI: 10.2139/ssrn.3801362
Brian R. Haney
The Navier-Stokes problem asks for a proof for fundamental smoothness in fluid dynamics. Fluently flying forward, this Essay solves the problem, proving fundamental smoothness. The solution draws on two principles of quantum fluid mechanics, matrix gradients and wave theory.
Navier-Stokes问题要求证明流体动力学中的基本平滑性。这篇文章流畅地向前推进,解决了问题,证明了基本的流畅性。该解决方案利用了量子流体力学的两个原理,矩阵梯度和波动理论。
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引用次数: 0
3D Reconstruction of Martensitic Microstructures in Grains of Deformed Nanocrystalline NiTi Wires by TEM 变形纳米晶NiTi线晶粒中马氏体组织的TEM三维重建
Pub Date : 2021-03-04 DOI: 10.2139/ssrn.3797420
O. Molnárová, O. Tyc, L. Heller, H. Seiner, P. Šittner
A novel experimental method allowing for 3D reconstruction of martensite variant microstructures evolving during tensile thermomechanical loading test on nanocrystalline NiTi wire is introduced. The method is based on the determination of the location, size and orientation of all martensite variants and interfaces within a selected polycrystal grain using post mortem selected area electron diffraction with dark field image analysis in TEM. It is found that martensitic microstructures in grains of nanocrystalline NiTi wire evolving during tensile thermomechanical loading tests (involve martensite reorientation, stress induced martensitic transformation and plastic deformation of martensite) are rather different than currently assumed in the SMA field. Martensitic microstructures in the NiTi wire deformed up to the end of reorientation (transformation) plateau up to ~7% strain at room temperature (100 °C), respectively, were found to contain single domain (001) compound twinned martensite filling whole grains. This was rationalized by the theoretical treatment of strain accommodation in grains of the fiber textured NiTi wire deformed in tension predicting such singular microstructural state for NiTi wire deformed up to 6.74% strain. Upon reverse martensitic subsequent stress free heating above the Af temperature, this martensitic microstructure retransforms back to the parent austenite yielding recoverable strains typical for NiTi (~6%) accompanied by very small unrecovered strain (~0.6%- 1.5% depending on the test temperature). On further tensile loading up to 15% strain, plastic deformation of oriented martensite starts by coordinated (100) and (201‾) deformation 1 twinning in martensite assisted by [1 0 0](0 0 1) dislocation slip giving rise to characteristic wedge type martensitic microstructure. Upon subsequent stress free heating above the Af temperature, this martensitic microstructure transforms to twinned austenitic microstructure yielding large recoverable strains (~10%) accompanied by large unrecovered strains (~5%). The dislocation slip assisted (100) and (201‾) deformation twinning in martensite renders NiTi excellent combination of strength and deformability and leads to refinement of austenitic microstructure accomplished via introducing {114} austenite twins into it.
介绍了一种新的实验方法,该方法可以三维重建纳米晶NiTi丝在拉伸热载荷试验中马氏体变显微组织。该方法是基于在一个选定的多晶晶粒中,利用透射电镜暗场图像分析的死后选择区域电子衍射来确定所有马氏体变体和界面的位置、大小和方向。研究发现,在拉伸热载荷试验过程中,纳米晶NiTi丝晶粒中的马氏体组织(包括马氏体重取向、应力诱导马氏体转变和马氏体塑性变形)的演变与SMA领域中目前假设的马氏体组织有很大不同。在室温(100℃)下,在高达~7%应变的重取向(转变)高原结束变形的NiTi丝中,马氏体组织分别含有单畴(001)复合孪晶马氏体填充全晶。通过对拉伸变形的纤维织构NiTi丝晶粒应变调节的理论处理,预测了变形至6.74%应变时NiTi丝的奇异组织状态。在高于Af温度的反向马氏体随后无应力加热后,该马氏体组织重新转变回母奥氏体,产生典型的NiTi可恢复应变(~6%),伴随着非常小的不可恢复应变(~0.6%- 1.5%,取决于测试温度)。在进一步拉伸加载高达15%应变时,取向马氏体的塑性变形开始于马氏体中协调的(100)和(201)变形1,由[1 00](0 01)位错滑移辅助,产生特征的楔型马氏体微观结构。随后在高于Af温度的无应力加热下,这种马氏体组织转变为孪晶奥氏体组织,产生大的可恢复应变(~10%)和大的不可恢复应变(~5%)。马氏体中的位错滑移辅助(100)和(201)变形孪晶使NiTi具有强度和变形性的优良结合,并通过引入{114}奥氏体孪晶来实现奥氏体微观结构的细化。
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引用次数: 1
Anisotropic Microstructural Evolution and Coarsening in Free Sintering and Constrained Sintering of Metal Film by Using FIB-SEM Tomography 金属薄膜自由烧结和约束烧结的各向异性显微组织演化和粗化
Pub Date : 2021-03-04 DOI: 10.2139/ssrn.3797423
Gaku Okuma, R. Miyaki, Kan Shinobe, A. Sciazko, Takaaki Shimura, Zilin Yan, S. Hara, T. Ogashiwa, N. Shikazono, F. Wakai
The anisotropic microstructure develops during powder processing and constrained sintering. In the present study, the microstructural evolutions of Au submicron particles during free sintering and constrained sintering were investigated by FIB-SEM tomography. The decrease in total surface area and the coarsening, i.e. the increase of mean intercept length of solid phase, were observed during the densification process. The anisotropic packing structure of spherical particles induced by casting process was characterized by area weighted fabric tensor, which represented the bond orientation and the anisotropy in contact area. In free sintering, the initial anisotropy in packing structure decreased with densification as indicated by the decrease in deviatoric component of surface energy tensor. In constrained sintering, the initial anisotropy observed by the mean intercept length of pore was reversed in the later stage. The microstructure evolved so as to form the elongated pores along the thickness direction.
