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Research on Noise Reduction of Water Hydraulic Throttle Valve Based on RBF Neural Network and Multi-Island Genetic Algorithm 基于 RBF 神经网络和多岛遗传算法的水力节流阀降噪研究
Pub Date : 2024-05-13 DOI: 10.3390/machines12050333
Huawei Wang, Linjia Nan, Xin Zhou, Yaozhong Wu, Bo Wang, Li Hu, Xiaohui Luo
Excessive pressure drop within the internal flow channel of the water hydraulic throttle valve will generate severe noise. In order to reduce the noise of the throttle valve, in this paper, the model of the throttle valve was established, and the flow characteristics and acoustic characteristics of the valve were simulated. The simulation results showed that the parameters of the throat structure, such as the half angle, throat inlet angle and throat length, have a significant effect on the noise of the valve. Then, the three main structural parameters were used as optimization variables, and radial basis function (RBF) neural networks and multi-island genetic algorithms (MIGA) were used to reduce the noise of the valve. The approximate model of the relationship between the structural parameters of the valve and noise was established by RBF neural networks, and MIGA was used to optimize the approximate model. Finally, the optimal valve model was established based on the obtained optimal parameters, and its noise was analyzed through simulation and experiment. The research results indicated that the optimization method, which combines RBF Neural Network and MIGA, can effectively reduce the noise of hydraulic throttle valves.
水力节流阀内部流道的压降过大会产生严重的噪声。为了降低节流阀的噪声,本文建立了节流阀的模型,并对节流阀的流动特性和声学特性进行了仿真。仿真结果表明,半角、喉管入口角和喉管长度等喉管结构参数对节流阀的噪声有显著影响。然后,以这三个主要结构参数为优化变量,采用径向基函数(RBF)神经网络和多岛遗传算法(MIGA)来降低阀门的噪声。通过 RBF 神经网络建立了阀门结构参数与噪声之间关系的近似模型,并使用 MIGA 对近似模型进行优化。最后,根据获得的最优参数建立了最优阀门模型,并通过仿真和实验对其噪声进行了分析。研究结果表明,结合 RBF 神经网络和 MIGA 的优化方法能有效降低液压节流阀的噪声。
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引用次数: 0
Hydrodynamic Performance Study of a Reciprocating Plate Column Dirven by Electro-permanent Magnet Technology 电永磁技术驱动的往复式板柱的流体力学性能研究
Pub Date : 2024-05-13 DOI: 10.3390/machines12050330
Kai Guo, Jianxu Jiang, Deqiang Zhang, Linyuan Meng, Yiran Zhang, Xiantao Fan, Hongsheng Zhang
The reciprocating plate column is a kind of column with the plates driven by a geared motor, and it has advantages in regard to efficiency compared to traditional columns in the extraction process, however, it comes with an increase in energy consumption. A new type of reciprocating plate column driven by electro-permanent magnet technology (EPM) is proposed in this paper to obtain a better performance with lower energy consumption. The feasibility and performance of the proposed column is studied by numerical simulation and experiments with a kerosene–water system. The electro-permanent magnet chuck could provide a maximum amplitude of 12 mm in this study. Kerosene was used as the dispersed phase, and deionized water was used as the continuous phase, in a laboratory-scale 35 mm diameter reciprocating plate column driven by EPM. Hydrodynamic performance experiments were carried out with different flowrates of both phases and reciprocating frequencies. The experimental results show that the electro-permanent magnet chuck, which serves as the driving device of the reciprocating plate column, plays the role of adding energy and increasing the droplet breakage. In addition, the energy consumption of the reciprocating plate column with traditional geared motor and electro-permanent magnet chuck is calculated respectively. Compared with the traditional geared motor, the energy saving of the electro-permanent magnet chuck is as high as 98.55%.
