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An Integrated Bearing Fault Diagnosis Method Based on Multibranch SKNet and Enhanced Inception-ResNet-v2 基于多分支 SKNet 和增强型 Inception-ResNet-v2 的集成轴承故障诊断方法
IF 1.6 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2024-02-21 DOI: 10.1155/2024/9071328
Baoquan Hu, Jun Liu, Yue Xu, Tianlong Huo
Deep learning has recently received extensive attention in the field of rolling-bearing fault diagnosis owing to its powerful feature expression capability. With the help of deep learning, we can fully extract the deep features hidden in the data, significantly improving the accuracy and efficiency of fault diagnosis. Despite this progress, deep learning still faces two outstanding problems. (1) Each layer uses the same convolution kernel to extract features, making it difficult to adaptively select convolution kernels based on the features of the input image, which limits the network’s adaptability to different input features and leads to weak feature extraction. (2) Large number of parameters and long training time. To solve the above problems, this paper proposes an integrated deep neural network that combines an improved selective kernel network (SKNet) with an enhanced Inception-ResNet-v2, named SIR-CNN. First, based on the SKNet, a new three-branch SKNet was designed. Second, the new SKNet is embedded into a depthwise separable convolution network such that the model can adaptively select convolution kernels of different sizes during training. Furthermore, the convolution structure in the Inception-ResNet-v2 network was replaced by the improved depthwise separable convolution network to achieve effective feature extraction. Finally, the time-frequency maps of the raw vibration signals are obtained through short-time Fourier transform (STFT) and then sent to the proposed SIR-CNN network for experiments. The experimental results show that the proposed SIR-CNN achieves superior performance compared to other methods.
深度学习因其强大的特征表达能力,近年来在滚动轴承故障诊断领域受到广泛关注。借助深度学习,我们可以充分提取隐藏在数据中的深层特征,显著提高故障诊断的准确性和效率。尽管取得了这一进展,深度学习仍面临两个突出问题。(1)各层使用相同的卷积核提取特征,难以根据输入图像的特征自适应地选择卷积核,限制了网络对不同输入特征的适应性,导致特征提取能力较弱。(2) 参数数量多,训练时间长。为解决上述问题,本文提出了一种集成深度神经网络,将改进的选择性内核网络(SKNet)与增强型 Inception-ResNet-v2 结合起来,命名为 SIR-CNN。首先,在 SKNet 的基础上设计了一个新的三分支 SKNet。其次,将新的 SKNet 嵌入到深度可分离卷积网络中,这样模型就能在训练过程中自适应地选择不同大小的卷积核。此外,Inception-ResNet-v2 网络中的卷积结构被改进的深度可分离卷积网络所取代,以实现有效的特征提取。最后,通过短时傅里叶变换(STFT)获得原始振动信号的时频图,然后将其发送到所提出的 SIR-CNN 网络中进行实验。实验结果表明,与其他方法相比,所提出的 SIR-CNN 实现了更优越的性能。
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引用次数: 0
Stiffness Modeling of Tooth Interior Fatigue and Tooth Flank Fracture and Their Fault Characteristics in Electromechanical Coupling Systems 机电耦合系统中齿内疲劳和齿面断裂的刚度建模及其故障特征
IF 1.6 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2024-02-15 DOI: 10.1155/2024/9931058
Lin Han, Dianrui Wang, Muhammad Anwar Jan, Fuchun Yang
Tooth flank fracture (TFF) and tooth interior fatigue fracture (TIFF) usually occur on case-harden gears in electromechanical coupling systems, both starting from the core caused by metal fatigue. The cracks propagate rapidly compared with the total life of a gear, so that it is necessary to detect and identify the faults in time when they take place in order to avoid danger. In this paper, the time-varying mesh stiffness model of two types of faults is established by the potential energy method and validating by the finite element method. Based on the stiffness model, the influence of faults on the electromechanical system and their fault characteristics are analyzed, which provides a theoretical basis for the health detection of electromechanical coupling systems. The results indicate that in the early stage of the three faults, i.e., tooth root fracture, tooth interior fatigue fracture, and tooth flank fracture, it is hard to discriminate the faults. But after the second stage, the faults can be distinguished by the vibration amplitude, frequency band components, and phase diagrams. The TFF can be discerned into different stages by frequency domains and phase diagrams. When the fracture occurs completely, three faults can be easily distinguished by the time domain and phase diagram. In the frequency domain, the TRF can also be distinguished from the other two faults by referring to the sideband component near the meshing frequency.
