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Influence of Lubrication Performance on the Service Life of Rolling Mill Bearings 被引量:2
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作者 ZHOU Xiang-yang WANG Hai-rong JIANG Zhuang-de 《International Journal of Plant Engineering and Management》 2006年第3期184-192,共9页
In order to confirm the early failure cause of a four-row cylindrical roller bearing at the backup roll position of a six-high cold sheet mill, its lubrication behavior under harsh operating conditions is investigated... In order to confirm the early failure cause of a four-row cylindrical roller bearing at the backup roll position of a six-high cold sheet mill, its lubrication behavior under harsh operating conditions is investigated. Through establishing and solving the Elastohydrodynamic Lubrication (EHL) model of the roller-inner raceway contact region, the minimum oil film thickness and the real lubrication performance are achieved. The results show the bearing failures come from the poor oil film thickness in the case of high temperature and low rotational speed, which leads to contact wear. So various approaches to improve bearing life via improving lubrication are compared. It has been proved decreasing surface roughness of both contact bodies is an effective way. 展开更多
关键词 rolling mill bearing early failure elastohydrodynamic lubrication service lifetime
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Construction of improved rigid blocks failure mechanism for ultimate bearing capacity calculation based on slip-line field theory 被引量:5
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作者 赵炼恒 杨峰 《Journal of Central South University》 SCIE EI CAS 2013年第4期1047-1057,共11页
Based on the slip-line field theory, a two-dimensional slip failure mechanism with mesh-like rigid block system was constructed to analyze the ultimate bearing capacity problems of rough foundation within the framewor... Based on the slip-line field theory, a two-dimensional slip failure mechanism with mesh-like rigid block system was constructed to analyze the ultimate bearing capacity problems of rough foundation within the framework of the upper bound limit analysis theorem. In the velocity discontinuities in transition area, the velocity changes in radial and tangent directions are allowed. The objective functions of the stability problems of geotechnical structures are obtained by equating the work rate of external force to internal dissipation along the velocity discontinuities, and then the objective functions are transformed as an upper-bound mathematic optimization model. The upper bound solutions for the objective functions are obtained by use of the nonlinear sequential quadratic programming and interior point method. From the numerical results and comparative analysis, it can be seen that the method presented in this work gives better calculation results than existing upper bound methods and can be used to establish the more accurate plastic collapse load for the ultimate bearing capacity of rough foundation. 展开更多
关键词 滑移线场理论 极限承载力 块体系统 承载力计算 失效机理 基础 刚性 序列二次规划法
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Failure analysis used for remanufacturing of steel rolling components
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作者 王海斗 徐滨士 +3 位作者 魏世丞 张显程 金国 姜祎 《Journal of Central South University》 SCIE EI CAS 2005年第S2期30-33,共4页
The guide-pieces, used in the process line of steel rolling, were the important components. The guide-pieces, which were slide contacting with the rolled-piece, had a high temperature and high speed. The wear was very... The guide-pieces, used in the process line of steel rolling, were the important components. The guide-pieces, which were slide contacting with the rolled-piece, had a high temperature and high speed. The wear was very serious. The results from failure analysis showed that there were three failure forms in the guide-pieces: the first was the wear during heat friction, the second was the heat fatigue under the cycle of deep heating and deep cooling, and the third was the impact rupture. Among them, the wear was the main reason. To the wear of guide-pieces, there were four mechanisms, namely abrasive wear, adhesive wear, fatigue wear and corrosion wear. The failure analysis to the guide-piece laid the foundation for its remanufacturing. 展开更多
关键词 guide-pieces failure analysis REMANUFACTURING steel rolling WEAR
