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Singularity analysis of Jeffcott rotor-magnetic bearing with time delays 被引量:2
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作者 XU Xiu-yan JIANG Wei-hua 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2012年第4期419-427,共9页
A Jeffcott rotor-magnetic bearing with time delays is investigated in this paper. Firstly, it is found that the characteristic equation of the system satisfies the conditions of the singularity. Secondly, the center m... A Jeffcott rotor-magnetic bearing with time delays is investigated in this paper. Firstly, it is found that the characteristic equation of the system satisfies the conditions of the singularity. Secondly, the center manifold reduction and normal form are employed to study the bifurcation from simple zero and zero-purely imaginary singularities. The results of this paper will help to understand the influence of the time delays in feedback loop on the dynamics of rotor-magnetic bearing system. 展开更多
关键词 Jeffcott rotor-magnetic bearing time delay SINGULARITY normal form.
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Impact of Laboratory Value Flowsheet in Electronic Health Record (EHR) Documentation Time
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作者 Isabel Rosado Pogozelski 《Open Journal of Nursing》 2024年第1期40-50,共11页
Research on the use of EHR is contradictory since it presents contradicting results regarding the time spent documenting. There is research that supports the use of electronic records as a tool to speed documentation;... Research on the use of EHR is contradictory since it presents contradicting results regarding the time spent documenting. There is research that supports the use of electronic records as a tool to speed documentation;and research that found that it is time consuming. The purpose of this quantitative retrospective before-after project was to measure the impact of using the laboratory value flowsheet within the EHR on documentation time. The research question was: “Does the use of a laboratory value flowsheet in the EHR impact documentation time by primary care providers (PCPs)?” The theoretical framework utilized in this project was the Donabedian Model. The population in this research was the two PCPs in a small primary care clinic in the northwest of Puerto Rico. The sample was composed of all the encounters during the months of October 2019 and December 2019. The data was obtained through data mining and analyzed using SPSS 27. The evaluative outcome of this project is that there is a decrease in documentation time after implementation of the use of the laboratory value flowsheet in the EHR. However, patients per day increase therefore having an impact on the number of patients seen per day/week/month. The implications for clinical practice include the use of templates to improve workflow and documentation as well as decreasing documentation time while also increasing the number of patients seen per day. . 展开更多
关键词 Electronic Health record EHR Laboratory Results Template Documentation time
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Feature Extraction and Recognition for Rolling Element Bearing Fault Utilizing Short-Time Fourier Transform and Non-negative Matrix Factorization 被引量:25
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作者 GAO Huizhong LIANG Lin +1 位作者 CHEN Xiaoguang XU Guanghua 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2015年第1期96-105,共10页
