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One-dimensional consolidation of double-layered soil with non-Darcian flow described by exponent and threshold gradient 被引量:10
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作者 李传勋 谢康和 +1 位作者 胡安峰 胡白香 《Journal of Central South University》 SCIE EI CAS 2012年第2期562-571,共10页
Based on non-Darcian flow law described by exponent and threshold gradient within a double-layered soil, the classic theory of one-dimensional consolidation of double-layered soil was modified to consider the change o... Based on non-Darcian flow law described by exponent and threshold gradient within a double-layered soil, the classic theory of one-dimensional consolidation of double-layered soil was modified to consider the change of vertical total stress with depth and time together. Because of the complexity of governing equations, the numerical solutions were obtained in detail by finite difference method. Then, the numerical solutions were compared with the analytical solutions in condition that non-Darcian flow law was degenerated to Dary's law, and the comparison results show that numerical solutions are reliable. Finally, consolidation behavior of double-layered soil with different parameters was analyzed, and the results show that the consolidation rate of double-layered soil decreases with increasing the value of exponent and threshold of non-Darcian flow, and the exponent and threshold gradient of the first soil layer greatly influence the consolidation rate of double-layered soil. The larger the ratio of the equivalent water head of external load to the total thickness of double-layered soil, the larger the rate of the consolidation, and the similitude relationship in classical consolidation theory of double-layered soil is not satisfied. The other consolidation behavior of double-layered soil with non-Darcian flow is the same as that with Darcy's law. 展开更多
关键词 one-dimensional consolidation double-layered soil non-Darcian flow depth dependent vertical total stress timedependent loading
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Analysis of one-dimensional rheological consolidation of double-layered soil with fractional derivative Merchant model and non-Darcian flow described by non-Newtonian index 被引量:5
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作者 CUI Peng-lu LIU Zhong-yu +1 位作者 ZHANG Jia-chao FAN Zhi-cheng 《Journal of Central South University》 SCIE EI CAS CSCD 2021年第1期284-296,共13页
To further investigate the one-dimensional(1D)rheological consolidation mechanism of double-layered soil,the fractional derivative Merchant model(FDMM)and the non-Darcian flow model with the non-Newtonian index are re... To further investigate the one-dimensional(1D)rheological consolidation mechanism of double-layered soil,the fractional derivative Merchant model(FDMM)and the non-Darcian flow model with the non-Newtonian index are respectively introduced to describe the deformation of viscoelastic soil and the flow of pore water in the process of consolidation.Accordingly,an 1D rheological consolidation equation of double-layered soil is obtained,and its numerical analysis is performed by the implicit finite difference method.In order to verify its validity,the numerical solutions by the present method for some simplified cases are compared with the results in the related literature.Then,the influence of the revelent parameters on the rheological consolidation of double-layered soil are investigated.Numerical results indicate that the parameters of non-Darcian flow and FDMM of the first soil layer greatly influence the consolidation rate of double-layered soil.As the decrease of relative compressibility or the increase of relative permeability between the lower soil and the upper soil,the dissipation rate of excess pore water pressure and the settlement rate of the ground will be accelerated.Increasing the relative thickness of soil layer with high permeability or low compressibility will also accelerate the consolidation rate of double-layered soil. 展开更多
