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Structural analysis and sealing capacity of gasketed plate heat exchangers with HNBR and EPDM rubbers 使用 HNBR 和 EPDM 橡胶的板式热交换器的结构分析和密封能力
IF 2.2 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-09-11 DOI: 10.1007/s40430-024-05183-4
Mateus de Sousa Zanzi, Gabriel Benedet Dutra, Giovani Silveira Magalhães Martins, Guilherme Mariz de Oliveira Barra, Jorge Luiz Goes Oliveira, Kleber Vieira Paiva

Rubber is an engineering polymer of interest in most industrial sectors. In gasketed plate heat exchangers (GPHEs), these elements comprise gaskets that are responsible for sealing the system under high levels of compression, temperature and pressure. Therefore, it is a necessity to understand how operating conditions affect GPHE structural behavior and sealing performance, regarding rubber materials and features. This work aims at determining GPHE integrity and mechanical characteristics with the aid of sealing performance experiments and strain gauge measurements at critical plate locations in a real equipment and in prototypes consisting of GPHE components. Hydrogenated nitrile butadiene rubber (HNBR) and ethylene-propylene-diene rubber (EPDM) gasket materials were evaluated. Based on compression strength experiments, the system stiffness ranged from approximately 0.3 to 7.0 kN/mm regarding the combined effects of the number of plates and the compression level. The combined effects of compressive strength, compression levels and rubber material on sealing performance were obtained with prototypes comprising at least six gaskets, whose conditions presented stable compressive strength behavior. In critical region on the real-scale heat exchanger, the measured von Mises stress level was 316 MPa and 133 MPa using EPDM and HNBR gaskets during tightening, respectively. It is conjectured that higher operation pressure loads can occur with the harder and stiffer material (EPDM), as showed by hydrostatic tests. Empirical correlations were developed in order to relate sealing capacity based on the system geometry, compression level and gasket material.

橡胶是大多数工业领域都关注的工程聚合物。在带垫片的板式热交换器(GPHE)中,这些元件包括垫片,负责在高压缩、高温和高压条件下密封系统。因此,有必要了解工作条件如何影响 GPHE 的结构行为和密封性能,以及橡胶材料和特性。这项工作旨在借助密封性能实验和应变仪测量实际设备和 GPHE 组件原型中关键板材位置,确定 GPHE 的完整性和机械特性。对氢化丁腈橡胶(HNBR)和乙丙橡胶(EPDM)垫圈材料进行了评估。根据压缩强度实验,系统刚度范围约为 0.3 至 7.0 kN/mm,受板块数量和压缩水平的综合影响。压缩强度、压缩级别和橡胶材料对密封性能的综合影响是通过至少由六个垫片组成的原型获得的,其条件显示了稳定的压缩强度行为。在实际规模热交换器的临界区域,使用 EPDM 和 HNBR 垫圈在拧紧过程中测得的 von Mises 应力水平分别为 316 兆帕和 133 兆帕。根据水压试验推测,硬度和刚度较高的材料(三元乙丙橡胶)可能会产生较高的运行压力负荷。为了根据系统的几何形状、压缩程度和垫片材料确定密封能力,开发了经验相关性。
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引用次数: 0
Optimization of a centrifugal blood pump in terms of hemolysis index and hydraulic efficiency 从溶血指数和液压效率角度优化离心血泵
IF 2.2 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-09-11 DOI: 10.1007/s40430-024-05185-2
Ömer İncebay, Rafet Yapici