Due to the non-stationary characteristics of vibration signals acquired from rolling element bearing fault, thc time-frequency analysis is often applied to describe the local information of these unstable signals smar... Due to the non-stationary characteristics of vibration signals acquired from rolling element bearing fault, thc time-frequency analysis is often applied to describe the local information of these unstable signals smartly. However, it is difficult to classitythe high dimensional feature matrix directly because of too large dimensions for many classifiers. This paper combines the concepts of time-frequency distribution(TFD) with non-negative matrix factorization(NMF), and proposes a novel TFD matrix factorization method to enhance representation and identification of bearing fault. Throughout this method, the TFD of a vibration signal is firstly accomplished to describe the localized faults with short-time Fourier transform(STFT). Then, the supervised NMF mapping is adopted to extract the fault features from TFD. Meanwhile, the fault samples can be clustered and recognized automatically by using the clustering property of NMF. The proposed method takes advantages of the NMF in the parts-based representation and the adaptive clustering. The localized fault features of interest can be extracted as well. To evaluate the performance of the proposed method, the 9 kinds of the bearing fault on a test bench is performed. The proposed method can effectively identify the fault severity and different fault types. Moreover, in comparison with the artificial neural network(ANN), NMF yields 99.3% mean accuracy which is much superior to ANN. This research presents a simple and practical resolution for the fault diagnosis problem of rolling element bearing in high dimensional feature space. 展开更多
关键词 time-frequency distribution non-negative matrix factorization rolling element bearing feature extraction
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Grey Relation between Nonlinear Characteristic and Dynamic Uncertainty of Rolling Bearing Friction Torque 被引量:13
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作者 XIA Xintao WANG Zhongyu 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2009年第2期244-249,共6页
The rolling bearing friction torque which is characterized by its uncertainty and nonlinearity affects heavily the dynamic performance of a system such as missiles, spacecrafts and radars, etc. It is difficult to use ... The rolling bearing friction torque which is characterized by its uncertainty and nonlinearity affects heavily the dynamic performance of a system such as missiles, spacecrafts and radars, etc. It is difficult to use the classical statistical theory to evaluate the dynamic evaluation of the rolling bearing friction torque for the lack of prior information about both probability distribution and trends. For this reason, based on the information poor system theory and combined with the correlation dimension in chaos theory, the concepts about the mean of the dynamic fluctuant range (MDFR) and the grey relation are proposed to resolve the problem about evaluating the nonlinear characteristic and the dynamic uncertainty of the rolling bearing friction torque. Friction torque experiments are done for three types of the rolling bearings marked with HKTA, HKTB and HKTC separately; meantime, the correlation dimension and MDFR are calculated to describe the nonlinear characteristic and the dynamic uncertainty of the friction torque, respectively. And the experiments reveal that there is a certain grey relation between the nonlinear characteristic and the dynamic uncertainty of the rolling bearing friction torque, viz. MDFR will become the nonlinear increasing trend with the correlation dimension increasing. Under the condition of fewer characteristic data and the lack of prior information about both probability distribution and trends, the unitive evaluation for the nonlinear characteristic and the dynamic uncertainty of the rolling bearing friction torque is realized with the grey confidence level of 87.7%-96.3%. 展开更多
关键词 rolling bearing friction torque time series correlation dimension mean of dynamic fluctuant range (MDFR) information poor system theory
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Study on the development and usage of a cardiopulmonary resuscitation time point recorder 被引量:1