齿面断裂(TFF)和齿内疲劳断裂(TIFF)通常发生在机电联轴器系统中的表面硬化齿轮上,两者都是从金属疲劳引起的核心开始的。与齿轮的总寿命相比,裂纹的扩展速度很快,因此有必要在发生故障时及时检测和识别,以避免危险。本文通过势能法建立了两种故障的时变啮合刚度模型,并通过有限元法进行了验证。基于刚度模型,分析了故障对机电系统的影响及其故障特征,为机电耦合系统的健康检测提供了理论依据。结果表明,在齿根断裂、齿内疲劳断裂和齿面断裂这三种故障的早期阶段,很难对故障进行判别。但在第二阶段之后,可通过振动振幅、频带成分和相位图来区分故障。通过频域和相图可将 TFF 区分为不同阶段。当断裂完全发生时,通过时域图和相位图可以很容易地分辨出三种断层。在频域中,TRF 也可以通过啮合频率附近的边带分量与其他两种故障区分开来。
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引用次数: 0
Uncertainty Quantification of Vibroacoustics with Deep Neural Networks and Catmull–Clark Subdivision Surfaces 利用深度神经网络和 Catmull-Clark 细分曲面量化振动声学的不确定性
IF 1.6 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2024-02-10 DOI: 10.1155/2024/7926619
Zhongbin Zhou, Yunfei Gao, Yu Cheng, Yujing Ma, Xin Wen, Pengfei Sun, Peng Yu, Zhongming Hu
This study proposes an uncertainty quantification method based on deep neural networks and Catmull–Clark subdivision surfaces for vibroacoustic problems. The deep neural networks are utilized as a surrogate model to efficiently generate samples for stochastic analysis. The training data are obtained from numerical simulation by coupling the isogeometric finite element method and the isogeometric boundary element method. In the simulation, the geometric models are constructed with Catmull–Clark subdivision surfaces, and meantime, the physical fields are discretized with the same spline functions as used in geometric modelling. Multiple deep neural networks are trained to predict the sound pressure response for various parameters with different numbers and dimensions in vibroacoustic problems. Numerical examples are provided to demonstrate the effectiveness of the proposed method.
本研究针对振动声学问题提出了一种基于深度神经网络和 Catmull-Clark 细分曲面的不确定性量化方法。利用深度神经网络作为代用模型,可有效生成用于随机分析的样本。训练数据通过等几何有限元法和等几何边界元法的耦合数值模拟获得。在模拟中,几何模型采用 Catmull-Clark 细分曲面构建,同时,物理场采用与几何建模相同的样条函数离散化。对多个深度神经网络进行了训练,以预测振动声学问题中不同数量和尺寸的各种参数的声压响应。我们提供了一些数值示例来证明所提方法的有效性。
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引用次数: 0
Research on the Influence of Characteristics of the Annular Connecting Pipe on the Transmission Loss of the Expanded Exhaust Muffler 环形连接管特性对膨胀式排气消声器传输损耗的影响研究
IF 1.6 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2024-02-06 DOI: 10.1155/2024/3404328
Yue Cheng, Wenhua Yuan, Jun Fu, Yi Ma, Wei Zheng
In order to broaden the muffler frequency band in the low-frequency range of the exhaust muffler and to achieve the purpose of broadband noise reduction, in this paper, a model of an annular connecting pipe muffler is proposed using the finite element method (FEM) to simulate the nonreflection boundary condition and to solve the transmission loss (TL). In addition, the experimental value is obtained by the spatial five-point measurement method and compared with the simulated value, and the validity and reliability of the solution model are verified. Compared with a simple expansion muffler, the average TL of the annular connecting pipe muffler is increased by 11.86 dB, and the maximum TL is increased by 18.31 dB, effectively widening the muffler frequency area, and the overall performance is effectively improved. Finally, the influence of structural factors is analyzed, including the width (W) of the annular connecting pipe, the length (L) of the annular connecting pipe, and the length ratio (m) of the front and rear chambers on the TL and on the width of the anechoic frequency band. The results reveal that the width and length of the annular connecting pipe and front-to-back cavity length ratio are the most significant factors to influence the TL, muffler frequency band, and elimination or reduction of the passing frequency, respectively.