往复式板柱是一种由齿轮电机驱动板块的柱子,与传统柱子相比,它在萃取过程中具有效率高的优点,但能耗也随之增加。本文提出了一种由电永磁技术(EPM)驱动的新型往复式板柱,以获得更好的性能和更低的能耗。本文通过数值模拟和煤油-水系统实验研究了所提柱的可行性和性能。在本研究中,电永磁吸盘可提供 12 毫米的最大振幅。在由 EPM 驱动的实验室规模 35 毫米直径往复式板柱中,煤油用作分散相,去离子水用作连续相。在两种相的不同流速和往复频率下进行了流体力学性能实验。实验结果表明,作为往复式板柱驱动装置的电永磁吸盘起到了增加能量和提高液滴破碎率的作用。此外,还分别计算了使用传统齿轮电机和电永磁吸盘的往复式板柱的能耗。与传统的齿轮电机相比,电永磁吸盘的节能率高达 98.55%。
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引用次数: 0
Visual Perception and Multimodal Control: A Novel Approach to Designing an Intelligent Badminton Serving Device 视觉感知与多模式控制:设计智能羽毛球发球装置的新方法
Pub Date : 2024-05-13 DOI: 10.3390/machines12050331
Fulai Jiang, Yuxuan Lin, Rui Ming, Chuan Qin, Yangjie Wu, Yuhui Liu, Haibo Luo
Addressing the current issue of limited control methods for badminton serving devices, this paper proposes a vision-based multimodal control system and method for badminton serving. The system integrates computer vision recognition technology with traditional control methods for badminton serving devices. By installing vision capture devices on the serving device, the system identifies various human body postures. Based on the content of posture information, corresponding control signals are sent to adjust parameters such as launch angle and speed, enabling multiple modes of serving. Firstly, the hardware design for the badminton serving device is presented, including the design of the actuator module through 3D modeling. Simultaneously, an embedded development board circuit is designed to meet the requirements of multimodal control. Secondly, in the aspect of visual perception for human body recognition, an improved BlazePose candidate region posture recognition algorithm is proposed based on existing posture recognition algorithms. Furthermore, mappings between posture information and hand information are established to facilitate parameter conversion for the serving device under different postures. Finally, extensive experiments validate the feasibility and stability of the developed system and method.
针对目前羽毛球发球装置控制方法有限的问题,本文提出了一种基于视觉的羽毛球发球多模态控制系统和方法。该系统将计算机视觉识别技术与羽毛球发球装置的传统控制方法相结合。系统通过在发球装置上安装视觉捕捉装置,识别人体的各种姿势。根据姿势信息的内容,发送相应的控制信号,调整击球角度和速度等参数,实现多种发球模式。首先,介绍了羽毛球发球装置的硬件设计,包括通过三维建模设计执行器模块。同时,还设计了嵌入式开发板电路,以满足多模态控制的要求。其次,在人体识别的视觉感知方面,基于现有的姿势识别算法,提出了一种改进的 BlazePose 候选区域姿势识别算法。此外,还建立了姿势信息和手部信息之间的映射关系,以方便不同姿势下服务设备的参数转换。最后,大量实验验证了所开发系统和方法的可行性和稳定性。
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引用次数: 0
Fault Diagnosis Method for Railway Signal Equipment Based on Data Enhancement and an Improved Attention Mechanism 基于数据增强和改进关注机制的铁路信号设备故障诊断方法
Pub Date : 2024-05-13 DOI: 10.3390/machines12050334
Ni Yang, Youpeng Zhang, Jing Zuo, Bin Zhao
Railway signals’ fault text data contain a substantial amount of expert maintenance experience. Extracting valuable information from these fault text data can enhance the efficiency of fault diagnosis for signal equipment, thereby contributing to the advancement of intelligent railway operations and maintenance technology. Considering that the characteristics of different signal equipment in actual operation can easily lead to a lack of fault data, a fault diagnosis method for railway signal equipment based on data augmentation and an improved attention mechanism (DEIAM) is proposed in this paper. Firstly, the original fault dataset is preprocessed based on data augmentation technology and retained noun and verb operations. Then, the neural network is constructed by integrating a bidirectional long short-term memory (BiLSTM) model with an attention mechanism and a convolutional neural network (CNN) model enhanced with a channel attention mechanism. The DEIAM method can more effectively capture the important text features and sequence features in fault text data, thereby facilitating the diagnosis and classification of such data. Consequently, it enhances onsite fault maintenance experience by providing more precise insights. An empirical study was conducted on a 10-year fault dataset of signal equipment produced by a railway bureau. The experimental results demonstrate that in comparison with the benchmark model, the DEIAM model exhibits enhanced performance in terms of accuracy, precision, recall, and F1.