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作者 Ling Zhou Hui Li +5 位作者 Hong-yan Wei Chun-lin Hu Xiao-li Jing Hong Zhan Xiao-xing Liao Xin Li 《World Journal of Emergency Medicine》 CAS 2017年第3期195-199,共5页
BACKGROUND: To invent a novel cardiopulmonary resuscitation(CPR) time point recorder to synchronously and automatically record the time and to identify its effectiveness in humans.METHODS: A CPR time point recorder wa... BACKGROUND: To invent a novel cardiopulmonary resuscitation(CPR) time point recorder to synchronously and automatically record the time and to identify its effectiveness in humans.METHODS: A CPR time point recorder was invented after the doctors were familiar with the traditional Utstein recovery registration mode and mastered the registration time points required. The progress of CPR was simulated. The standard and correct times were recorded, and the doctors performing the recovery collected the data about the times using our CPR time point recorder or the memory registration mode.RESULTS: The deviation times were 21.4±24.7 seconds for the memory group and 3.57±4.58 seconds for CPR time point recorder group. The deviation of times increased signifi cantly depending on the increase of the operation items in the memory group. A similar phenomenon was found in the timer group but with a smaller difference(P<0.01).CONCLUSION: A CPR time point recorder could reduce the deviation of operate-time, especially after a long-time operation, and for procedures with more operating items, compared with the memory mode. It was a more advantageous and accurate method for the Utstein registration. 展开更多
关键词 Cardiopulmonary resuscitation time point recorder Utstein registration
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Sub-Recent Sexual Populations of Limnocythere inopinata Recorded for the First Time from>3500 m Altitude on the Tibetan Plateau 被引量:2
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作者 ZHANG Wanyi Steffen MISCHKE +2 位作者 ZHANG Chengjun ZHANG Huirong WANG Peng 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2015年第3期1041-1042,共2页
The central and northwestern Tibetan Plateau region,also called"Qiangtang Plateau"(30°27'25"-35°39'13"N,83o41'14"-95°10'46"E),is the highest and largest arcticalpine area of the Earth coveri... The central and northwestern Tibetan Plateau region,also called"Qiangtang Plateau"(30°27'25"-35°39'13"N,83o41'14"-95°10'46"E),is the highest and largest arcticalpine area of the Earth covering approximately 600,000km^2 with altitude ranging from 4600 to 5100 m a.s.l.(Song et al.,2012,Fig.1). 展开更多
关键词 Sub-Recent Sexual Populations of Limnocythere inopinata recorded for the First time from>3500 m Altitude on the Tibetan Plateau
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New Start-up Method for a Closed-Cycle Compression System with Gas Bearings and Its Characteristics
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作者 Huaqi Lian Hong Wu +1 位作者 Yulong Li Chengjun Rong 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2020年第6期118-133,共16页
Gas bearings,which have the advantages of low frictional resistance and power loss,high rotational speed and high temperature operation,and long life,are more suitable than are traditional liquid lubricated bearings b... Gas bearings,which have the advantages of low frictional resistance and power loss,high rotational speed and high temperature operation,and long life,are more suitable than are traditional liquid lubricated bearings because of their high precision,high rotational speed,and special condition support.However,the problem of starting a closed-cycle compression system with gas bearings still needs to be solved for practical application.Thus,a new start-up method for a closed-cycle compression system with aerostatic gas bearings is proposed in this paper.Further,this paper