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Rolling Element Bearing Diagnostics by Combination of Envelope Analysis and Wavelet Transform
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作者 Ying Tang, Qiao Sun Mechanical Engineering School, University of Science and Technology Beijing, Beijing 100083, China Department of Mechanical Engineering, University of Calgary Calgary Alberta T2N 1N4, Canada 《Journal of University of Science and Technology Beijing》 CSCD 2001年第1期69-74,共6页
Rolling element-bearing diagnostics has been studied over the last thirty years, and envelope analysis is widely recognized as being the best approach for detection and diagnosis of rolling element bearing incipient f... Rolling element-bearing diagnostics has been studied over the last thirty years, and envelope analysis is widely recognized as being the best approach for detection and diagnosis of rolling element bearing incipient failure. But one of the on-going difficulties with envelope technique is to determine the best frequency band to envelop. Here, wavelet transform technique is introduced into envelope analysis to solve the problem by capturing bearing defects-sensory scales (i.e. frequency bands). A modulated Gaussian function is chosen to be the analytical wavelet because it coincides well with bearing defect-induced vibration signal patterns. Vibration signals measured from railway bearing tests were studied by the proposed method. Cases of bearings with single and multiple defects on inner and outer race under different testing conditions are presented. Experimental results showed that the proposed method allowed a more accurate local description and separation of transient signal part, which were caused by impacts between defects and the mating surfaces in the bearing. The combination method provides an effective signal detection technique for rolling element-bearing diagnostics. 展开更多
关键词 continuous wavelet transform envelope analysis rolling element bearing DIAGNOSTICS
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Progressive Analysis of Bearing Failure in Pin-Loaded Composite Laminates Using an Elasto-Plastic Damage Model
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作者 Kang Xue 《Materials Sciences and Applications》 2018年第7期576-595,共20页
Bearing failure of composite laminate is very complicated due to the complexity of different failure mechanisms and their interactions. In this paper, an elasto-plastic damage model is built up to describe the process... Bearing failure of composite laminate is very complicated due to the complexity of different failure mechanisms and their interactions. In this paper, an elasto-plastic damage model is built up to describe the process of failure in composite laminates subjected to bearing load. Non-linear behavior of composite before failure is taken into consideration by using a modified Sun-Chen one parameter plasticity model. LaRC05 failure criteria are employed to predict the initiation of failure and the evolution of failure is described by a CDM based stiffness degradation model. Both theory and some application issues like parameter determination are discussed according to phenomenon of experiments. The model is firstly validated by several experiment results of unidirectional laminate and then applicated into the progressive analysis of bearing failure in pin-loaded multidirectional laminates, both intralaminar and interlaminar damage are taken into consideration. The result of finite element analysis is compared with experiment results;it shows good agreements in both mechanical response and progress of failure, so the model can be evaluated to be effective and practical in bearing failure analysis of composite laminates. 展开更多
关键词 ELASTO-PLASTIC Damage Composite LAMINATES bearing failure PROGRESSIVE analysis
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Ideal Failure Curve of Rolling Contact Bearings
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作者 Y. Meged 《Advances in Materials Physics and Chemistry》 2020年第11期297-303,共7页