在粉末加工和约束烧结过程中形成了各向异性的微观结构。采用FIB-SEM层析成像技术研究了金亚微米颗粒在自由烧结和约束烧结过程中的微观结构演变。在致密化过程中,总表面积减小,固相平均截距长度增大,呈现粗化现象。用面积加权织张量表征了铸造过程中引起的球形颗粒的各向异性堆积结构,表征了键取向和接触面积的各向异性。自由烧结时,表面能张量偏分量的减小表明,填料结构的初始各向异性随致密化而减小。在约束烧结中,孔隙平均截距长度观察到的初始各向异性在后期被逆转。显微组织的演变使其沿厚度方向形成细长的孔隙。
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引用次数: 4
Designing a Computerized Information Processing System to Build a Movement Trajectory of An Unmanned Aircraft Vehicle 构建无人机运动轨迹的计算机信息处理系统设计
Pub Date : 2021-02-26 DOI: 10.15587/1729-4061.2021.225501
V. Kvasnikov, D. Ornatskyi, M. Graf, O. Shelukha
This paper addresses the issue of developing a computerized system for processing information in the construction of the trajectory of an unmanned aircraft vehicle (UAV), a remotely-piloted aviation system (RPAS), or another robotic system. Resolving this task involves the neural network learning algorithms based on the mathematical model of movement.

The construction of such a trajectory between two specified destinations has been considered that provides for the possibility of bypassing static and dynamic obstacles. The specified trajectory is divided into several smaller parts. The possibility of restructuring when changing the position of obstacles in space has been considered. A UAV flight control algorithm has been developed, which implies training a neural network for bypassing obstacles of different sizes.

To predict the development of the situation when an object moves between two specified points in space, it is proposed to use the Q-Learning algorithm. It has been shown that the smallest number of steps required for moving along a specified trajectory is 18, the largest is 273 steps. In case of distortion during data transmission, the training of the neural network makes it possible to reduce the possibility of collision with obstacles by improving the accuracy and speed of information transfer between the on-board computer and operator. A system of the video support to moving objects was modeled; dependence charts of the normalized frame size at different parameter values were built. Using the charts makes it possible to determine the function of the maneuver intensity. Existing neural network learning methods such as CNN and LSTM were compared. It has been proven that the success rate reaches 74 % when using CNN only, while it amounts to 92 % at the hybrid application of CNN+LSTM. The simulation results have demonstrated the high efficiency of the developed algorithm.