关键词 double-layered soil rheological consolidation fractional derivative non-Darcian flow non-Newtonian index finite difference method viscoelasticity
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Jet formation and penetration performance of a double-layer charge liner with chemically-deposited tungsten as the inner liner 被引量:3
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作者 Bihui Hong Wenbin Li +2 位作者 Yiming Li Zhiwei Guo Binyou Yan 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第3期374-385,共12页
This paper proposes a type of double-layer charge liner fabricated using chemical vapor deposition(CVD)that has tungsten as its inner liner.The feasibility of this design was evaluated through penetration tests.Double... This paper proposes a type of double-layer charge liner fabricated using chemical vapor deposition(CVD)that has tungsten as its inner liner.The feasibility of this design was evaluated through penetration tests.Double-layer charge liners were fabricated by using CVD to deposit tungsten layers on the inner surfaces of pure T2 copper liners.The microstructures of the tungsten layers were analyzed using a scanning electron microscope(SEM).The feasibility analysis was carried out by pulsed X-rays,slug-retrieval test and static penetration tests.The shaped charge jet forming and penetration law of inner tungsten-coated double-layer liner were studied by numerical simulation method.The results showed that the double-layer liners could form well-shaped jets.The errors between the X-ray test results and the numerical results were within 11.07%.A slug-retrieval test was found that the retrieved slug was similar to a numerically simulated slug.Compared with the traditional pure copper shaped charge jet,the penetration depth of the double-layer shaped charge liner increased by 11.4% and>10.8% respectively.In summary,the test results are good,and the numerical simulation is in good agreement with the test,which verified the feasibility of using the CVD method to fabricate double-layer charge liners with a high-density and high-strength refractory metal as the inner liner. 展开更多
关键词 Shaped charge Chemical vapor deposition TUNGSTEN double-layer charge liner X-ray PENETRATION
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Time-sequenced damage behavior of reactive projectile impacting double-layer plates 被引量:1
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作者 Ying Yuan Yi-qiang Cai +3 位作者 Huan-guo Guo Peng-wan Chen Rui Liu Hai-fu Wang 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2023年第9期263-272,共10页
The time-sequenced damage behavior of the reactive projectile impacting double-layer plates is discussed.The analytical model considering the combined effect of kinetic and chemical energy is developed to reveal the d... The time-sequenced damage behavior of the reactive projectile impacting double-layer plates is discussed.The analytical model considering the combined effect of kinetic and chemical energy is developed to reveal the damage mechanism.The influences of impact velocity and reactive projectile chemical characteristics on the damage effect are decoupled analyzed based on this model.These analyses indicate that the high energy releasing efficiency and fast reaction propagation velocity of the reactive projectile are conducive to enhancing the damage effect.The experiments with various