<span><span><span style="font-family:Verdana;">The prevailing cumulative failure curves of Rolling Contact Bearings (RCB) have two main drawbacks: they begin at the origin and have a large ... <span><span><span style="font-family:Verdana;">The prevailing cumulative failure curves of Rolling Contact Bearings (RCB) have two main drawbacks: they begin at the origin and have a large dispersion. The purpose of this study is to develop an ideal failure curve and overcome the present drawbacks. The ideal failure curve of RC bearings is obtained by applying a water-free lubricant to the tested bearings. This eliminates the cavitation erosion from the Bimodal failure mechanism and the synergistic effect with the mechanical failure mode</span><span style="font-family:Verdana;">.</span></span></span><span><span><span> </span></span></span><span style="font-family:Verdana;"><span style="font-family:Verdana;"><span style="font-family:Verdana;">This</span></span></span><span style="font-family:Verdana;"><span style="font-family:Verdana;"><span style="font-family:Verdana;"> new concept considers the fatigue process involved in the failure mechanism and suggests decreasing the dispersion of bearing life.</span></span></span> 展开更多
关键词 Bimodal failure Mechanism Hertzian failure Mode Cavitation Erosion rolling Contact bearings Synergism SWater Absorption by Lubricants Water Content of Lubricants
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Research on Failure Analysis Method and Preventive Measures of Coal Mine Machinery Bearing
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作者 Yuan Xufang 《环境科学前沿(中英文版)》 2019年第1期13-16,共4页
For coal mine production, the role of mechanical bearings is to provide basic support for the transportation of mining coal resources. For coal production, because of its large production capacity and intensive produc... For coal mine production, the role of mechanical bearings is to provide basic support for the transportation of mining coal resources. For coal production, because of its large production capacity and intensive production, mechanical bearings will wear under the influence of high strength and high load in coal transportation, which will lead to bearing failure in the long run, thus affecting the transportation efficiency of coal resources. In order to improve this situation, it is necessary to analyze the wear failure of coal mine mechanical bearings, and to formulate corresponding preventive measures accordingly. Based on this, this paper focuses on the analysis method of mechanical bearing wear failure, and puts forward corresponding preventive measures, in order to effectively improve the current situation of coal mine production. 展开更多
关键词 COAL MINE MACHINERY bearing failure analysis Method PREVENTIVE Measures
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DWPT-Based Sub-Band Analysis for FaultDetection of Rolling Element Bearings
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作者 Myeongsu Kang Jong-Myon Kim +2 位作者 Rui Peng Xiaoyang Ma Michael Pecht 《信息工程期刊(中英文版)》 2016年第2期29-35,共7页
To early detect symptoms of defective rolling element bearings, this paper introduces discrete wavelet packet transform (DWPT)-based sub-band analysis. The objective of this analysis is to explore the impacts of mul... To early detect symptoms of defective rolling element bearings, this paper introduces discrete wavelet packet transform (DWPT)-based sub-band analysis. The objective of this analysis is to explore the impacts of multiple sub-band signals by 4-level DWPTusing proper Daubechies mother wavelet on a 2.5-second acoustic emission signal. In particular, the DWPT-based sub-bandanalysis determines the most informative sub-band signal involving intrinsic information about bearing defects among theaforementioned multiple sub-band signals based on the ratio of spectral magnitudes at harmonics of the bearing's characteristicfrequency to those around the harmonics. This paper also verifies the efficacy of the DWPT-based sub-band analysis for seededbearing defects (i.e., a crack on the inner race, the outer race, or a roller). 展开更多
关键词 Discrete WAVELET PACKET Transform ENVELOPE analysis FAULT Detection rolling Element bearings
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Using Oil Analysis to Study the Wear Condition of Bearing in Trunnion of Convertor During/After Run-in Period
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作者 Liu Rende 《工程科学(英文版)》 2005年第3期67-69,共3页