presents a numerical simulation and experimental investigation of the method’s feasibility and characteristics during the start-up process when the gas tank’s initial pressure is fixed.The results show that the gas tank volume is approximately directly proportional to the start-up time allowable,and a gas tank volume sufficiently small,which not only ensures the feasibility of start-up,but also affects other components only slightly,can be obtained.A perfect combination of radial and axial loads also can be achieved to make the start-up time allowable as long as possible.R134a is a better choice for the working medium than is air,as the start-up time allowable is longer,which leads to a smaller gas tank.This research proposes a new start-up method for a closed-cycle compression system with aerostatic gas bearings which has sufficient load capacity to support system during the start-up method. 展开更多
关键词 Gas bearing Start-up method Gas tank Start-up time allowable
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Self-Sensing TDR for Bearing Failure Detection of CFRP Laminate Fastener Hole with Particular Reference to the Effect of Fasteners
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作者 Akira Todoroki Keisuke Ohara +2 位作者 Yoshihiro Mizutani Yoshiro Suzuki Ryosuke Matsuzaki 《Open Journal of Composite Materials》 2015年第3期60-69,共10页
Carbon fiber reinforced polymer composites (CFRP) have been applied to aerospace and automobile structures. For many CFRP structures, mechanical metallic fasteners are usually adopted. For the fasteners used in intern... Carbon fiber reinforced polymer composites (CFRP) have been applied to aerospace and automobile structures. For many CFRP structures, mechanical metallic fasteners are usually adopted. For the fasteners used in internal structures such as a wing box, the damage to the CFRP structures around fastener holes is visually quite difficult to find. A simple method to find the damage around fastener holes is required. In this study a self-sensing time domain reflectometry (TDR) method is newly applied to detect bearing failure around the fastener holes of CFRP structures. A microstrip-line method is generally used to create a transmission line. When the transmission line is mounted near the metallic fasteners, they may affect the impedance of the transmission line. In this study, the effect of distance between the fasteners and the transmission line was numerically investigated using a finite difference time domain analysis method. After finding the appropriate distance, experiments were performed to detect the bearing failure around a fastener hole. The experiments showed the performance of the self-sensing TDR for detecting bearing failure. 展开更多
关键词 Composites time Domain REFLECTOMETRY SELF-SENSING bearing Failure Fasteners Monitoring
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Effect of Lead-Rubber Bearing Isolators in Reducing Seismic Damage for a High-Rise Building in Comparison with Normal Shear Wall System
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作者 Mahmoud Fakih Jaafar Hallal +1 位作者 Hassan Darwich Hala Damerji 《Structural Durability & Health Monitoring》 EI 2021年第3期247-260,共14页
Seismic earthquakes are a real danger for the construction evolution of high rise buildings.The rate of earthquakes around the world is noteworthy in a wide range of construction areas.In this study,we present the dyn... Seismic earthquakes are a real danger for the construction evolution of high rise buildings.The rate of earthquakes around the world is noteworthy in a wide range of construction areas.In this study,we present the dynamic behavior of a high-rise RC building with dynamic isolators(lead-rubber-bearing),in comparison with a traditional shear wall system of the same building.Seismic isolation has been introduced in building construction to increase the structural stability and to protect