reactive projectiles impact velocity increasing from 702 to 1385 m/s were conducted to verify this model.The experimental results presented that,the damage hole radius of the rear-plate increases with the increase of impact velocity.At the impact velocity of 1350 m/s,the radius of damage hole formed by PTFE/Al/Bi_(2)O_(3),PTFE/Al/MoO_(3),PTFE/Al/Fe_(2)O_(3)projectile on the rear-plate become smaller in sequence.These results are consistent with the analytical model prediction,demonstrating that this model can predict the damage effect quantitatively.This work is of constructive significance to the application of reactive projectiles. 展开更多
关键词 Reactive projectile Damage behaviors Impact double-layer plates
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Preparation of spiro-type quaternary ammonium salt via economical and efficient synthetic route as electrolyte for electric double-layer capacitor 被引量:4
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作者 周宏明 孙文佼 李荐 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第7期2435-2439,共5页
A spiro-type quaternary ammonium salt, spiro-(1,1′)-bipyrrolidinium tetrafluoroborate(SBP-BF4) was successfully prepared by an economical and efficient three-step process comprising the cyclization reaction of 1,4-di... A spiro-type quaternary ammonium salt, spiro-(1,1′)-bipyrrolidinium tetrafluoroborate(SBP-BF4) was successfully prepared by an economical and efficient three-step process comprising the cyclization reaction of 1,4-dibromobutane and pyrrolidine, and subsequent ion exchange pathway with KOH followed by neutralization reaction via HBF4 in the system of ethanol solution. 1H NMR, 13 C NMR, FI-IR and XPS analyses showed the structure of SBP-BF4. The as-obtained SBP-BF4 was dissolved in AN and used as the electrolyte for supercapacitor. Electrochemical measurements demonstrate that, compared with commercial electrolyte TEMA-BF4/AN, SBP-BF4/AN exhibits high ionic conductivity, lower resistance and improved cycling performance, which is due to its smaller ion size and stable symmetry structure. 展开更多
关键词 spiro-type quaternary ammonium salt synthesis electrolyte electric double-layer capacitor
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Novel technology on preparation of double-layered pellets for sulfur and arsenic-bearing gold concentrates 被引量:1
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作者 杨永斌 崔丽娜 +3 位作者 李希山 李骞 姜涛 戈捷 《Journal of Central South University》 SCIE EI CAS 2013年第11期2967-2973,共7页
Double-layered pellet (DLP) roasting is a novel pretreatment method for sulfur and arsenic-bearing gold concentrates. In this process, preparation of DLPs is a fundamental step which is required to produce DLPs with... Double-layered pellet (DLP) roasting is a novel pretreatment method for sulfur and arsenic-bearing gold concentrates. In this process, preparation of DLPs is a fundamental step which is required to produce DLPs with favorable mechanical strength and thermal stability. Studies were carried out to investigate the affecting factors and conditions on the preparation and properties of DLPs. The results show that moisture content has significant influence on DLPs preparation. With the increase of moisture content in the range of no more than 9.8%, drop resistance and compressive strength of green DLPs are raised and the pelletizing dynamics is improved accordingly. The optimum conditions are determined as moisture content of 9.8%, coating time of 14-16 min, drying temperature 〈80 ℃and drying gas velocity 〈1.2 m/s. When DLPs prepared under these conditions are roasted at 600 ℃ for 1 h, favorable removal and solidifying rates can be obtained, in which the removal rates of arsenic and sulfur are 94.38% and 82.55%, and the solidifying rates of arsenic and sulfur reach 99.62% and 99.79%, respectively. These results promise industrial application of DLP roasting. 展开更多