铁路信号的故障文本数据包含了大量的专家维护经验。从这些故障文本数据中提取有价值的信息,可以提高信号设备故障诊断的效率,从而促进铁路智能运维技术的进步。考虑到不同信号设备在实际运行中的特点容易导致故障数据的缺失,本文提出了一种基于数据增强和改进关注机制(DEIAM)的铁路信号设备故障诊断方法。首先,基于数据增强技术对原始故障数据集进行预处理,保留名词和动词运算。然后,通过整合具有注意机制的双向长短期记忆(BiLSTM)模型和具有通道注意机制的增强型卷积神经网络(CNN)模型,构建神经网络。DEIAM 方法能更有效地捕捉故障文本数据中的重要文本特征和序列特征,从而促进对此类数据的诊断和分类。因此,它能提供更精确的洞察力,从而提升现场故障维护体验。我们对某铁路局生产的信号设备 10 年故障数据集进行了实证研究。实验结果表明,与基准模型相比,DEIAM 模型在准确度、精确度、召回率和 F1 等方面都表现出更高的性能。
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引用次数: 0
A Novel Method for Failure Mode and Effect Analysis Based on the Fermatean Fuzzy Set and Bonferroni Mean Operator 基于费尔马特模糊集和邦费罗尼均值运算器的故障模式与影响分析新方法
Pub Date : 2024-05-13 DOI: 10.3390/machines12050332
Liangsheng Han, Mingyi Xia, Yang Yu, Shuai He
Failure mode and effects analysis (FMEA) helps to identify the weak points in the processing, manufacturing, and assembly of products and plays an important role in improving product reliability. To address the shortcomings of the existing FMEA methods in terms of the uncertainty treatment of information and not considering the weights and correlations between risk factors, we propose a new FMEA method. In this paper, the Fermatean fuzzy Z-number (FFZN) is proposed by fusing the Fermatean fuzzy number and Z-number. Extending it to the Bonferroni mean (BM) operator, the Fermatean fuzzy Z-number-weighted Bonferroni mean (FFZWBM) operator is proposed. A new FMEA method is proposed based on this operator. In order to overcome the factors not considered in the FMEA method, two new risk factors are proposed and added. The ability of experts to express fuzzy information is enhanced by introducing the FFS. The weights and correlations between the influencing factors can be handled by aggregating the evaluation information using the FFZWBM operator. Finally, the proposed method is applied to an arithmetic example and the accuracy of the proposed method is proved by teaming it with other methods.
失效模式与效应分析(FMEA)有助于识别产品在加工、制造和装配过程中的薄弱环节,在提高产品可靠性方面发挥着重要作用。针对现有 FMEA 方法在信息不确定性处理、不考虑风险因素之间的权重和相关性等方面的不足,我们提出了一种新的 FMEA 方法。本文通过融合费尔马特模糊数和 Z 数,提出了费尔马特模糊 Z 数(FFZN)。将其扩展到邦弗罗尼均值(BM)算子,提出了费尔马特模糊 Z 数加权邦弗罗尼均值(FFZWBM)算子。基于该算子,提出了一种新的 FMEA 方法。为了克服 FMEA 方法未考虑的因素,提出并增加了两个新的风险因素。通过引入 FFS,增强了专家表达模糊信息的能力。通过使用 FFZWBM 算子汇总评价信息,可以处理影响因素之间的权重和相关性。最后,将所提出的方法应用于一个算例,并通过与其他方法的组合证明了所提出方法的准确性。
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引用次数: 0
Clearance Nonlinear Control Method of Electro-Hydraulic Servo System Based on Hopfield Neural Network 基于 Hopfield 神经网络的电液伺服系统清零非线性控制方法
Pub Date : 2024-05-11 DOI: 10.3390/machines12050329
Tao Wang, Jinchun Song
The electro-hydraulic servo system has advantages such as high pressure, large flow, and high power, etc., which can also realize stepless regulation, so it is widely used in many engineering machineries. A linear model is sometimes only a simple approximation of an idealized model, but in an actual system, there may be nonlinear and transient variation characteristics in the systems. Coupling is reflected in the fact that the components or functional structures implemented by each system used for the design of hydraulic systems are not completely or independently related to each other, but affect each other. The nonlinear clearance between the actuator and the load reduces the control accuracy of the system and increases the impact, thus losing stable working conditions. In the paper, based on the nonlinear clearance problem of the electro-hydraulic servo system, a mathematical transfer model with clearance is established, and on this basis, a clearance compensation method based on the Hopfield neural network is proposed. In this way, clearance compensation can be realized by adjusting the parameters of neural network nodes, through simple and convenient operation. Finally, by setting different clearance values, the results of the step response and sine response curve before and after clearance compensation of the hydraulic system are compared, and the effectiveness of Hopfield neural network compensation clearance control is verified based on the comparison simulation results.