the non-structural components against the damaging effects of an earthquake.In order to clarify the influence of incorporating lead rubber bearing isolators in the seismic response and in reducing seismic damages;a comparative study is performed between a fixed base system(shear wall system)and an isolated base system(Lead Rubber Bearing)on an irregular high rise reinforced concrete(RC)building located in Beirut consisting of 48 storeys almost asymmetric orthogonally.For this purpose,a non-linear analysis of a real earthquake acceleration record(EI Centro seismic signal)is conducted,so that the mode shapes,the damping ratio and the natural frequencies of the two models are obtained using ETABS software.The results prove a substantial elongation of the building period,as well as a reduction in the building displacement,the roof acceleration,the inter-storey drift ratio and the base shear force of isolated building relative to fixed-base building.This study proves that this technology is applicable to high rise buildings with acceptable results. 展开更多
关键词 Seismic damage non-linear time history analysis high-rise RC building seismic response analysis lead rubber bearing
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Monitoring of Acoustic Emission Signal of Loaded Axial Bearings
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作者 Filip Hort Pavel Mazal Frantisek Vlasic 《材料科学与工程(中英文A版)》 2011年第5X期717-724,共8页
关键词 声发射信号 推力轴承 监测化验 加载 上升时间 冲击脉冲法 接触疲劳 旋转机械
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Applicability of initial optimal maternal and fetal electrocardiogram combination vectors to subsequent recordings
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作者 闫华文 黄晓林 +3 位作者 肇莹 司峻峰 刘铁兵 刘红星 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第11期639-645,共7页
A series of experiments are conducted to confirm whether the vectors calculated for an early section of a continuous non-invasive fetal electrocardiogram (fECG) recording can be directly applied to subsequent sectio... A series of experiments are conducted to confirm whether the vectors calculated for an early section of a continuous non-invasive fetal electrocardiogram (fECG) recording can be directly applied to subsequent sections in order to reduce the computation required for real-time monitoring. Our results suggest that it is generally feasible to apply the initial optimal maternal and fetal ECG combination vectors to extract the fECG and maternal ECG in subsequent recorded sections. 展开更多
关键词 fetal monitoring real-time multi-channel recording independent component analysis (ICA) peri-odic component analysis
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EXPERIMENTAL STUDY ON TIME EFFECT OF WET DRILLING PILE 被引量:2
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作者 程晔 龚维明 +1 位作者 戴国亮 季杰 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2008年第4期311-317,共7页
Time effect of wet drilling pile is investigated through the static load experiment on pile No. 22 of Guanhe Bridge. Post-grouting under pile tip is adopted in the project. To study the bearing performance of the pile... Time effect of wet drilling pile is investigated through the static load experiment on pile No. 22 of Guanhe Bridge. Post-grouting under pile tip is adopted in the project. To study the bearing performance of the pile, the self-balanced method is used and two load cells are assembled in the pile body. The experiments are carried out before and after post-grouting. The upper part of the pile is not influenced by post-grouting under the pile tip. Experimental results of the upper part of the pile show that the bearing capacity and the rigidity of wet drilling pile increase with time passing on. Analysis results show the time effect of wet drilling pile is influenced by many factors, such as alteration of stress field around pile, characteristics of soil around pile, variety of mud cake, and property of residue under pile tip. 展开更多