The bearings in the trunnion of convertor are characterized by low-speed, heavy-load and huge-dimension. In case they experience failure in operation, the output of the convertor and even that of the whole product lin... The bearings in the trunnion of convertor are characterized by low-speed, heavy-load and huge-dimension. In case they experience failure in operation, the output of the convertor and even that of the whole product line would be affected and the huge loss would be resulted in. Thus it is very important to master the working conditions of the bearings. Vibration and oil analysis are two main techniques to monitor the conditions of the rotary machine at present. But normal vibration analysis cannot be used here because of the limitation of their sensors in signal collecting for the rotary frequencies of the bearings are too low. In this paper, the wear condition of the bearing on the driving side of the No.5 convertor during/after the run-in period was monitored through oil analysis including atomic emissive spectrum and ferrography. It has been observed that its run-in period was as long as 19 months. This is mainly attributed to the relative short accumulated working time of the bearing. 展开更多
关键词 轴承 耳轴转换器 监控条件 故障诊断 运行周期
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Fractional Envelope Analysis for Rolling Element Bearing Weak Fault Feature Extraction 被引量:5
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作者 Jianhong Wang Liyan Qiao +1 位作者 Yongqiang Ye YangQuan Chen 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2017年第2期353-360,共8页
The bearing weak fault feature extraction is crucial to mechanical fault diagnosis and machine condition monitoring.Envelope analysis based on Hilbert transform has been widely used in bearing fault feature extraction... The bearing weak fault feature extraction is crucial to mechanical fault diagnosis and machine condition monitoring.Envelope analysis based on Hilbert transform has been widely used in bearing fault feature extraction. A generalization of the Hilbert transform, the fractional Hilbert transform is defined in the frequency domain, it is based upon the modification of spatial filter with a fractional parameter, and it can be used to construct a new kind of fractional analytic signal. By performing spectrum analysis on the fractional envelope signal, the fractional envelope spectrum can be obtained. When weak faults occur in a bearing, some of the characteristic frequencies will clearly appear in the fractional envelope spectrum. These characteristic frequencies can be used for bearing weak fault feature extraction.The effectiveness of the proposed method is verified through simulation signal and experiment data. 展开更多
关键词 Fractional analytic signal fractional envelope analysis fractional Hilbert transform rolling element bearing weak fault feature extraction
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Influence of the Spudcan Angle on the Ultimate Bearing Capacity of Jack-up Platform 被引量:1
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作者 ZHANG Qi-yi LIU Zhi-jie 《China Ocean Engineering》 SCIE EI CSCD 2018年第4期476-481,共6页
Jack-up platforms of the Ocean engineering structures always withstand the vertical gravity loads which are applied to the seabed by spudcan, so it is important to determine the bearing capacity and the penetration de... Jack-up platforms of the Ocean engineering structures always withstand the vertical gravity loads which are applied to the seabed by spudcan, so it is important to determine the bearing capacity and the penetration depth of the spudcan for its geometry. In fact, it is up to the deformation law and the failure modes of soil surrounding the spudcan which can calculate the ultimate bearing capacity of the spudcan foundation on the soil seabed. By using the finite element analysis software Abaqus, the deformation law of soil around the spudcan is analyzed in detail, and the failure modes of soil surrounding the spudcan foundation are achieved. At the same time, based on the limit equilibrium theory, by use of static permissible slip-line field, the ultimate bearing capacity of the spudcan foundation is analyzed and the lower limit solution is derived theoretically, and the effect of the spudcan angle on the ultimate bearing capacity is investigated. The numerical results are compared with those obtained by the theoretical formulas deduced in this paper. On the basis of the lower limit solutions in this paper, the effect of the spudcan angle on the ultimate bearing capacity is revealed, and a practical bearing capacity formula is given to take the effect of the spudcan angle into consideration. 展开更多
关键词 SPUDCAN lower limit analysis ultimate bearing capacity failure modes ABAQUS
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Quantitative Diagnosis of Fault Severity Trend of Rolling Element Bearings 被引量:6