关键词 sulfur and arsenic-bearing gold ores double-layered pellets PELLETIZING gold ores pretreatment ROASTING
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Limit variation analysis of shallow rectangular tunnels collapsing with double-layer rock mass based on a three-dimensional failure mechanism 被引量:1
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作者 ZHAO Lian-heng HU Shi-hong +2 位作者 YANG Xin-ping HUANG Fu ZUO Shi 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第7期1794-1806,共13页
In the framework of upper bound theorem of limit analysis, the progressive collapse of shallow rectangular tunnels with double-layer rock mass has been theoretically analyzed based on the three-dimensional (3D) veloci... In the framework of upper bound theorem of limit analysis, the progressive collapse of shallow rectangular tunnels with double-layer rock mass has been theoretically analyzed based on the three-dimensional (3D) velocity discontinuity surfaces. According to the virtual work principle, the difference theorem and the variation method, the collapse surface of double-layer rock mass is determined based on the Hoek-Brown failure criterion. The formula can be degenerated to a single-layer rock collapsing problem when the rock mass is homogeneous. To estimate the validity of the result, the numerical simulation software PLAXIS 3D is used to simulate the collapse of shallow tunnels with double-layer rock mass, and the comparative analysis shows that numerical results are in good agreement with upper-bound solutions. According to the results of parametric analysis, the potential range of collapse of a double-layer rock mass above a shallow cavity decreases with a decrease in A1/A2,σci1/σci2 and σtm1/σtm2 and an increase in B1/B2,γ1/γ2. The range will decrease with a decrease in support pressure q and increase with a decrease in surface overload σs. Therefore, reinforced supporting is beneficial to improve the stability of the cavity during actual construction. 展开更多
关键词 shallow tunnels three-dimensional collapse double-layer rock mass Hoek-Brown failure criterion variation analysis upper bound limit analysis
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Influence of polyethylene glycol on pore structure and electric double-layer capacitance of carbon xerogel
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作者 侯朝辉 李新海 +2 位作者 何则强 刘恩辉 邓凌峰 《Journal of Central South University of Technology》 2004年第3期255-260,共6页
Mesoporous polyethylene glycol-resorcinol and formaldehyde(PEG-RF) carbon xerogels were prepared by a new polymer blend method in which PEG-RF mixed organic xerogels were synthesized by blending thermally unstable p... Mesoporous polyethylene glycol-resorcinol and formaldehyde(PEG-RF) carbon xerogels were prepared by a new polymer blend method in which PEG-RF mixed organic xerogels were synthesized by blending thermally unstable polyethylene glycol with organic monomers, resorcinol and formaldehyde and then subjected to pyrolization at 1 000 ℃. The influences of mass ratio of PEG to the theoretical yield of RF xerogel, m(PEG)/m(RF) and the (relative) molecular mass of PEG on the pore structure and electric double layer capacitance(EDLC) performance of PEG-RF carbon xerogels were investigated. The results show that PEG under different conditions leads to the difference of phase separation structure of the polymer blend and thus the change of pore structure of PEG-RF carbon xerogels. Specific surface area and capacity of PEG-RF carbon xerogels in 30% H2SO4 solution can reach (755 m2/g) and 150 F/g, respectively. Their surface can be fully utilized to form electric double layer. However, the pore structure differences of PEG-RF carbon xerogels result in their different EDLC performances. The distributed capacitance effect increases with decreasing the pore size of PEG-RF carbon xerogels. 展开更多