In the development of blood pumps, clinical and hydraulic performance requirements must be met. Optimization studies addressing biocompatibility and efficiency issues in the design of centrifugal blood pumps are increasing rapidly. This study aims to increase hydraulic efficiency and decrease the hemolysis index which is an indicator of the increase in the amount of free hemoglobin in blood plasma by optimizing the centrifugal blood pump. A centrifugal blood pump, whose dimensions were calculated using classical formulas, was optimized with the genetic algorithm by changing seven dimensions that were likely to have a significant impact on efficiency and hemolysis index. These dimensions are blade inlet angle, blade outlet angle, blade inlet height, blade outlet height, the gap between the blade tip and volute, the gap between disk and volute, and the gap between shroud and volute. By determining the lower and upper limits of these seven dimensions, 183 different pump geometries were generated, and computational fluid dynamics simulations were performed. Using simulation results, two adaptive neuro-fuzzy inference systems for the hemolysis index and hydraulic efficiency were generated. Using these models, optimization was made with the genetic algorithm. The optimum pump found by the genetic algorithm was simulated and compared with the base pump. The results showed that there is generally a direct relationship between hydraulic efficiency and hemolysis index. It was observed that the hemolysis index of the optimum pump decreased from 2.55E−05 of the base pump to 2.45E−05, while the hydraulic efficiency increased from 42.24 to 45.92%.

在开发血泵时,必须满足临床和液压性能要求。针对离心血泵设计中的生物兼容性和效率问题的优化研究正在迅速增加。本研究旨在通过优化离心血泵,提高液压效率,降低溶血指数(血浆中游离血红蛋白量增加的指标)。离心血泵的尺寸是通过经典公式计算得出的,通过改变可能对效率和溶血指数产生重大影响的七个尺寸,利用遗传算法对其进行了优化。这些尺寸包括叶片入口角、叶片出口角、叶片入口高度、叶片出口高度、叶片尖端与涡流之间的间隙、圆盘与涡流之间的间隙以及护罩与涡流之间的间隙。通过确定这七个尺寸的下限和上限,生成了 183 种不同的泵几何形状,并进行了计算流体动力学模拟。利用模拟结果,生成了溶血指数和水力效率的两个自适应神经模糊推理系统。利用这些模型,采用遗传算法进行了优化。对遗传算法找到的最佳泵进行了模拟,并与基础泵进行了比较。结果表明,水力效率和溶血指数之间一般存在直接关系。据观察,最佳泵的溶血指数从基础泵的 2.55E-05 降至 2.45E-05,而水力效率则从 42.24% 增至 45.92%。
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引用次数: 0
Corrosion resistance of underwater wet welds produced with a new oxyrutile electrode: influence of polarity, welding current, and depth 使用新型氧化钨电极生产的水下湿焊缝的耐腐蚀性:极性、焊接电流和深度的影响
IF 2.2 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-09-11 DOI: 10.1007/s40430-024-05178-1
P. Cisquini, E. J. S. Lobo, A. M. Moreno-Uribe, E. C. P. Pessoa, A. Q. Bracarense, V. F. C. Lins

In this work, the influence of underwater wet welding process parameters on the corrosion resistance of welds produced with oxyrutile electrode was investigated. Although in the standard for underwater wet welds (AWS D3.6 M: 2017), only mechanical strength specifications are required, corrosion is a critical factor since its occurrence is a major cause of mechanical failure in offshore metallic structures. Underwater wet welding experiments were performed in a hyperbaric chamber using a gravity mechanized welding device in direct (DCEN) and reverse (DCEP) welding polarities at currents of 150 A and 180 A and depths of 0.3 and 30 m. Corrosion resistance of the welded zones was evaluated by electrochemical techniques of electrochemical impedance spectroscopy and potentiodynamic polarization in NaCl solution 3.5 wt.%, to reproduce the seawater salinity. The electrochemical results showed different behaviors among the direct and inverse polarities. In DCEN, the corrosion potential values (ECorr) were close, and the corrosion current densities (iCorr) varied, while in DCEP, an inverse behavior was observed. Although the lowest corrosion rates were obtained in direct polarity, in both polarities at the lowest welding current the welds showed a higher corrosion resistance.