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作者 CUI Lingli MA Chunqing +1 位作者 ZHANG Feibin WANG Huaqing 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2015年第6期1254-1260,共7页
The condition monitoring and fault diagnosis of rolling element bearings are particularly crucial in rotating mechanical applications in industry. A bearing fault signal contains information not only about fault condi... The condition monitoring and fault diagnosis of rolling element bearings are particularly crucial in rotating mechanical applications in industry. A bearing fault signal contains information not only about fault condition and fault type but also the severity of the fault. This means fault severity quantitative analysis is one of most active and valid ways to realize proper maintenance decision. Aiming at the deficiency of the research in bearing single point pitting fault quantitative diagnosis, a new back-propagation neural network method based on wavelet packet decomposition coefficient entropy is proposed. The three levels of wavelet packet coefficient entropy(WPCE) is introduced as a characteristic input vector to the BPNN. Compared with the wavelet packet decomposition energy ratio input vector, WPCE shows more sensitive in distinguishing from the different fault severity degree of the measured signal. The engineering application results show that the quantitative trend fault diagnosis is realized in the different fault degree of the single point bearing pitting fault. The breakthrough attempt from quantitative to qualitative on the pattern recognition of rolling element bearings fault diagnosis is realized. 展开更多
关键词 rolling bearing fault quantitative analysis back-propagation neural network wavelet packet coefficient entropy wavelet packet energy ratio
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Bending stress of rolling element in elastic composite cylindrical roller bearing 被引量:11
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作者 姚齐水 杨文 +1 位作者 于德介 余江鸿 《Journal of Central South University》 SCIE EI CAS 2013年第12期3437-3444,共8页
A new structure design method of elastic composite cylindrical roller bearing is proposed, in which PTFE is embedded into a hollow cylindrical rolling element, according to the principle of creative combinations and t... A new structure design method of elastic composite cylindrical roller bearing is proposed, in which PTFE is embedded into a hollow cylindrical rolling element, according to the principle of creative combinations and through innovation research on cylindrical roller bearing structure. In order to systematically investigate the inner wall bending stress of the rolling element in elastic composite cylindrical roller bearing, finite element analysis on different elastic composite cylindrical rolling elements was conducted. The results show that, the bending stress of the elastic composite cylindrical rolling increases along with the increase of hollowness with the same filling material. The bending stress of the elastic composite cylindrical rolling element decreases along with the increase of the elasticity modulus of the material under the same physical dimension. Under the same load, on hollow cylindrical rolling element, the maximum bending tensile stress values of the elastic composite cylindrical rolling element after material filling at 0° and 180° are 8.2% and 9.5%, respectively, lower than those of the deep cavity hollow cylindrical rolling element. In addition, the maximum bending-compressive stress value at 90° is decreased by 6.1%. 展开更多
关键词 弹性复合材料 圆柱滚子轴承 轴承滚动体 弯曲应力 结构设计方法 圆柱形 聚四氟乙烯 有限元分析
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Rolling Bearing Condition Monitoring Technique Based on Cage Rotation Analysis and Acoustic Emission
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作者 Matías Marticorena Oscar García Peyrano 《Journal of Dynamics, Monitoring and Diagnostics》 2022年第2期57-65,共9页