电液伺服系统具有压力高、流量大、功率大等优点,还可以实现无级调节,因此被广泛应用于许多工程机械中。线性模型有时只是理想化模型的简单近似,但在实际系统中,系统可能存在非线性和瞬态变化特性。耦合性体现在用于液压系统设计的每个系统所实现的组件或功能结构之间并非完全或独立相关,而是相互影响。执行器与负载之间的非线性间隙会降低系统的控制精度,增加冲击力,从而失去稳定的工作条件。本文基于电液伺服系统的非线性间隙问题,建立了带间隙的数学传递模型,并在此基础上提出了基于 Hopfield 神经网络的间隙补偿方法。这样,通过调整神经网络节点的参数,就可以实现间隙补偿,操作简单方便。最后,通过设置不同的间隙值,比较了液压系统间隙补偿前后的阶跃响应和正弦响应曲线结果,并根据比较仿真结果验证了 Hopfield 神经网络补偿间隙控制的有效性。
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引用次数: 0
A Comparative Study on Coupled Fluid–Thermal Field of a Large Nuclear Turbine Generator with Radial and Composited Radial–Axial–Radial Ventilation Systems 采用径向通风系统和径向-轴向-径向复合通风系统的大型核动力涡轮发电机流体-热场耦合对比研究
Pub Date : 2024-05-10 DOI: 10.3390/machines12050326
Shukuan Zhang, Fachen Wang, Yusen Zhang, Weijie Gao, Chuan Xiang
With the continuous growth of energy demand, the advantages of nuclear power, such as high energy density, low emissions, and cleanliness, are gradually highlighted. However, the increasing capacity of the turbine generator in nuclear power plants has led to greater losses and critical heating issues. Designing an effective cooling system plays an important role in improving the rotor’s heat dissipation ability, especially under the condition of limited rotor space. In this study, the cooling effects of the rotor using a radial straight-type cooling structure and a composited radial–axial–radial cooling structure are compared and analyzed for a 1555 MVA hydrogen-cooled nuclear turbine generator. Three-dimensional fluid thermal coupled models of the rotor with both cooling structures are established, and corresponding boundary conditions are provided. The models are solved using the finite volume method. The flow law of cooling hydrogen gas inside the rotor and the temperature distribution of various parts of the rotor are studied in detail. Compared with the radial straight-type cooling structure, adopting the composited radial–axial–radial cooling structure can reduce the average temperature of the rotor field windings by 4.5 °C. The research results provide a reference for the design and optimization of the rotor cooling system for large-capacity nuclear turbine generators.