在这项工作中,研究了水下湿焊工艺参数对使用奥氏体电极生产的焊缝耐腐蚀性的影响。虽然在水下湿焊标准(AWS D3.6 M:2017)中,只要求机械强度规格,但腐蚀是一个关键因素,因为腐蚀的发生是海上金属结构机械故障的主要原因。水下湿焊实验是在高压氧舱中使用重力机械化焊接设备,以 150 A 和 180 A 的电流、0.3 米和 30 米的深度,在直接(DCEN)和反向(DCEP)焊接极性下进行的。电化学结果表明,正极性和反极性具有不同的行为。在 DCEN 中,腐蚀电位值(ECorr)接近,腐蚀电流密度(iCorr)不同,而在 DCEP 中,则出现了相反的行为。虽然在直极性中获得的腐蚀率最低,但在两种极性中,在最低焊接电流下,焊缝都显示出较高的耐腐蚀性。
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引用次数: 0
Nondimensional triply coupled free vibration analysis of the axially layered thin-walled beams with nonsymmetric open cross sections and its application to the frequency optimization 非对称开口截面轴向分层薄壁梁的非三维耦合自由振动分析及其在频率优化中的应用
IF 2.2 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-09-10 DOI: 10.1007/s40430-024-05142-z
Veysel Alkan

This study presents triply coupled free vibration analysis of the axially layered Euler–Bernoulli thin-walled beams with unsymmetrical open cross sections in dimensionless and exact manner. Various parameters are normalized with respect to a reference thin-walled beam called as the baseline beam structure. Characteristic equations for determining natural frequencies of the beams are obtained using the transfer matrix method. Different boundary conditions are considered. As a case study, dimensionless solution procedure is applied to the optimization of fundamental natural frequency of cantilevered beam structures. Square of the characteristic equation of the cantilevered beam is taken as an objective function and design variables are chosen as the segment length and volume fraction of the materials. The total mass and total length of the optimized beam are kept equal to those of the reference beam. Axially, two-, three- and five-segmented beam configurations are considered. Optimization routine developed following verification of the coupled free vibration analyses reveals that the final forms of the optimized beam structures can be regarded as tapered beam-like structures and the maximum dimensionless natural frequency without constraint violations is attained for the five-segmented beam and it is 0.51, which represents 22.2142% gain. Also, some conclusions will be drawn.

本研究以无量纲和精确的方式对具有非对称开口截面的轴向分层欧拉-伯努利薄壁梁进行了三耦合自由振动分析。各种参数相对于称为基准梁结构的参考薄壁梁进行了归一化处理。利用传递矩阵法获得了确定梁固有频率的特征方程。考虑了不同的边界条件。作为案例研究,无量纲求解程序被应用于悬臂梁结构基本固有频率的优化。将悬臂梁特征方程的平方作为目标函数,设计变量选择为段长和材料的体积分数。优化梁的总质量和总长度与参考梁相同。考虑了轴向的两段、三段和五段梁配置。在对耦合自由振动分析进行验证后开发的优化程序显示,优化梁结构的最终形式可视为类似锥形梁的结构,五节梁在不违反约束条件的情况下达到了最大无量纲固有频率,为 0.51,即增益 22.2142%。此外,还将得出一些结论。
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引用次数: 0
Production and machinability evaluation of reduced graphene oxide nanoparticles-reinforced polymer composites during abrasive water jet machining process 还原氧化石墨烯纳米颗粒增强聚合物复合材料在加砂水射流加工过程中的生产和加工性能评估
IF 2.2 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-09-10 DOI: 10.1007/s40430-024-05157-6
Shivi Kesarwani, Rajesh Kumar Verma, J. Ramkumar, S. C. Jayswal