为了拓宽排气消声器低频范围内的消声频带,达到宽带降噪的目的,本文提出了一种环形连通管消声器模型,利用有限元法(FEM)模拟非反射边界条件,求解传输损耗(TL)。此外,还通过空间五点测量法获得了实验值,并与模拟值进行了比较,验证了求解模型的有效性和可靠性。与简单的膨胀式消声器相比,环形连接管消声器的平均 TL 增加了 11.86 dB,最大 TL 增加了 18.31 dB,有效拓宽了消声器的频率区域,整体性能得到有效改善。最后,分析了环形连接管的宽度(W)、环形连接管的长度(L)以及前后腔体的长度比(m)等结构因素对 TL 和消声频带宽度的影响。结果表明,环形连接管的宽度和长度以及前后腔长度比分别是影响 TL、消声频带以及消除或降低通过频率的最主要因素。
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引用次数: 0
Multiobjective Optimization of Composite Material Seat Plate for Mortar Based on the Hybrid Surrogate Model 基于混合代用模型的砂浆复合材料座板的多目标优化
IF 1.6 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2024-01-30 DOI: 10.1155/2024/8387179
Fengfeng Wang, Chundong Xu, Lei Li
As an important force transmission component of mortars, the seat plate affects some core indicators of mortars such as range, shooting accuracy, and maneuverability. In order to withstand huge impact loads, the seat plate was previously made of metal, which accounts for approximately 30%–45% of the total weight of the gun. The drawbacks of the heavy weight of the seat plate, which are not conducive to transportation and transfer, run counter to the current direction of the mortar’s lightweight development. The application of composite materials can greatly reduce the weight of the seat plate, but it exacerbates the contradiction between the mobility and combat effectiveness of mortars. In order to achieve the best match between mortar stability and maneuverability, a multiobjective optimization of composite material layers for seat plates is proposed, utilizing the designability of composite material layers. First, a fiber continuity model based on dropout sequence is adopted to solve the problems existing in the design of inherent continuity classes for composite layered fibers. Second, a hybrid surrogate model that considers the composite material seat plate quality, structural strength, shooting stability, shooting accuracy, and various working conditions is considered. Then, in order to improve the optimization efficiency and robustness of the algorithm, a multiobjective optimization algorithm based on the Chebyshev combination pattern is used to solve the mixed surrogate model. Finally, the optimization results are comprehensively evaluated against the optimization objectives. Research has shown that the method proposed in this article can effectively solve the time-consuming problem of multiobjective optimization, improve the accuracy of hybrid surrogate models, and meet the expected requirements of multiobjective optimization of composite material seat plates. While ensuring shooting stability, the weight of the seat plate is reduced by 18.43% compared to the metal seat plate, which has important application value for lightweight design of mortars.
座板作为迫击炮的重要传力部件,影响着迫击炮的一些核心指标,如射程、射击精度、机动性等。为了承受巨大的冲击载荷,以前的座板都是金属制造的,约占火炮总重量的 30%-45%。座板重量大,不利于运输和转移的缺点,与当前迫击炮轻量化的发展方向背道而驰。复合材料的应用可以大大减轻座板的重量,但却加剧了迫击炮机动性与战斗力之间的矛盾。为了实现迫击炮稳定性与机动性的最佳匹配,利用复合材料层的可设计性,提出了座板复合材料层的多目标优化方案。首先,采用基于脱落序列的纤维连续性模型来解决复合材料分层纤维固有连续性等级设计中存在的问题。其次,考虑了复合材料座板质量、结构强度、射击稳定性、射击精度和各种工况条件的混合代用模型。然后,为了提高算法的优化效率和鲁棒性,采用基于切比雪夫组合模式的多目标优化算法求解混合代用模型。最后,根据优化目标对优化结果进行综合评价。研究表明,本文提出的方法能有效解决多目标优化耗时长的问题,提高混合代用模型的精度,满足复合材料座板多目标优化的预期要求。在保证射击稳定性的同时,座板重量比金属座板减轻了 18.43%,对砂浆轻量化设计具有重要的应用价值。
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引用次数: 0
Dynamic Response of Offshore Wind Turbine with a New Monopile Foundation under Different Lateral and Seismic Loadings 使用新型单桩地基的近海风力涡轮机在不同侧向和地震荷载下的动态响应
IF 1.6 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2024-01-30 DOI: 10.1155/2024/2329389
Mehdi Ebadi-Jamkhaneh, Denise-Penelope N. Kontoni
Using a monopile foundation due to a reliable and simple technology has a wide application in engineering structures. This paper investigates numerically the performance of an offshore wind turbine with a monopile foundation equipped with a restriction plate at a middle inside height of the monopile under the wind, wave, and seismic loadings. Different parameters, including wind velocity, wave period, wave height, soil characteristics, and combination of loadings, are considered in nonlinear finite element dynamic analyses. Results are given in terms of the distribution of displacement and bending moment over the turbine height and frequencies. The results reveal that by increasing the wind velocity, the responses of the tower increase, and the wind load acting on the hub has the most important effect on the turbine behavior rather than the wind load acting on the tower body. Furthermore, the values of maximum displacement and bending moment under wind and wave loading decrease with the increase of the shear strength of the soil, whereas the responses of the tower under earthquake loading increase. Generally, it is necessary to consider the effect of a combination of wind, wave, and earthquake loadings on the design of the turbine tower.