关键词 polymer blend method polyethylene glycol carbon xerogel electric double-layer capacitance
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The optimized design of a double-layer flow chamber
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作者 Ye ZENG,Yi LAI,Bing MAO,Ting GAO,Xiaoheng LIU(Institute of Biomedical Engineering,West China Medical Center,Sichuan University,Chengdu,610041) 《医用生物力学》 EI CAS CSCD 2009年第S1期115-115,共1页
Introduction Blood flow provides a mechanical condition for blood cells and vessels,especially for endothelial cells.It is important to understand the mechanical characteristics of
关键词 FLOW The optimized design of a double-layer flow chamber
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Gear flank modification and precision control based on electronic gearbox
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作者 TIAN Xiao-qing LU Yi-guo +5 位作者 YOU Tong-fei TANG Jian-ping RUI Xiao-yu LI Guang-hui XIA Lian HAN Jiang 《Journal of Central South University》 2025年第2期509-522,共14页
Gear flank modification is essential to reduce the noise generated in the gear meshing process,improve the gear transmission performance,and reduce the meshing impact.Aiming at the problem of solving the additional mo... Gear flank modification is essential to reduce the noise generated in the gear meshing process,improve the gear transmission performance,and reduce the meshing impact.Aiming at the problem of solving the additional motions of each axis in the higher-order topology modification technique and how to accurately add the different movements expressed in the form of higher-order polynomials to the corresponding motion axes of the machine tool,a flexible higher-order gear topology modification technique based on an electronic gearbox is proposed.Firstly,a two-parameter topology gear surface equation and a grinding model of wheel grinding gears are established,and the axial feed and tangential feed are expressed in a fifth-order polynomial formula.Secondly,the polynomial coefficients are solved according to the characteristics of the point contact when grinding gears.Finally,an improved electronic gearbox model is constructed by combining the polynomial interpolation function to achieve gear topology modification.The validity and feasibility of the modification method based on the electronic gearbox are verified by experimental examples,which is of great significance for the machining of modification gears based on the continuous generative grinding method of the worm grinding wheel. 展开更多
关键词 gear grinding topological modification polynomial interpolation electronic gearbox grinding model
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Application of particle swarm optimization blind source separation technology in fault diagnosis of gearbox 被引量:5
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作者 黄晋英 潘宏侠 +1 位作者 毕世华 杨喜旺 《Journal of Central South University》 SCIE EI CAS 2008年第S2期409-415,共7页