Graphene-based nanomaterials have recently been used as versatile substances to enhance the overall mechanical properties of polymer composites. The loading of Graphene has significantly enhanced the mechanical strength, which in turn caused challenges with machining and adversely affected the quality and surface characteristics. It is extensively used in the production of high-performance structural components. In this investigation, reduced Graphene Oxide (rGO) have been loaded in Carbon Fiber Reinforced Plastic (CFRP) composites and compared to unreinforced CFRP composites. This reveals, rGO nanofiller positively affected tensile and impact strength. This article investigates the Abrasive water jet machining (AWJM) performances of rGO-modified CFRP composites after the development of composite samples. The influence of AWJM factors and mathematical correlation between AWJM response characteristics like Kerf Taper Angle (KT°), Volume Removal Rate (VRR), Average Roughness (Ra), and Maximum Delamination Length (Max. DLL) was explored. The process variables considered as Stand-off Distance (SOD), Traverse Rate (TR), and Jet Pressure (JP), on CFRP composite with various rGO weight fractions. The Response Surface Methodology (RSM)-based statistical technique was utilized to identify the most crucial and optimal conditions during AWJ machining. ANOVA examines the impact of various inputs on the machining performance. While experimentation, the optimal values for AWJM parameters were determined as SOD = 1.0 mm, TR = 300 mm/min, JP = High (≈ 300 MPa), and the 0.5 wt.% rGO/CFRP was found to have KT° (0.879°), VRR (1393.699 mm3/min), Ra (1.716 µm), and Max. DLL (1.146 mm), which provides an aggregate desirability score of 0.886. The findings revealed that the TR and JP were shown to have a more significant effect on the KT°, VRR, and Ra, while the rGO weight fraction was observed to have a substantial consequence on the Max. DLL. Additionally, the microstructural and topological characterizations of the machined surface revealed that defects could be controlled by incorporating rGO nanofiller into the CFRP. The proposed nanocomposite machining aspects could be endorsed for an efficient manufacturing environment.

以石墨烯为基础的纳米材料最近被用作增强聚合物复合材料整体机械性能的多功能物质。石墨烯的加入大大提高了机械强度,但同时也给机械加工带来了挑战,并对质量和表面特性产生了不利影响。石墨烯被广泛应用于高性能结构部件的生产中。在这项研究中,还原氧化石墨烯(rGO)被添加到碳纤维增强塑料(CFRP)复合材料中,并与未增强的 CFRP 复合材料进行了比较。结果表明,rGO 纳米填料对拉伸强度和冲击强度有积极影响。本文研究了 rGO 改性 CFRP 复合材料在制成复合材料样品后的磨料水射流加工(AWJM)性能。文章探讨了 AWJM 各因素的影响以及 AWJM 响应特性之间的数学相关性,如切口锥角 (KT°)、体积去除率 (VRR)、平均粗糙度 (Ra) 和最大分层长度 (Max.DLL)。在具有不同 rGO 重量分数的 CFRP 复合材料上,考虑的工艺变量为起始距离 (SOD)、横移率 (TR) 和喷射压力 (JP)。利用基于响应面方法(RSM)的统计技术,确定了 AWJ 加工过程中最关键和最佳的条件。方差分析检验了各种输入对加工性能的影响。通过实验,确定了 AWJM 参数的最佳值为 SOD = 1.0 mm、TR = 300 mm/min、JP = 高(≈ 300 MPa),并发现 0.5 wt.% rGO/CFRP 的 KT° (0.879°)、VRR (1393.699 mm3/min)、Ra (1.716 µm) 和 Max.DLL (1.146 mm),综合可取性得分 0.886。研究结果表明,TR 和 JP 对 KT°、VRR 和 Ra 有更显著的影响,而 rGO 重量分数对最大 DLL 有重大影响。DLL。此外,加工表面的微观结构和拓扑特征显示,在 CFRP 中加入 rGO 纳米填料可以控制缺陷。所提出的纳米复合材料加工方法可为高效的制造环境提供支持。
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引用次数: 0
Analysis of the ballistic impact on sandwich panel: influence of attack angle and target location in structure–bullet interaction 夹芯板的弹道冲击分析:攻击角和目标位置对结构-子弹相互作用的影响
IF 2.2 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-09-09 DOI: 10.1007/s40430-024-05176-3
Reza Abdul Rahman, Aditya Rio Prabowo, Sören Ehlers, Moritz Braun, Indri Yaningsih, Nurul Muhayat, Dominicus Danardono Dwi Prija Tjahjana, Ristiyanto Adiputra

This study presents a numerical investigation of bullet impact on sandwich panel structures. This research aims to demonstrate the ideal performance of sandwich panel structures in resisting ballistic loads based on the type of core geometry and materials used. Numerical simulations were conducted using the Johnson–Cook material model and applied in ABAQUS/Explicit software. Parameters such as shot target location and bullet angle of attack were considered in this study to review the structure’s resistance to ballistic loads. The results showed that the sandwich panel structure with decagon core geometry and Armox 500 T material was optimal in resisting the impact of blunt bullets at 500–700 m/s. The contribution of this research is to provide understanding in the field of ballistics by showing the interaction between the sandwich structure and the bullet through the velocity drop that occurs on the bullet and the energy the structure can absorb. Overall, this research provides insight into improving the design and performance of protective structures.