本文讨论了在无人飞行器(UAV)、远程驾驶航空系统(RPAS)或其他机器人系统的轨迹构建中开发计算机化系统处理信息的问题。解决这一问题涉及到基于运动数学模型的神经网络学习算法。考虑了在两个指定目的地之间构建这样的轨迹,提供了绕过静态和动态障碍物的可能性。指定的轨迹被分成几个较小的部分。考虑了空间中障碍物位置改变时重构的可能性。提出了一种无人机飞行控制算法,该算法需要训练一个神经网络来绕过不同大小的障碍物。为了预测物体在空间中两个指定点之间移动时情况的发展,提出了使用Q-Learning算法。已经证明,沿指定轨迹移动所需的最小步数为18步,最大步数为273步。在数据传输过程中出现失真的情况下,通过对神经网络的训练,可以通过提高车载计算机与操作员之间信息传递的准确性和速度,减少与障碍物碰撞的可能性。建立了一个运动物体的视频支持系统;建立了不同参数值下归一化帧大小的依赖关系图。利用这些图表可以确定机动强度的函数。比较了现有的神经网络学习方法,如CNN和LSTM。事实证明,仅使用CNN时,成功率可达74%,而CNN+LSTM混合应用时成功率可达92%。仿真结果证明了该算法的高效性。
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引用次数: 1
On the Solution of the Problem of Synthesis of the Control System for the Process of Dosed Feed of Electrode Wire for Arc Welding Equipment 弧焊设备焊丝加药过程控制系统综合问题的解决
Pub Date : 2021-02-25 DOI: 10.20998/2074-272x.2021.1.04
V. Lebedev
Goal. Refinement of the methodology for the development of an effective control system for an electric drive with controlled relay-type regulators for organizing a metered feed of an electrode wire using the parameters of the arc process with the possibility of using it in design practice and practice of technological application. Methodology. The proposed method for the mathematical description (mathematical model) of the system of the developed structure electric drive - arc process with current feedback of welding with a variable structure device is based on the theory of automatic control as applied to nonlinear elements, the application of the theory of operational calculus. At the same time, a selection and description of a nonlinear node in the feedback circuit in the form of a relay element with a certain structure and subsequent linearization of this element was made. As an electric motor of the electrode wire feeder, a new development of a specialized valve electric motor is used, which is used in the system with a microprocessor controller. Results. Due to the presence of a substantially nonlinear link, the calculation of the valve electric drive system – the arc process can be found on the basis of a system of nonlinear differential equations, which is practically impossible for practical application. In this work, these complications are overcome on the basis of a rational choice of the description of the nonlinear link, its harmonic linearization and obtaining on this basis a mathematical description of the system, from which, using the methodology of operational calculus, the relations necessary for calculating the parameters of the system are determined in analytical form. Originality. The problem of calculating a rather complex problem of mathematical description of the valve electric drive system – a technological link in the form of an arc process with a substantially nonlinear link in the feedback circuit in the work is solved with the effective use of a set of methodological methods, which include as a means of representing individual links, including nonlinear links selected simplifications and solutions of the obtained differential equations using original methods of operational calculus. The proposed method (mathematical model) is tested in two directions – oscillography of a real system, as well as system simulation. Practical significance. Using the developed methods for describing the control system, it is possible to calculate its characteristics and, on their basis, select the parameters for setting the electric drive controller, which allows, without additional experimental research, to obtain the necessary character of the transfer of electrode metal, and, consequently, the quality of the result of the arc process.

的目标。改进了开发一种有效的控制系统的方法,该系统用于控制继电器式调节器的电力驱动,用于利用电弧过程的参数组织电极丝的计量进给,并可能在设计实践和技术应用实践中使用它。方法。提出了一种基于非线性元件自动控制理论的变结构装置电驱动电弧电流反馈过程系统的数学描述(数学模型)方法。同时,以具有一定结构的继电器元件的形式对反馈电路中的非线性节点进行选择和描述,并对该元件进行后续线性化处理。作为电极送丝机的电动机,采用了一种新研制的专用阀式电动机,该电动机用于微处理器控制器的系统中。结果。由于存在实质上的非线性环节,阀门电动驱动系统-电弧过程的计算可以建立在一个非线性微分方程组的基础上,这在实际应用中实际上是不可能的。在这项工作中,这些复杂的问题是在合理选择非线性环节的描述及其谐波线性化的基础上克服的,并在此基础上获得系统的数学描述,从中,使用运算演算的方法,计算系统参数所需的关系以解析形式确定。创意。计算问题是一个相当复杂的问题的数学描述的阀门电动驱动系统-一个技术环节的形式在一个弧过程与本质上非线性的环节在反馈电路的工作是解决有效地利用一套方法学的方法,其中包括作为代表单个环节的手段,包括非线性环节选择的简化和解得到的微分方程使用原始方法的微积分。该方法(数学模型)在实际系统的示波器和系统仿真两个方面进行了验证。现实意义。利用所开发的描述控制系统的方法,可以计算其特性,并在其基础上选择参数以设置电驱动控制器,这使得无需额外的实验研究,即可获得电极金属转移的必要特性,从而获得电弧过程结果的质量。