In this paper,we present an alternative technique for detecting changes in the operating conditions of rolling element bearings(REBs)that can lead to premature failure.The developed technique is based on measuring the... In this paper,we present an alternative technique for detecting changes in the operating conditions of rolling element bearings(REBs)that can lead to premature failure.The developed technique is based on measuring the kinematics of the bearing cage.The rotational motion of the cage is driven by traction forces generated in the contacts of the rolling elements with the races.It is known that the cage angular frequency relative to shaft angular frequency depends on the bearing load,the bearing speed,and the lubrication condition since these factors determine the lubricant film thickness and the associated traction forces.Since a large percentage of REB failures are due to misalignment or lubrication problems,any evidence of these conditions should be interpreted as an incipient fault.In this paper,a novel method for the measurement of the instantaneous angular speed(IAS)of the cage is developed.The method is evaluated in a deep groove ball bearing test rig equipped with a cage IAS sensor,as well as a custom acoustic emission(AE)transducer and a piezoelectric accelerometer.The IAS of the cage is analyzed under different bearing loads and shaft speeds,showing the dependence of the cage angular speed with the calculated lubricant film thickness.Typical bearing faulty operating conditions(mixed lubrication regime,lubricant depletion,and misalignment)are recreated.It is shown that the cage IAS is dependent on the lubrication regime and is sensitive to misalignment.The AE signal is also used to evaluate the lubrication regime.Experimental results suggest that the proposed technique can be used as a condition monitoring tool in industrial environments to detect abnormal REB conditions that may lead to premature failure. 展开更多
关键词 acoustic emission cage instantaneous angular speed condition monitoring cyclostationary analysis rolling element bearing
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Fault Pattern Recognition of Rolling Bearing Based on Wavelet Packet Decomposition and BP Network
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作者 Liangpei Huang Chaowei Wu Jing Wang 《信息工程期刊(中英文版)》 2015年第1期7-13,共7页
关键词 滚动轴承故障 故障模式识别 BP网络模型 小波包分解 BP神经网络 振动信号 模式识别技术 能量特征
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Fatigue Damage Mechanism of Oil Film Bearing Sleeve 被引量:2
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作者 HUANG Qing-xue WANG Jian-mei +1 位作者 MA Li-feng ZHAO Chun-jiang 《Journal of Iron and Steel Research(International)》 SCIE EI CAS CSCD 2007年第1期60-63,68,共5页
With the rapid development of the steel industry, to keep pace with the current trend of high speed, continuous, and large-scale production that focuses on automation and high levels of efficiency, many state-owned st... With the rapid development of the steel industry, to keep pace with the current trend of high speed, continuous, and large-scale production that focuses on automation and high levels of efficiency, many state-owned steel companies are being equipped with oil film bearings. Through long-term on-spot inspection and research on the fatigue failure of oil film bearing, three segments of annulated fatigue breakage were found axially along the inner surface of the bearing sleeve. In order to elucidate the reason for the three-segment annulated damage under rolling load, numerical boundary element method was adopted to analyze the contact behaviors between the sleeve and rollneck. Failure mechanism was discussed in detail, the distributions of contact stress were analyzed, and the service lives of the sleeve for different positions on the inner surface were quantitatively described, which provided an effective means to decrease wear and adhesive damage of the sleeve and to increase the load capacity of oil film bearing and its service life as well. 展开更多
关键词 oil film bearing fatigue failure analysis contact problem bearing life
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Experimental research on ultimate bearing capacity of grouted-round-steel-tube N-joint 被引量:5
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作者 郑文忠 柳旭东 +1 位作者 张格明 张博一 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2007年第3期322-329,共8页