关键词 bearing capacity drilling pile time effect self-balanced
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“深时”(Deep Time)研究与沉积学 被引量:58
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作者 孙枢 王成善 《沉积学报》 CAS CSCD 北大核心 2009年第5期792-810,共19页
近百年来全球气候正在经历一次以变暖为主要特征的显著变化,人类文明的发展迫切要求我们对这种变化的发展趋势及其环境与资源效应有更加深入的了解。仅仅对现代和第四纪气候研究是有局限性的,全面了解地球表层及气候系统需要研究整个地... 近百年来全球气候正在经历一次以变暖为主要特征的显著变化,人类文明的发展迫切要求我们对这种变化的发展趋势及其环境与资源效应有更加深入的了解。仅仅对现代和第四纪气候研究是有局限性的,全面了解地球表层及气候系统需要研究整个地质历史时期地球表层系统的发展演化。基于这样一种需求,从沉积记录研究前第四纪地质历史时期的地球古气候变化及重大地质事件,并为未来气候预测提供依据的"深时"(Deep Time)研究计划在国际地球科学界逐渐形成。"深时"研究将聚焦地球气候系统中的重大科学问题,通过地质历史时期极端气候事件探讨气候变化的极限和速率、大气成分和大洋成分变化、大气环流和大洋环流以及生物圈、固体地球与太阳的联系等,最终揭示地球气候系统与地球系统的联系。"深时"研究将通过解译、定年和模拟的基本方法,发展完善大陆科学钻探项目,获得保存良好、高分辨率的沉积记录是重中之重。可以预见,"深时"研究将与"深空"(Deep Space)、"深海"(Deep Sea)和"深部"(Deep Interior)研究计划一样,成为未来国际和国内地球科学重大研究领域。同时,在开展"深时"研究过程中,沉积学也将扮演核心学科的角色发挥重要的作用。 展开更多
关键词 “深时”研究 沉积学 气候变化 地球表层系统 沉积记录
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The impact of a computerized care records service (CRS) on doctors’ work patterns in urological outpatient clinics 被引量:1
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作者 Stefanos Kachrilas Christian Bach +4 位作者 Pryia Kumar Faruqz Zaman Nicola Dickens Junaid Masood Noor Buchholz 《Health》 2011年第11期703-707,共5页
Objective: Government targets to reduce waiting times are putting enormous pressures on outpatient services. The implementation of an electronic care records service (CRS) at our hospital in 2008 has led to widespread... Objective: Government targets to reduce waiting times are putting enormous pressures on outpatient services. The implementation of an electronic care records service (CRS) at our hospital in 2008 has led to widespread press coverage of ensuing chaos in clinical administration. We wanted to know how this new electronic system impacted on our working patterns in outpatient clinics and – more specifically – on the time actually spent with the patients. Material & methods: This study was performed 4 and 12 months after implementation of CRS to assess its impact on the time distribution in clinic. Senior doctors were monitored with a stop clock during consultations. Timings for pre- and post-consultation administration, and the actual consultation with the patient were recorded. A total of 170 consultations were evaluated in this way. Results: The key findings were that the total time needed to spend on a urological outpatient of 16 minutes remains unchanged from the pre-CRS era, but a majority (57%) of this time is spent in administration on the computer without the patient involved. Conclusion: No more than 15 patients should be seen in a 4 hour outpatient clinic per doctor. This recommendation drawn up by BAUS before CRS remains still valid. Patient administration related to the consultation that has previously been done by administrative aides is now to be done by the doctors on the computer in the same consultation session. Intended to streamline patient pathways, this does reduce the quality interaction-time between doctor and patients significantly. 展开更多
关键词 Working Pattern Consultation time CARE recordS SERVICE OUTPATIENT Clinic National Health System NHS
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京津冀城市群综合承灾能力时空异质性研究 被引量:1
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作者 王威 杨佩 +1 位作者 郭聪 王志涛 《安全与环境学报》 CAS CSCD 北大核心 2024年第3期1143-1152,共10页
基于2010—2020年京津冀城市群13个城市的调查数据,应用Kernel密度估计方法、空间自相关模型及Dagum基尼系数,分析不同时期京津冀城市群综合承灾能力时空动态演进分布格局及地区差异。结果表明:(1)在时间维度,2010—2020年京津冀城市群... 基于2010—2020年京津冀城市群13个城市的调查数据,应用Kernel密度估计方法、空间自相关模型及Dagum基尼系数,分析不同时期京津冀城市群综合承灾能力时空动态演进分布格局及地区差异。结果表明:(1)在时间维度,2010—2020年京津冀城市群综合承灾能力总体呈现逐渐上升趋势,但京津冀城市群各市之间的承灾能力水平差距逐渐增大,区域整体呈现非均衡特征;(2)在空间维度,2010—2020年京津冀城市群综合承灾能力在空间分布上关联度较低,不存在显著的集聚或分散特征,但有局部地区产生聚集特点,属于“高-高”“低-低”空间聚集型城市较多,在此期间京津冀城市群综合承灾能力呈现空间集聚与空间分异并存;(3)京津冀城市群综合承灾能力的总体差异呈现上升趋势,北京-河北地区间差异最大,地区间差异是总体差异的主要来源。掌握京津冀城市群综合承灾能力的时空分布变化规律,并制订相应的防灾策略是京津冀城市群有效应对外部冲击以及实现京津冀地区协同与高质量发展国家战略的重要支撑。 展开更多