本研究对子弹对夹芯板结构的影响进行了数值研究。该研究旨在根据芯材几何形状和所用材料的类型,证明夹芯板结构在抵抗弹道载荷方面的理想性能。数值模拟采用约翰逊-库克材料模型,并应用于 ABAQUS/Explicit 软件。本研究考虑了射击目标位置和子弹攻击角等参数,以审查结构对弹道载荷的抵抗能力。研究结果表明,采用十边形核心几何结构和 Armox 500 T 材料的夹芯板结构在抵御 500-700 米/秒速度的钝头子弹冲击方面效果最佳。这项研究的贡献在于,通过显示夹层结构与子弹之间的相互作用,子弹的速度下降以及结构所能吸收的能量,让人们了解弹道学领域。总之,这项研究为改进防护结构的设计和性能提供了启示。
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引用次数: 0
Unified viscoplastic constitutive model for creep–fatigue behavior of austenitic stainless steel 304 under axial–torsional loading 奥氏体不锈钢 304 在轴向-扭转载荷下蠕变-疲劳行为的统一粘塑结构模型
IF 2.2 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-09-09 DOI: 10.1007/s40430-024-05145-w
Xiaohui Chen, Lin Zhu, Xiaodong Cui, Xu Zhao

Based on the Abdel-Karim and Ohno model framework, a unified viscoplastic constitutive model (UVCM) is developed in order to simulate the mechanical behavior of austenitic steel under low-cycle fatigue (LCF) loading at room temperature and 600 °C and creep–fatigue (CF) loading at 600 °C, respectively. The effects of viscoplastic static recovery, mean stress evolution and strain range-dependent cyclic softening are incorporated into the UVCM. Moreover, the material parameters are categorized and each type of parameter is subjected to a sensitivity analysis in order to explore its effect on the simulation results. For LCF loading at room temperature and 600 °C, the influence of axial loading, cyclic torsional angle, and loading rate on LCF response are, respectively, studied, and different viscous behavior and cyclic softening characteristics are found. For CF loading at 600 °C, the influence of hold time on CF response is investigated, with shear stress relaxation occurring during the hold time and becoming more pronounced the longer the hold time is. The predicted results are in good agreement with the experimental results, which indicates that the model has good accuracy.

基于 Abdel-Karim 和 Ohno 模型框架,开发了统一粘塑性构造模型 (UVCM),以模拟奥氏体钢分别在室温和 600 °C 低循环疲劳 (LCF) 载荷和 600 °C 蠕变疲劳 (CF) 载荷下的力学行为。UVCM 纳入了粘塑性静态恢复、平均应力演变和应变范围依赖性循环软化的影响。此外,还对材料参数进行了分类,并对每类参数进行了敏感性分析,以探讨其对模拟结果的影响。对于室温和 600 °C 下的 LCF 载荷,分别研究了轴向载荷、循环扭转角和载荷速率对 LCF 响应的影响,并发现了不同的粘性行为和循环软化特性。对于 600 °C 下的 CF 加载,研究了保持时间对 CF 响应的影响,剪应力松弛发生在保持时间内,且保持时间越长越明显。预测结果与实验结果十分吻合,这表明模型具有良好的准确性。
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引用次数: 0
Investigation of derailment and wheel wear in a BEML metro coach under different operating conditions 不同运行条件下 BEML 地铁客车脱轨和车轮磨损情况调查
IF 2.2 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-09-09 DOI: 10.1007/s40430-024-05156-7
Sudhir Kumar Singh, Amit Kumar Das, Sanjay R. Singh, Vikranth Racherla