随着能源需求的持续增长,核能的高能量密度、低排放、清洁等优势逐渐凸显。然而,随着核电站涡轮发电机容量的不断增大,损耗也随之增大,出现了严重的发热问题。设计有效的冷却系统对于提高转子的散热能力具有重要作用,尤其是在转子空间有限的情况下。本研究比较和分析了 1555 MVA 氢冷核电涡轮发电机转子采用径向直型冷却结构和径向-轴向-径向复合冷却结构的冷却效果。建立了两种冷却结构转子的三维流体热耦合模型,并提供了相应的边界条件。模型采用有限体积法求解。详细研究了转子内冷却氢气的流动规律和转子各部分的温度分布。与径向直线型冷却结构相比,采用径向-轴向-径向复合冷却结构可使转子磁场绕组的平均温度降低 4.5 °C。研究成果为大容量核电汽轮发电机转子冷却系统的设计和优化提供了参考。
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引用次数: 0
Investigation of Torque and Reduction of Torque Ripples through Assisted-Poles in Low-Speed, High-Torque Density Spoke-Type PMSMs 研究低速、高扭矩密度辐条式 PMSM 扭矩和通过辅助极降低扭矩波纹
Pub Date : 2024-05-10 DOI: 10.3390/machines12050327
Sayyed Haleem Shah, Yun-Chong Wang, D. Shi, Jian-Xin Shen
In this article, rotor designs utilizing assisted-poles are investigated for a high-torque density spoke-type permanent magnet synchronous machine (PMSM) with fractional slot concentrated winding (FSCW) to explore the rich air-gap magnetic field harmonics and torque generation mechanism. Due to their higher average torque output, spoke-type PMSMs with FSCW are increasingly used in high-torque density applications. However, slot harmonics generate torque ripples that are difficult to eliminate in FSCW spoke-type PMSMs. Removing slot harmonics from the stator or winding results in a large drop in torque since their winding factors are identical to those of the main harmonic. Therefore, rotor designs having assisted-poles (symmetrical and asymmetrical) are investigated in this work to mitigate slot harmonics and minimize torque ripples. Firstly, the air-gap flux density is analyzed for the machines having assisted-poles, and a model of interaction between the stator and rotor-MMF harmonics is created and validated through Finite element analysis (FEA) to analyze the torque production mechanism. In addition, an analytical relationship between the assisted-poles’ dimensions and the generated torque harmonics is proposed. Furthermore, a generalized torque ripple reduction concept for the FSCW spoke-type PMSM having asymmetrically designed assisted-poles is presented. The proposed design and optimization method are validated through analytical calculations and FEA simulations, and a brief comparative analysis is presented for the analyzed machine prototypes. It has been established that the machine designed by applying the proposed asymmetrical assisted-poles can achieve a reduction in torque ripples while also significantly lowering cogging torque in comparison to the conventional spoke-type PMSMs and other spoke-type PMSMs with rotor having symmetrical assisted-poles.
本文研究了带分数槽集中绕组(FSCW)的高扭矩密度辐条式永磁同步电机(PMSM)利用辅助极的转子设计,以探索丰富的气隙磁场谐波和扭矩产生机制。由于具有更高的平均扭矩输出,带 FSCW 的辐条式 PMSM 越来越多地应用于高扭矩密度场合。然而,槽谐波会产生扭矩波纹,这在 FSCW 轮辐式 PMSM 中很难消除。从定子或绕组中去除槽谐波会导致转矩大幅下降,因为它们的绕组因数与主谐波的绕组因数相同。因此,本文研究了具有辅助极(对称和非对称)的转子设计,以减轻槽谐波并将转矩纹波降至最低。首先,分析了具有辅助磁极的机器的气隙磁通密度,创建了定子和转子-MMF 谐波之间的相互作用模型,并通过有限元分析(FEA)验证了该模型,以分析转矩产生机制。此外,还提出了辅助磁极尺寸与产生的转矩谐波之间的分析关系。此外,还提出了一种用于 FSCW 轮辐式 PMSM 的通用转矩纹波降低概念,该 PMSM 具有不对称设计的辅助磁极。通过分析计算和有限元分析仿真验证了所提出的设计和优化方法,并对所分析的机器原型进行了简要的对比分析。结果表明,与传统的辐条式 PMSM 和其他转子具有对称辅助磁极的辐条式 PMSM 相比,采用所建议的非对称辅助磁极设计的机器可以减少扭矩波纹,同时还能显著降低齿槽转矩。
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引用次数: 0
Determination of Optimal Machining Parameters Based on Roughness and Vibration Measurements of Pieces Produced by Whirling on a Lathe Machine 根据车床旋切工件的粗糙度和振动测量结果确定最佳加工参数
Pub Date : 2024-05-10 DOI: 10.3390/machines12050328
Z. Botak, K. Pisačić, Marko Horvat, Tanja Tomić
Worms can be produced using special machines or standard lathes equipped with a whirling thread-cutting device. A blank is placed on the mandrel and tightened using the three-jawed chuck of the standard lathe. If the workpiece diameter is excessively large, passage through the driven pulley is not possible, and the workpiece cannot be supported. Therefore, a new tool holder for whirling devices is needed. During the whirling process, vibrations in the form of machine velocity amplitudes were measured. After whirling was complete, roughness values were calculated. Using numerical procedures of Wolfram Mathematica 10, vibration peaks were extracted, from which frequencies and maximum amplitudes were determined. The data were then inputted into Design Expert, and the rotational speed and amount of separated material were optimized. The results of the study showed that the quality of the processed surface did not improve with processing in two passes of the tool. The measured vibration amplitudes on the lathe carrier and thread whirling attachment increased with cutting speed at the same cutting depth, whereas the quality of the machined surface was best at the smallest and largest cutting depths.