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引用次数: 0
Estimating the Dynamics of a Machine-Tractor Assembly Considering the Effect of the Supporting Surface Profile 考虑支承面形影响的机拖拉机总成动力学估计
Pub Date : 2021-02-22 DOI: 10.15587/1729-4061.2021.225117
I. Galych, R. Antoshchenkov, V. Antoshchenkov, Igor Lukjanov, S. Diundik, Oleksandr Kis
Results of theoretical studies of dynamics of the machine-tractor assembly taking into account the influence of a bearing surface profile were presented. It was established that in the course of operation, the machine-tractor assembly is exposed to a number of external factors leading to a change of vertical loads on the chassis and the engine. Mathematical models of dynamics of a tractor and a machine and a tractor unit consisting of a tractor of pivotally connected arrangement and a trailed sower were constructed. Such models make it possible to study dynamics and oscillatory processes of multi-element units. A mathematical model of tractor wheel dynamics was formed. Speeds and angles of orientation of elements of the machine-tractor assembly in space were determined. Influence of profile of the bearing surface on the unit elements when moving in the field prepared for sowing and the field after plowing was calculated. Theoretical studies of the influence of the bearing surface profile on dynamics of the machine-tractor assembly were performed on the example of KhTZ-242K tractor and Vega-8 Profi sower (Ukraine). When moving, the sower frame has a smaller amplitude of vibration accelerations than that of the tractor. Accordingly, the tractor has higher oscillation energy because it rests on the ground through its wheels having appropriate stiffness. The sower moves with its working bodies immersed into the soil which leads to a decrease in the amplitude of oscillations. The highest energy of amplitude of oscillation accelerations of the sower frame in the vertical direction was observed at frequencies of 15.9; 23.44; 35.3 and 42.87 Hz. It was found that the increase in working speeds of agricultural units leads to the fact that oscillations of all components reach significant values. This entails an increase in dynamic loads on soil and, as a consequence, its compaction
给出了考虑轴承面轮廓影响的机拖拉机总成动力学理论研究结果。在运行过程中,机拖拉机总成受到多种外部因素的影响,导致底盘和发动机上的垂直载荷发生变化。建立了拖拉机和机械的动力学数学模型,以及由轴向连接布置的拖拉机和拖播机组成的拖拉机单元的动力学数学模型。这些模型使研究多单元单元的动力学和振荡过程成为可能。建立了拖拉机车轮动力学的数学模型。确定了机械-拖拉机组件在空间中的速度和定位角。计算了在耕前田和耕后田中移动时承载面轮廓对单元要素的影响。以KhTZ-242K拖拉机和Vega-8 Profi播种机(乌克兰)为例,进行了承载面轮廓对机机拖拉机总成动力学影响的理论研究。在运动时,播种机的振动加速度幅值比拖拉机的振动加速度幅值小。因此,由于牵引车的车轮具有适当的刚度,因此牵引车在地面上有较高的振荡能量。播种机将其工作体浸入土壤中运动,这导致振荡幅度的减小。播种机机架在垂直方向振荡加速度幅值能量最高的频率为15.9;23.44;35.3和42.87赫兹。研究发现,随着农用机组工作速度的提高,各组成部分的振荡均达到显著值。这就需要增加对土壤的动载荷,因此,它的压实
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引用次数: 7
Application of the Fog Computing Paradigm to Additive Manufacturing Process Monitoring and Control 雾计算范式在增材制造过程监控中的应用
Pub Date : 2021-02-15 DOI: 10.2139/ssrn.3785854
Muhammad Adnan, Yan Lu, Albert T. Jones, F. Cheng
Monitoring and controlling Additive Manufacturing (AM) processes play a critical role in enabling the production of quality parts. AM processes generate large volumes of structured and unstructured in-situ measurement data. The ability to analyze this volume and variety of data in real-time is necessary for effective closed-loop control and decision-making. Existing control architectures are unable to handle this level of data volume and speed. This paper investigates the functional and computational requirements for real-time closed-loop AM process control. The paper uses those requirements to propose a function architecture for AM process monitoring and control. That architecture leads to a fog-computing solution to address the big data and real-time control challenges.
监测和控制增材制造(AM)过程在实现高质量零件的生产中起着至关重要的作用。增材制造过程产生大量结构化和非结构化的原位测量数据。实时分析这种数量和种类的数据的能力对于有效的闭环控制和决策是必要的。现有的控制体系结构无法处理这种级别的数据量和速度。本文研究了实时闭环增材制造过程控制的功能和计算要求。本文根据这些需求,提出了增材制造过程监控的功能体系结构。该架构带来了雾计算解决方案,以应对大数据和实时控制挑战。
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引用次数: 6
期刊
MatSciRN: Process & Device Modeling (Topic)
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