Blind source separation (BBS) technology was applied to vibration signal processing of gearbox for separating different fault vibration sources and enhancing fault information. An improved BSS algorithm based on parti... Blind source separation (BBS) technology was applied to vibration signal processing of gearbox for separating different fault vibration sources and enhancing fault information. An improved BSS algorithm based on particle swarm optimization (PSO) was proposed. It can change the traditional fault-enhancing thought based on de-noising. And it can also solve the practical difficult problem of fault location and low fault diagnosis rate in early stage. It was applied to the vibration signal of gearbox under three working states. The result proves that the BSS greatly enhances fault information and supplies technological method for diagnosis of weak fault. 展开更多
关键词 PSO BLIND source SEPARATION FAULT diagnosis FAULT information enhancement gearbox
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Frequency Demodulation Analysis Method for Fault Diagnosis of Planetary Gearboxes 被引量:3
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作者 FENG Zhipeng CHU Fulei 《中国电机工程学报》 EI CSCD 北大核心 2013年第11期I0016-I0016,共1页
Although envelope spectrum does not involve complicated sideband,thus has a much simpler structure than the common Fourier spectrum,it is still subject to the efect of planets passing or time variant vibration transfe... Although envelope spectrum does not involve complicated sideband,thus has a much simpler structure than the common Fourier spectrum,it is still subject to the efect of planets passing or time variant vibration transfer pams.The presence of planets passing frequency,sun gear rotating frequency,or planet carrier rotating frequency in the envelope spectrum may confuse the analysis in fault diagnosis.Therefore,it is important to look for an approach to remove the interferences caused by the efect of planets passing or time variant vibration transfer paths. 展开更多
关键词 planetary gearbox fault diagnosis frequency modulation DEMODULATION instantaneous frequency spectrum
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Research on Gear-broken Fault Diagnosis in a Tank Gearbox 被引量:1
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作者 安钢 李胜利 +1 位作者 樊新海 赵沛然 《Defence Technology(防务技术)》 SCIE EI CAS 2007年第4期251-255,共5页
A fault diagnosis method of working position gear in a tank gearbox is put forward based on simulating the fault of working position gear in an actual tank,extracting the envelope of vibration signal by Hilbert transf... A fault diagnosis method of working position gear in a tank gearbox is put forward based on simulating the fault of working position gear in an actual tank,extracting the envelope of vibration signal by Hilbert transformation amplitude demodulation method,and zooming the low-frequency band to envelope signal. 展开更多
关键词 坦克 变速箱 齿轮断裂 故障诊断 特征提取
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基于ISDP和膨胀胶囊网络的风电机组齿轮箱故障诊断 被引量:2
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作者 李俊卿 韩小平 +4 位作者 黄涛 张承志 刘若尧 何玉灵 刘雨田 《智慧电力》 北大核心 2025年第3期27-34,共8页
针对风电机组齿轮箱故障信号受多噪声、多转速影响难以处理的问题,提出一种基于优化变分模态分解(VMD)的改进对称点图(ISDP)和膨胀胶囊网络(DCapsNet)结合的故障诊断方法。首先,提出利用均方根误差和皮尔逊相关系数优化VMD最佳分解数量... 针对风电机组齿轮箱故障信号受多噪声、多转速影响难以处理的问题,提出一种基于优化变分模态分解(VMD)的改进对称点图(ISDP)和膨胀胶囊网络(DCapsNet)结合的故障诊断方法。首先,提出利用均方根误差和皮尔逊相关系数优化VMD最佳分解数量和惩罚因子的方法,并利用优化后的VMD对故障信号降噪;其次,将去噪后的故障信号转化为多通道多间隔的ISDP;最后,将ISDP输入DCapsNet进行训练。实验结果表明,所提ISDP-DCapsNet方法相比于其他故障诊断方法,具备良好的精确性和有效性。 展开更多
关键词 齿轮箱 故障诊断 变分模态分解 胶囊网络 对称点图
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电机电流瞬时频率极坐标视图及其在RV齿轮箱故障诊断中的应用 被引量:2
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作者 徐凯 伍星 +1 位作者 王东晓 柳小勤 《振动工程学报》 北大核心 2025年第6期1326-1334,共9页
电机电流监测系统凭借非侵入式、成本低的优势受到了广泛关注,但常用的电流频谱分析容易受到固有谐波以及安装误差的影响,并且高幅值基频会弱化故障特征。为了揭示齿轮故障导致的啮合刚度降低对电机电流频率调制的影响规律,建立了包含... 电机电流监测系统凭借非侵入式、成本低的优势受到了广泛关注,但常用的电流频谱分析容易受到固有谐波以及安装误差的影响,并且高幅值基频会弱化故障特征。为了揭示齿轮故障导致的啮合刚度降低对电机电流频率调制的影响规律,建立了包含故障齿轮啮合刚度的电机电流模型,并推导了瞬时频率表达式。针对传统时频分析方法瞬时频率估计精度低的缺点,提出了基于高阶同步压缩变换(HSST)的瞬时频率极坐标视图方法,用来提取齿轮故障特征。该方法通过检测与故障齿啮合周期同步的频率调制特征来直观地展示齿轮箱故障,避免了固有谐波和基频的干扰,具有齿轮故障特征的唯一性。通过对RV齿轮箱实验台的电机电流信号分析,验证了所提出电机电流模型与故障特征分布规律的准确性,以及基于HSST的瞬时频率极坐标视图的齿轮箱故障诊断方法的有效性。 展开更多