Derailment and wheel wear in railways are of major concern which involve complex operating and conflicting dynamics parameters. Metro trains undergoes through sharp turns, steep gradients, frequent high acceleration and decelerations, and overloading during peak hours which heighten the multivariate ate aspect of the problems. In this work, an attempt has been made to investigate the derailment coefficient and wheel wear of all the eight wheels of a BEML (Bharat Earth Movers Limited) metro coach under different operating scenarios. Various running conditions are generated through response surface methodology (RSM) approach by varying vehicle speed, axle load and friction at the rail-wheel contact. For this, a multibody vehicle dynamics model replicating BEML metro coach is built in commercial software Simpack. The developed multibody dynamics model is validated from the field trials conducted in Kolkata, India, by matching vehicle motion and ride comfort indices along the track. Validated multibody dynamics model is then used for simulating different running scenarios according to the central composite design (CCD) scheme. Data generated from the multibody dynamics model under different operating scenarios are taken as inputs and outputs target data for a deep neural network (DNN) model. Results of the RSM approach indicate that lower friction at the rail-wheel contact is desirable for lower wear indices and smaller derailment coefficients. Operating speed, in the speed range considered, has little influence on wear index and derailment coefficient. Results of the developed DNN model demonstrate that the mean absolute percentage error (MAPE) value is lower than 4% for all the eight wheels in both training and test.

铁路中的脱轨和车轮磨损是令人关注的主要问题,其中涉及复杂的运行参数和相互冲突的动力学参数。地铁列车要经历急转弯、陡坡、频繁的高加减速以及高峰时段的超载,这些都增加了问题的多元性。在这项工作中,我们试图研究 BEML(巴拉特运土有限公司)地铁列车在不同运行情况下所有八个车轮的脱轨系数和车轮磨损情况。通过响应面方法(RSM),改变车速、车轴载荷和轨道与车轮接触处的摩擦力,生成各种运行条件。为此,使用商业软件 Simpack 建立了一个复制 BEML 地铁客车的多体车辆动力学模型。在印度加尔各答进行的现场试验中,通过沿轨道匹配车辆运动和乘坐舒适度指数,对所开发的多体动力学模型进行了验证。验证后的多体动力学模型根据中央复合设计(CCD)方案用于模拟不同的运行场景。多体动力学模型在不同运行场景下生成的数据被用作深度神经网络(DNN)模型的输入和输出目标数据。RSM 方法的结果表明,轨道与车轮接触处的摩擦力越小,磨损指数越低,脱轨系数越小。在考虑的速度范围内,运行速度对磨损指数和脱轨系数的影响很小。所开发 DNN 模型的结果表明,在培训和测试中,所有八个车轮的平均绝对百分比误差 (MAPE) 值均低于 4%。
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引用次数: 0
Few-shot fault diagnosis of rolling bearing via mutual centralized learning combining simple and parameter-free attention 通过结合简单注意力和无参数注意力的相互集中学习,对滚动轴承进行少量故障诊断
IF 2.2 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-09-09 DOI: 10.1007/s40430-024-05180-7
Keheng Zhu, Dexian Tang, Liang Chen, Chaoge Wang, Xueyi Zhang, Xiong Hu

The development of deep learning has led to great success in the bearing fault diagnosis. However, the issue of limited fault samples impedes the extensive application of most fault diagnosis approaches based on deep learning. To address this challenge, a new few-shot fault diagnosis method based on mutual centralized learning (MCL) and simple and parameter-free attention (SimAM) is put forward in this paper. First, MCL is adopted to diagnose the bearing fault with small samples, which employs a bidirectional approach rather than the traditional unidirectional method to better learn mutual affiliations between the fault features, having better few-shot classification ability. Furthermore, a new feature extractor module is constructed through the SimAM to improve the feature extraction capability of the MCL model by providing better feature maps for classification. The effectiveness of the proposed method is tested on CWRU bearing dataset and our own bearing dataset. The experimental results show that the proposed MCL-SimAM model can effectively recognize the bearing fault with few samples. Additionally, the comparison experiments demonstrate that the proposed model is superior to the comparable models [relation network (RN), prototypical network (PN), and matching network (MN), deep subspace networks (DSN), and ridge regression differentiable discriminator (R2D2)], which has a better recognition accuracy in few-shot scenarios.