As an important structural member in self-supporting concrete floor during construction,encased steel truss-concrete composite beam has brilliant prospect in outer-jacketing structures for adding stories or mega frame... As an important structural member in self-supporting concrete floor during construction,encased steel truss-concrete composite beam has brilliant prospect in outer-jacketing structures for adding stories or mega frame structures.Compared with encased angle truss,encased round steel tube truss can facilitate layout of itself in column and facilitate layout and anchorage of prestressed reinforcement placed horizontally.N-joint is wildly used in encased steel truss.For cave-in failure easily occurs in hollow steel-tube joint,the idea that the chord is grouted to increase cave-in bearing capacity of hollow tube is proposed.Test results of 8 grouted-round-steel-tube N-joints from the beginning of loading to failure are reported.Mechanical property and failure mode of this kind of truss joint are analyzed,and the formulas of ultimate bearing capacity of the joint corresponding to different failure modes are established.All these can provide basic data for spreading encased steel truss-concrete composite beam. 展开更多
关键词 极限承载力 失效模式 模拟分析 混凝土楼板 钢筋混凝土 接缝
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风电主轴承失效分析与优化设计
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作者 王高峰 王燕霜 +1 位作者 梁辉 刘攀 《机械设计与制造》 北大核心 2024年第4期357-360,共4页
风电主轴承是风力发电机组的核心部件,其性能直接影响风机可靠性和寿命。通过对4MW风电调心滚子主轴承进行材料、热处理质量、扫描电镜检测分析,结合Romax轴系仿真模型分析轴承两条滚道的受力状态,结果表明受轴向力、倾覆力矩联合作用,... 风电主轴承是风力发电机组的核心部件,其性能直接影响风机可靠性和寿命。通过对4MW风电调心滚子主轴承进行材料、热处理质量、扫描电镜检测分析,结合Romax轴系仿真模型分析轴承两条滚道的受力状态,结果表明受轴向力、倾覆力矩联合作用,轴承出现偏载是导致一侧滚道疲劳的主要原因。对调心滚子风电主轴承进行优化设计并仿真分析,结果表明通过改变接触角进行非对称设计,可改善轴承受力状态。风电主轴承的失效分析与优化设计研究,可为大功率风电主轴承设计提供参考。 展开更多
关键词 风电主轴承 调心滚子轴承 失效分析 优化设计
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滚子与内圈打滑行为诱导的振动特性
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作者 马德锋 孙琦 +2 位作者 孙军栋 雷浩伟 刘公平 《轴承》 北大核心 2024年第1期86-91,共6页
针对滚子打滑试验研究困难的问题,通过分析滚子-内圈运动副的相对运动关系得出运动副振动特征频率的计算公式,在此基础上开展打滑试验,提取滚子纯滚动、打滑状态下的振动信号并采用短时傅里叶变换进行时频域分析,结果表明:滚子打滑会诱... 针对滚子打滑试验研究困难的问题,通过分析滚子-内圈运动副的相对运动关系得出运动副振动特征频率的计算公式,在此基础上开展打滑试验,提取滚子纯滚动、打滑状态下的振动信号并采用短时傅里叶变换进行时频域分析,结果表明:滚子打滑会诱发一定的振动响应,其频率与滚子、内圈的转动频率相关,理论计算结果与试验结果较为吻合,可用于测算滚子打滑程度;滚子由纯滚动状态转变为打滑状态或由打滑状态转变为纯滚动状态时,纵向、切向振动的幅值均会发生突变,切向振动信号占主要成分且幅值更大。 展开更多
关键词 滚动轴承 滚子 内圈 打滑 振动 频率 动力学分析
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A Signal Based “W” Structural Elements for Multi-scale Mathematical Morphology Analysis and Application to Fault Diagnosis of Rolling Bearings of Wind Turbines 被引量:1
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作者 Qiang Li Yong-Sheng Qi +2 位作者 Xue-Jin Gao Yong-Ting Li Li-Qiang Liu 《International Journal of Automation and computing》 EI CSCD 2021年第6期993-1006,共14页
Working conditions of rolling bearings of wind turbine generators are complicated, and their vibration signals often show non-linear and non-stationary characteristics. In order to improve the efficiency of feature ex... Working conditions of rolling bearings of wind turbine generators are complicated, and their vibration signals often show non-linear and non-stationary characteristics. In order to improve the efficiency of feature extraction of wind turbine rolling bearings and to strengthen the feature information, a new structural element and an adaptive algorithm based on the peak energy are proposed,which are combined with spectral correlation analysis to form a fault diagnosis algorithm for wind turbine rolling bearings. The proposed method firstly addresses the problem of impulsive signal omissions that are prone to occur in the process of fault feature extraction of traditional structural elements and proposes a "W" structural element to capture more characteristic information. Then, the proposed method selects the scale of multi-scale mathematical morphology, aiming at the problem of multi-scale mathematical morphology scale selection and structural element expansion law. An adaptive algorithm based on peak energy is proposed to carry out morphological scale selection and structural element expansion by improving the computing efficiency and enhancing the feature extraction effect.Finally, the proposed method performs spectral correlation analysis in the frequency domain for an unknown signal of the extracted feature and identifies the fault based on the correlation coefficient. The method is verified by numerical examples using experimental rig bearing data and actual wind field acquisition data and compared with traditional triangular and flat structural elements. The experimental results show that the new structural elements can more effectively extract the pulses in the signal and reduce noise interference,and the fault-diagnosis algorithm can accurately identify the fault category and improve the reliability of the results. 展开更多
关键词 Fault diagnosis structural element multi-scale mathematical morphology rolling bearing correlation analysis
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