关键词 故障诊断 RV齿轮箱 电机电流分析 高阶同步压缩变换 啮合刚度 瞬时频率极坐标视图
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应用于齿轮箱故障诊断的小样本图像生成方法 被引量:2
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作者 高文超 陈一帆 +2 位作者 陈诗雨 周思杰 黄俊 《电子测量与仪器学报》 北大核心 2025年第3期246-255,共10页
行星齿轮箱是一种广泛应用于工业领域的关键传动装置,其在复杂工况和长期负荷下易出现故障。传统的故障诊断方法依赖于专家经验和昂贵设备,存在数据稀缺和诊断效率低的问题。针对这一挑战,近年来生成对抗网络(GAN)的发展为图像生成和数... 行星齿轮箱是一种广泛应用于工业领域的关键传动装置,其在复杂工况和长期负荷下易出现故障。传统的故障诊断方法依赖于专家经验和昂贵设备,存在数据稀缺和诊断效率低的问题。针对这一挑战,近年来生成对抗网络(GAN)的发展为图像生成和数据增强提供了新的解决方案。然而,现有GAN模型在处理小样本数据时,常出现语义错位和伪影问题,限制了其在智能故障诊断领域的应用潜力。为此,提出了一种基于多尺度渐进式特征融合的生成对抗网络(MSA-PF-GAN)模型,通过引入渐进式解码器结构与多尺度注意力模块,有效提升小样本条件下的图像生成质量及故障诊断精度。实验基于两个独立的行星齿轮箱故障数据集进行验证,结果显示,该方法显著降低了生成图像的FID分数,提升了诊断准确率(分别提高35%和20%)。在多种评价指标上,MSA-PF-GAN均优于其他主流方法。进一步分析表明,该模型通过渐进式特征融合和多尺度注意机制,不仅在生成图像的多样性和真实感上表现优异,还能有效增强对复杂故障特征的捕捉能力。因此,该技术在行星齿轮箱故障诊断领域具有有效的应用潜力和实际价值。 展开更多
关键词 图像生成 生成对抗网络 数据增强 齿轮箱故障诊断
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基于时域同步平均的Circular图分析方法及齿轮故障智能诊断研究
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作者 胥永刚 张翼飞 +1 位作者 孙国栋 张坤 《机械强度》 北大核心 2025年第6期11-16,共6页
齿轮Circular图是用于与时域同步平均(Time Synchronous Averaging,TSA)相结合的一种结果呈现方法,可以将TSA提取到的齿轮啮合振动波形直观、清晰地展现出来。针对齿轮Circular图绘制参数设置和其缺少量化指标的问题,提出了用于波形边... 齿轮Circular图是用于与时域同步平均(Time Synchronous Averaging,TSA)相结合的一种结果呈现方法,可以将TSA提取到的齿轮啮合振动波形直观、清晰地展现出来。针对齿轮Circular图绘制参数设置和其缺少量化指标的问题,提出了用于波形边缘识别的F_(i)指标和基于Hu氏不变矩的Y_(i)指标。首先,使用TSA算法提取出齿轮啮合振动信号,通过计算最小F_(i)指标确定振动信号波形的上、下边缘;其次,利用上、下边缘参数绘制齿轮Circular图;再次,将齿轮Circular图分割为4个部分,通过计算分割后图片的Hu氏不变矩得到齿轮Circular图的Y_(i)指标;最后,基于从齿轮Circular图中提取出的Y_(i)和F_(i)指标,使用K最近邻(K-Nearest Neighbor,KNN)分类器对齿轮振动信号进行分类。仿真信号及齿轮断齿、裂纹故障信号的处理结果表明了该方法的有效性。 展开更多
关键词 齿轮箱 齿轮Circular图 特征指标 智能故障诊断
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多度量下ResGAT的风力发电机齿轮箱故障诊断
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作者 李明 曹洁 +1 位作者 刘宗礼 王进花 《太阳能学报》 北大核心 2025年第6期683-690,共8页
针对现有深度学习方法在风力发电机齿轮箱故障诊断方面的特征提取和样本相似性建模局限性,提出一种多种距离度量下残差连接的图注意力网络(ResGAT)。该方法构建全连接图以生成邻接矩阵,并结合多种距离度量方法,充分挖掘样本之间的相似... 针对现有深度学习方法在风力发电机齿轮箱故障诊断方面的特征提取和样本相似性建模局限性,提出一种多种距离度量下残差连接的图注意力网络(ResGAT)。该方法构建全连接图以生成邻接矩阵,并结合多种距离度量方法,充分挖掘样本之间的相似性。利用图注意力网络进行节点特征聚合,结合残差连接以减轻模型梯度消失风险。进一步地,在Adam优化器中融入L2正则化及偏置校正,以降低过拟合问题。实验结果显示,ResGAT方法在WT-Planetary gearbox dataset齿轮箱数据集上能有效提取样本间相似性,并在风力发电机齿轮箱故障诊断上展现出优异性能。 展开更多
关键词 风力发电机 齿轮箱 故障诊断 深度学习 图注意力网络 过拟合
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机械-惯性载荷作用下航发齿轮传动壳体拓扑优化
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作者 黄昊 夏静贵 +2 位作者 吴俊佑 卢泽华 刘怀举 《重庆大学学报》 北大核心 2025年第5期15-27,共13页
航发齿轮传动机匣在恶劣服役工况和复杂载荷条件下,要求壳体具备轻量化特征,轴承孔错位量作为机匣的关键评价指标,如何保证错位量同时实现轻量化成为一大挑战。文中基于SIMP插值惩罚模型提出了一种考虑机械-惯性载荷作用的航发齿轮传动... 航发齿轮传动机匣在恶劣服役工况和复杂载荷条件下,要求壳体具备轻量化特征,轴承孔错位量作为机匣的关键评价指标,如何保证错位量同时实现轻量化成为一大挑战。文中基于SIMP插值惩罚模型提出了一种考虑机械-惯性载荷作用的航发齿轮传动壳体拓扑优化方法,将惯性过载对机匣附件所产生的影响加入优化模型,以壳体应力、危险轴承孔中心错位量和优化区域体积分数为约束条件,不同工况下的壳体加权柔顺度最小为目标,实现壳体减重7.1%的同时,Von Mises应力、变形量和危险轴承孔中心错位量最大分别下降7.1%、3.1%和12.1%。 展开更多
关键词 航空发动机 附件机匣 结构设计 齿轮传动 拓扑优化
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基于MTF-DCGAN的齿轮箱故障诊断方法研究
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作者 杨敏 孙文磊 +4 位作者 刘志远 钟荟玄 辜英政 王云浩 张宇 《机床与液压》 北大核心 2025年第12期17-24,共8页
为解决齿轮箱故障诊断过程中因样本分布不均衡导致的模型泛化性能不足和识别准确度不高的问题,提出基于MTF-DCGAN和改进EfficientNet网络的故障诊断方法。根据马尔可夫转移场(MTF)图像编码原理将收集的一维振动信号转换成二维可视化图像... 为解决齿轮箱故障诊断过程中因样本分布不均衡导致的模型泛化性能不足和识别准确度不高的问题,提出基于MTF-DCGAN和改进EfficientNet网络的故障诊断方法。根据马尔可夫转移场(MTF)图像编码原理将收集的一维振动信号转换成二维可视化图像,按比例划分训练集和测试集;将训练集数据与随机向量输入至深度卷积生成对抗网络(DCGAN)模型中,交替训练生成器和判别器直至实现纳什均衡,生成与原始样本特征相似的新增样本,以此扩充故障数据集;最后,对EfficientNet的MBConv模块数量和激活函数进行改进,并将原始样本及增广后的样本集导入改进后的EfficientNet中进行特征提取,实现齿轮箱故障的识别与分类。结果表明:所提方法显著提高了样本不均衡情况下齿轮箱故障的诊断准确率,具有维度变换简单和模型参数量小的优势,加快了收敛速率。 展开更多
关键词 故障诊断 马尔可夫转移场 深度卷积生成对抗网络 改进EfficientNet 齿轮箱
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