单桩基础技术可靠、简单,在工程结构中应用广泛。本文通过数值计算研究了单桩基础的海上风力涡轮机在风、波和地震荷载作用下的性能,单桩基础在中间内侧高度处装有限制板。在非线性有限元动态分析中考虑了不同的参数,包括风速、波周期、波高、土壤特性和荷载组合。结果显示了位移和弯矩在涡轮机高度和频率上的分布。结果表明,随着风速的增加,塔架的响应也随之增加,作用在轮毂上的风荷载对涡轮机行为的影响最大,而不是作用在塔身上的风荷载。此外,风荷载和波浪荷载下的最大位移和弯矩值随着土壤抗剪强度的增加而减小,而塔架在地震荷载下的响应则增加。一般来说,有必要考虑风荷载、波浪荷载和地震荷载对风电塔筒设计的综合影响。
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引用次数: 0
Pole Allocation Applied to Two Buildings Connected by Joint Damper 应用于由联合阻尼器连接的两栋建筑物的杆件分配
IF 1.6 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2024-01-27 DOI: 10.1155/2024/5363146
Yoshiki Ikeda, Yuki Matsumoto
For two adjacent buildings connected by a joint damper, an inverse problem is formulated based on the pole allocation method in control theory. The structural system is simplified as a two-degrees-of-freedom (2-DOF) lumped-mass damped shear model. The unified governing equation, which expresses the relationship between an assigned control target and the structural parameters for an earthquake-resistant building, seismically isolated building, or passively controlled building, is extended to structural control using a joint damper. The introduced equation automatically constrains the variations in the structural parameters under the assigned modal properties. The integration of the pole allocation method and fixed-point theory directly estimates the additional damping effect on the target buildings from the optimum capacity of the joint damper, which improves the trial-and-error steps at the preliminary design stage. The past fixed-point theories do not provide the additional damping effect but the optimum damping coefficient of the joint damper. The present study directly links the additional damping with the damping of the joint damper. Numerical examples are used to verify the theoretical integration using a 20-DOF building model wherein two 10-DOF models are connected by a joint damper between the top lumped masses.
对于由联合阻尼器连接的两栋相邻建筑,根据控制理论中的极点分配法提出了一个逆问题。结构系统被简化为两自由度(2-DOF)的总重阻尼剪切模型。统一的控制方程表达了抗震建筑、隔震建筑或被动控制建筑的指定控制目标与结构参数之间的关系,该方程被扩展到使用联合阻尼器的结构控制中。引入的方程可自动约束指定模态特性下的结构参数变化。极点分配法与定点理论的结合可直接从联合阻尼器的最佳能力中估算出目标建筑物的额外阻尼效果,从而改进了初步设计阶段的试错步骤。以往的定点理论不能提供附加阻尼效应,只能提供联合阻尼器的最佳阻尼系数。本研究将附加阻尼与联合阻尼器的阻尼直接联系起来。本研究使用了一个 20-DOF 建筑模型,其中两个 10-DOF 模型通过顶部块状质量之间的联合阻尼器连接在一起,并使用数值示例验证了理论整合。
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引用次数: 0
Shock Reduction Technique in Thin-Plate Structure Using Elastic Patches with Gradual Thickness Variations 使用厚度渐变弹性斑块的薄板结构减震技术
IF 1.6 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2024-01-25 DOI: 10.1155/2024/9243316
Hyun-Su Park, Dae-Hyun Hwang, Jae-Hung Han
Reducing structural shocks propagated as elastic waves in thin plate-like structures is of paramount importance in diverse engineering applications. In this study, a shock reduction method using elastic patches that deflect bending waves through wave refraction, while maintaining the structural stiffness and strength is presented. Elastic patches with gradual thickness variation were designed and thoroughly investigated both numerically and experimentally. Two types of triangular elastic patches, flat and pyramid-shaped, were utilized to refract and attenuate transient bending waves at different incident angles. All results from ray tracing, finite element analysis, and experiments consistently demonstrated the effective reduction of passing waves in areas behind the attached patches. Moreover, the influence of gradual thickness variation was thoroughly discussed. The proposed method provides a practical approach to mitigate transient shock responses in specific target areas across various structural applications without compromising structural stiffness and strength.