深度学习的发展为轴承故障诊断带来了巨大成功。然而,故障样本有限的问题阻碍了大多数基于深度学习的故障诊断方法的广泛应用。为解决这一难题,本文提出了一种基于相互集中学习(MCL)和简单无参数注意(SimAM)的新的少量故障诊断方法。首先,采用 MCL 方法对轴承故障进行小样本诊断,该方法采用双向方法而非传统的单向方法,能更好地学习故障特征之间的相互隶属关系,具有更好的少量故障分类能力。此外,还通过 SimAM 构建了一个新的特征提取模块,以提高 MCL 模型的特征提取能力,为分类提供更好的特征图。在 CWRU 轴承数据集和我们自己的轴承数据集上测试了所提方法的有效性。实验结果表明,所提出的 MCL-SimAM 模型只需少量样本就能有效识别轴承故障。此外,对比实验表明,所提出的模型优于同类模型(关系网络(RN)、原型网络(PN)和匹配网络(MN)、深子空间网络(DSN)和脊回归可微分判别器(R2D2)),在少样本场景下具有更高的识别准确率。
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引用次数: 0
Numerical investigation of axial flow effects on Taylor–Couette instability: influence of cylinder radius ratios and stabilization mechanisms 轴向流对泰勒-库埃特不稳定性影响的数值研究:圆柱体半径比和稳定机制的影响
IF 2.2 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-09-08 DOI: 10.1007/s40430-024-05187-0
Mahmoud Charmiyan, Amir Mohammad Hashemi, Ali Joodaki, Fethi Aloui

The investigation of various instabilities in the fluid flow between two rotating cylinders, known as Taylor–Couette instability, has significant implications for the design of industrial equipment. One effective method of controlling flow instabilities is by introducing axial flow to Taylor–Couette flow. In this study, the impact of adding axial flow to Taylor–Couette at different radii ratios was numerically analyzed using the direct protocol approach. This involved creating Taylor vortex flow first, followed by introducing axial flow to eliminate the vortices and stabilize the flow. The research was conducted on seven radius ratios, ranging from 0.77 to 0.95. The shape of the vortices, as well as their formation and disappearance, were examined using vorticity contours and velocity levels. The axial Reynolds number of the flow stabilizer was calculated using velocity profiles and skin friction coefficient evolution on the inner cylinder for each case. The results indicate that decreasing the ratio of the inner and outer cylinder radii resulted in a significant reduction of the Axial Re-laminarization Reynolds Number (ARRN) of the flow. The skin friction coefficient value reaches its minimum value, and when the axial Reynolds number reaches ARRN, it remains constant along the length of the inner cylinder. Finally, a mathematical equation was formulated to forecast changes in the axial re-laminarized Reynolds number in relation to the radius ratio of the two cylinders.

对两个旋转圆筒之间流体流动的各种不稳定性(即泰勒-库埃特不稳定性)的研究对工业设备的设计具有重要意义。控制流动不稳定性的一种有效方法是在泰勒-库埃特流动中引入轴向流。在本研究中,采用直接协议法对在不同半径比的泰勒-库埃特流中加入轴向流的影响进行了数值分析。这包括首先产生泰勒涡流,然后引入轴向流以消除涡流并稳定流动。研究针对从 0.77 到 0.95 的七个半径比进行。研究使用涡度等值线和速度水平对涡流的形状及其形成和消失进行了检验。利用每种情况下内圆筒上的速度曲线和表皮摩擦系数的演变计算了流动稳定器的轴向雷诺数。结果表明,减小内外圆筒半径之比可显著降低流动的轴向再层流雷诺数(ARRN)。表皮摩擦系数值达到最小值,当轴向雷诺数达到 ARRN 时,沿内圆柱体长度方向保持恒定。最后,制定了一个数学公式来预测轴向再分层雷诺数与两个圆柱体半径比的关系变化。
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Journal of The Brazilian Society of Mechanical Sciences and Engineering
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