蜗杆可使用专用机床或配备旋切螺纹装置的标准车床生产。将坯料放在心轴上,用标准车床的三爪卡盘拧紧。如果工件直径过大,则无法通过从动皮带轮,也就无法支撑工件。因此,需要一种用于旋转装置的新刀架。在旋转过程中,以机器速度振幅的形式测量振动。旋转完成后,计算粗糙度值。使用 Wolfram Mathematica 10 的数值程序提取振动峰值,并从中确定频率和最大振幅。然后将数据输入 Design Expert,对旋转速度和分离材料的数量进行优化。研究结果表明,加工表面的质量并没有随着刀具的两次加工而得到改善。在相同切削深度下,车床托架和螺纹旋切附件上测量到的振动幅度随切削速度的增加而增加,而在最小和最大切削深度下,加工表面的质量最好。
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引用次数: 0
Coupling Study on Quasi-Static and Mixed Thermal Elastohydrodynamic Lubrication Behavior of Precision High-Speed Machine Spindle Bearing with Spinning 带旋转的精密高速机床主轴轴承的准静态和混合热弹流体动力学润滑行为耦合研究
Pub Date : 2024-05-09 DOI: 10.3390/machines12050325
Hao Liu, Yun Chen, Yi Guo, Yongpeng Shi, Dianzhong Li, Xing-Qiu Chen
In this work, a modified numerical algorithm that couples the quasi-static theory with the mixed thermal elastohydrodynamic lubrication (mixed-TEHL) model is proposed to examine the mechanical properties and lubrication performance of the spindle bearing that is used in a high-speed machine tool with spinning. The non-Newtonian fluid characteristics of the lubricant and the non-Gaussian surface roughness are also considered. Moreover, the mechanical properties and lubrication state of the bearing are examined in various service environments. The results indicate that the temperature reduces the lubrication efficiency, which in turn exerts a significant impact on the mechanical properties. The lubrication that either behaves in the manner of Newtonian or non-Newtonian fluid has a relatively negligible influence on the bearing working state, while the non-Gaussian surface roughness significantly alters the oil film thickness and temperature. Calculations with different operating conditions demonstrate that the operating parameters (i.e., axial load, rotation speed) will directly affect the performance of the bearings via the changes in the oil film thickness and the temperature.
本研究提出了一种将准静态理论与混合热弹性流体动力润滑(mixed-TEHL)模型相结合的改进数值算法,用于研究高速旋转机床主轴轴承的机械性能和润滑性能。同时还考虑了润滑剂的非牛顿流体特性和非高斯表面粗糙度。此外,还考察了轴承在各种使用环境下的机械性能和润滑状态。结果表明,温度会降低润滑效率,进而对机械性能产生重大影响。牛顿流体或非牛顿流体的润滑方式对轴承工作状态的影响相对较小,而非高斯表面粗糙度会显著改变油膜厚度和温度。不同工作条件下的计算表明,工作参数(即轴向载荷、转速)将通过油膜厚度和温度的变化直接影响轴承的性能。
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引用次数: 0
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Machines
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