关键词 公共安全 京津冀城市群 承灾力 时空演化 异质性
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滚动轴承局部故障时变刚度系统动力学分析
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作者 郭宝良 赵玉秀 +2 位作者 史丽晨 李玲 段志善 《振动与冲击》 EI CSCD 北大核心 2024年第9期241-248,共8页
针对滚动轴承局部故障动力学建模问题,通过分析各滚动体在进入、退出载荷区和陷入故障时的变化情况,基于Hertz接触理论,定义了接触变形保留因子,提出了滚动轴承等效时变刚度函数,建立了局部故障滚动轴承单自由度时变刚度动力学模型,并... 针对滚动轴承局部故障动力学建模问题,通过分析各滚动体在进入、退出载荷区和陷入故障时的变化情况,基于Hertz接触理论,定义了接触变形保留因子,提出了滚动轴承等效时变刚度函数,建立了局部故障滚动轴承单自由度时变刚度动力学模型,并进行了理论分析和试验研究。研究结果表明:当滚动体进入或退出载荷区时,载荷区中承载滚动体数量增加或减少,引起系统等效时变刚度的小幅增加或减小;当滚动体陷入故障时,因接触变形保留因子的不同使得其有效接触刚度不同程度降低而导致系统等效时变刚度的减小。系统等效时变刚度的变化引起载荷区中其他滚动体的接触变形和接触力产生不同幅度的变化,从而平衡外部径向载荷,对载荷区中心附近的滚动体的影响较为明显,但不影响各滚动体的有效接触刚度。系统等效时变刚度发生突变,导致系统振动。当外环故障时,等效时变刚度等幅变化;当内环故障时,等效时变刚度的变化受到内环旋转的调制而幅值不同。提出的单自由度时变刚度动力学模型与实际更加吻合。 展开更多
关键词 滚动轴承 局部故障 动力学 等效时变刚度
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基于振动监测的电机轴承故障智能诊断 被引量:2
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作者 刘卫星 马越 《防爆电机》 2024年第2期62-65,共4页
电机轴承故障是电机常见故障之一。对电机轴承故障进行精确诊断是确保电机安全稳定运行的必要措施。现提出了一种基于振动监测的电机轴承故障智能诊断方法。利用振动加速度传感器监测电机轴承振动,采集电机振动加速度数据,然后对电机振... 电机轴承故障是电机常见故障之一。对电机轴承故障进行精确诊断是确保电机安全稳定运行的必要措施。现提出了一种基于振动监测的电机轴承故障智能诊断方法。利用振动加速度传感器监测电机轴承振动,采集电机振动加速度数据,然后对电机振动加速度数据进行时域分析和频域分析,提取与电机轴承故障相关的时域特征参数和频域特征参数,再依据电机故障故障特征参数判断电机是否存在轴承故障。实际应用表明,电机轴承故障智能诊断方法可对电机轴承故障进行精确诊断。 展开更多
关键词 轴承故障 智能诊断 时域分析 频域分析
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一种基于改进门控循环单元的叠前时变子波提取方法
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作者 戴永寿 李泓浩 +2 位作者 孙伟峰 万勇 孙家钊 《地球物理学报》 SCIE EI CAS CSCD 北大核心 2024年第4期1583-1600,共18页
子波的精确提取是地震勘探后续反演与成像的前提,针对传统时变子波提取方法受到的各类假设限制,且需分别提取子波振幅谱与相位谱的问题,本文提出了一种基于改进门控循环单元(GRU)网络的叠前时变地震子波提取方法.根据实际叠前地震数据... 子波的精确提取是地震勘探后续反演与成像的前提,针对传统时变子波提取方法受到的各类假设限制,且需分别提取子波振幅谱与相位谱的问题,本文提出了一种基于改进门控循环单元(GRU)网络的叠前时变地震子波提取方法.根据实际叠前地震数据分布特征与非平稳性质,本方法首先建立非平稳地震记录与添加随机噪声的时变子波训练数据集;为对提取出的时序特征进行拓展,提升传统GRU网络对长时序列的处理能力,本方法搭建起含多层GRU模块与全连接神经网络的改进门控循环单元网络模型;利用建立的训练数据集对网络模型进行训练使网络具备提取时变子波的能力;为提高训练效率与提取精度,本方法在训练的反向传播过程中应用自定义WaveLoss损失函数衡量误差,最终实现叠前时变子波的估计.经合成数据仿真实验与不同方法对比验证,本文提出的叠前时变子波提取方法具有更高的准确度;经对中国西部不同地区实际叠前地震资料处理与反褶积验证分析,该方法可有效提高目标区叠前地震剖面分辨率. 展开更多
关键词 时变子波提取 门控循环单元 叠前地震记录 反褶积
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基于EMDPWVD时频图像和改进ViT网络的滚动轴承智能故障诊断
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作者 樊红卫 马宁阁 +3 位作者 马嘉腾 陈步冉 曹现刚 张旭辉 《振动与冲击》 EI CSCD 北大核心 2024年第11期246-254,共9页
滚动轴承是机械设备的关键零部件之一,其故障诊断对设备安全稳定运行至关重要。针对滚动轴承振动信号的非平稳特点,提出经验模态分解联合伪魏格纳分布(empirical mode decomposition&pseudo-Wigner-Ville distribution, EMDPWVD)时... 滚动轴承是机械设备的关键零部件之一,其故障诊断对设备安全稳定运行至关重要。针对滚动轴承振动信号的非平稳特点,提出经验模态分解联合伪魏格纳分布(empirical mode decomposition&pseudo-Wigner-Ville distribution, EMDPWVD)时频图像联合改进Vision Transformer(ViT)网络模型的智能故障诊断新方法。首先针对实际信号研究短时傅里叶变换(short-time Fourier transform, STFT)、连续小波变换(continuous wavelet transform, CWT)和EMDPWVD三种时频分析方法,考虑STFT和CWT无法同时获得高的时间分辨率和频率分辨率,优选EMDPWVD作为智能故障诊断网络的时频图像构造方法。其次,以经典ViT作为故障诊断基础模型,将时频图像按照预定尺寸分块并线性映射为输入序列,通过自注意力机制整合图像全局信息,借助堆叠Transformer编码器完成网络传输,进而实现故障诊断。为进一步提高故障诊断准确率,将池化层作为ViT的预处理网络,获得改进的Pooling ViT(PiT)模型,实现时频图像的空间特征延展,提升模型对输入图像敏感度。结果表明,所提方法对滚动轴承不同故障类型均有高的诊断准确率,PiT较ViT的准确率提高4.40%,证明对ViT加入池化层能够实现滚动轴承故障诊断效果提升。 展开更多
关键词 滚动轴承 故障诊断 时频图像 Vision Transformer(ViT) 池化层
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GhostConv轻量级网络设计及故障诊断研究
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作者 赵志宏 李春秀 杨绍普 《振动工程学报》 EI CSCD 北大核心 2024年第1期182-190,共9页
提出一种GhostConv轻量级网络模型并将其用于故障诊断。GhostConv利用常规卷积生成一小部分特征图,然后在生成的特征图上进行多次特征提取来生成其余特征图,最大程度地节约了常规卷积中生成冗余特征图的成本,减少了模型参数,保证了模型... 提出一种GhostConv轻量级网络模型并将其用于故障诊断。GhostConv利用常规卷积生成一小部分特征图,然后在生成的特征图上进行多次特征提取来生成其余特征图,最大程度地节约了常规卷积中生成冗余特征图的成本,减少了模型参数,保证了模型的性能。采用连续小波变换对振动信号进行时频变换生成二维时频图,之后利用设计的GhostConv搭建轻量级网络模型进行故障诊断。采用凯斯西储大学轴承数据集进行验证,并与其他卷积结构网络模型进行参数量、计算量以及识别准确率的对比。实验结果表明,与其他模型相比,所使用的网络模型在参数量和计算量较少的条件下依旧有较高的识别精度,且具有较好的鲁棒性和泛化能力,具有一定的工程应用价值。 展开更多
关键词 故障诊断 滚动轴承 轻量级网络 GhostConv 时频图
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