在各种工程应用中,减少薄板结构中以弹性波形式传播的结构冲击至关重要。本研究提出了一种减震方法,利用弹性贴片通过波折射偏转弯曲波,同时保持结构刚度和强度。研究人员设计了厚度逐渐变化的弹性贴片,并对其进行了深入的数值和实验研究。利用平面和金字塔形两种类型的三角形弹性贴片来折射和衰减不同入射角的瞬态弯曲波。射线追踪、有限元分析和实验的所有结果都一致表明,附着贴片后方区域的通过波得到了有效减弱。此外,还深入讨论了厚度渐变的影响。所提出的方法提供了一种实用的方法,可在不影响结构刚度和强度的情况下,减轻各种结构应用中特定目标区域的瞬态冲击响应。
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引用次数: 0
Analysis of Wheel Wear and Wheel-Rail Dynamic Characteristics of High-Speed Trains under Braking Conditions 制动条件下高速列车的车轮磨损和轮轨动态特性分析
IF 1.6 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2024-01-25 DOI: 10.1155/2024/9618500
Rui Song, Chenxu Lu, Lixia Sun, Zhongkai Zhang, Dilai Chen, Gang Shen
When high-speed trains operate under braking conditions, the wheel-rail interaction increases significantly, which can lead to more serious wear problems. To analyze the evolution of wheel wear and the dynamic characteristics of wheel-rail under braking conditions, this paper first carries out long-term monitoring of the service state of wheel-rail during the operation period. The study analyzed the matching characteristics of the measured wheel-rail profile and calibrated the wear model by using the collected data. The resulting wear prediction model was then used to examine the wheel wear characteristics under braking conditions. The research results indicate that during the operation period, the wheel experiences tread concave wear within a range of ±20 mm of the rolling circle, at a rate of approximately 0.05 mm per 10,000 km. Meanwhile, the rail experiences top surface wear at a natural rate of about 0.09 mm per year. Concave wear causes the contact point of the wheel-rail to appear in two zones, resulting in a sudden change of contact geometric parameters. The concave worn wheel and rail with a 60 N profile have better matching compared to the 60 rail profile. Increasing the braking torque and wheel-rail friction coefficient will significantly increase the wheel wear depth on straight sections. On small-radius curve sections, rail side lubrication can significantly reduce high rail side wheel flange wear. A worn concave wheel can lead to unfavorable wheel-rail contact geometry characteristics and increase low-frequency components in the vehicle’s lateral dynamic response.
当高速列车在制动条件下运行时,轮轨相互作用会显著增加,从而导致更严重的磨损问题。为了分析制动工况下车轮磨损的演变过程和轮轨的动态特性,本文首先对运行期间轮轨的服役状态进行了长期监测。研究分析了测量到的轮轨轮廓的匹配特性,并利用收集到的数据校准了磨损模型。然后,利用得到的磨损预测模型来研究制动条件下的车轮磨损特征。研究结果表明,在运行期间,车轮在滚动圆的±20 毫米范围内出现胎面凹面磨损,磨损率约为每 10,000 公里 0.05 毫米。同时,钢轨顶面的自然磨损率约为每年 0.09 毫米。凹面磨损会使轮轨接触点出现两个区域,导致接触几何参数发生突变。与 60 N 的轮轨轮廓相比,凹面磨损的轮轨与 60 N 的轮轨轮廓具有更好的匹配性。增加制动扭矩和轮轨摩擦系数会显著增加直线路段的车轮磨损深度。在小半径曲线路段上,轨道侧润滑可显著减少高轨道侧轮缘磨损。磨损的凹形车轮会导致不利的轮轨接触几何特性,并增加车辆横向动态响应中的低频成分。
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引用次数: 0
Retracted: High-Resolution Direction of Arrival Estimation of Underwater Multitargets Using Swarming Intelligence of Flower Pollination Heuristics 撤回:利用蜂群智能授粉启发法高分辨率估计水下多目标的到达方向
IF 1.6 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2024-01-24 DOI: 10.1155/2024/9753919
Shock and Vibration
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引用次数: 0
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Shock and Vibration
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