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Fault tolerant control with torque limitation based on fault mode for ten-phase permanent magnet synchronous motor 被引量:5
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作者 Guo Hong Xu Jinquan 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2015年第5期1464-1475,共12页
This paper proposes a novel fault tolerant control with torque limitation based on the fault mode for the ten-phase permanent magnet synchronous motor (PMSM) under various open-circuit and short-circuit fault condit... This paper proposes a novel fault tolerant control with torque limitation based on the fault mode for the ten-phase permanent magnet synchronous motor (PMSM) under various open-circuit and short-circuit fault conditions, which includes the optimal torque control and the torque limitation control based on the fault mode. The optimal torque control is adopted to guarantee the ripple-free electromagnetic torque operation for the ten-phase motor system under the post-fault condition. Furthermore, we systematically analyze the load capacity of the ten-phase motor system under different fault modes. And a torque limitation control approach based on the fault mode is proposed, which was not available earlier. This approach is able to ensure the safety operation of the faulted motor system in long operating time without causing the overheat fault. The simulation result confirms that the proposed fault tolerant control for the ten-phase motor system is able to guarantee the ripple-free electromagnetic torque and the safety operation in long operating time under the normal and fault conditions. 展开更多
关键词 fault mode fault tolerant Optimal torque control Permanent magnet motorTorque limitation
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Fault mode probability factor based fault-tolerant control for dissimilar redundant actuation system 被引量:1
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作者 Jun WANG Shaoping WANG +2 位作者 Xingjian WANG Mileta M.TOMOVIC Cun SHI 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2018年第5期965-975,共11页
This paper presents a Fault Mode Probability Factor(FMPF) based Fault-Tolerant Control(FTC) strategy for multiple faults of Dissimilar Redundant Actuation System(DRAS)composed of Hydraulic Actuator(HA) and Ele... This paper presents a Fault Mode Probability Factor(FMPF) based Fault-Tolerant Control(FTC) strategy for multiple faults of Dissimilar Redundant Actuation System(DRAS)composed of Hydraulic Actuator(HA) and Electro-Hydrostatic Actuator(EHA). The long-term service and severe working conditions can result in multiple gradual faults which can ultimately degrade the system performance, resulting in the system model drift into the fault state characterized with parameter uncertainty. The paper proposes to address this problem by using the historical statistics of the multiple gradual faults and the proposed FMPF to amend the system model with parameter uncertainty. To balance the system model precision and computation time, a Moving Window(MW) method is used to determine the applied historical statistics. The FMPF based FTC strategy is developed for the amended system model where the system estimation and Linear Quadratic Regulator(LQR) are updated at the end of system sampling period. The simulations of DRAS system subjected to multiple faults have been performed and the results indicate the effectiveness of the proposed approach. 展开更多
关键词 Dissimilar redundant actuation system fault mode probability factor fault-tolerant control Linear quadratic regulator Monte Carlo simulation Moving window
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Sliding Mode Fault Tolerant Attitude Control Scheme for Spacecraft with Actuator Faults 被引量:5
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作者 CAO Teng GONG Huajun HAN Bing 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2019年第1期119-127,共9页
An active fault tolerant control scheme is investigated for the attitude control systems of spacecraft with external disturbance and actuator faults by using the sliding mode technique. Firstly,the dynamic equations a... An active fault tolerant control scheme is investigated for the attitude control systems of spacecraft with external disturbance and actuator faults by using the sliding mode technique. Firstly,the dynamic equations and kinematic equations of spacecraft are given. For the dynamic mode of spacecraft in faulty case,a fault diagnosis component is used for fault detection and estimation by using a nonlinear observer. According to the fault estimation information obtained during the fault diagnosis,the fault tolerant control scheme is developed by adopting the backstepping sliding mode control technique. Meanwhile,the Lyapunov theory is used to analyze the stability of the closed-loop attitude systems. Finally,simulation results for the attitude dynamics models show the feasibility of the proposed fault tolerant scheme. 展开更多
关键词 fault tolerant CONTROL fault estimation actuator faults SLIDING mode CONTROL
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The Study of Overhead Line Fault Probability Model Based on Fuzzy Theory 被引量:2
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作者 Jing Li Lijie Chen +1 位作者 Donghong Zhao Yadi Luo 《Energy and Power Engineering》 2013年第4期625-629,共5页
In the background of the design and construction of Smart Grid Operation Supporting System for District Power Networks, this paper established the weighted fault probability model of the overhead line which is based o... In the background of the design and construction of Smart Grid Operation Supporting System for District Power Networks, this paper established the weighted fault probability model of the overhead line which is based on equipment operating status, utility theory and fuzzy theory. In this model, the proper membership function is adopted to describe the influence of lightning, wind speed, line ice and temperature, and the outage rate of overhead line, derived from historical statistics, is amended. Based on this model, the power supply risk analysis software is developed to calculate the online risk indicators of district grid, and provide real-time decision support information based on risk theory for scheduling operations personnel. 展开更多
关键词 Power System fault PROBABILITY mode the OVERHEAD LINE RISK Assessment
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Adaptive sliding mode backstepping control for near space vehicles considering engine faults 被引量:5
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作者 ZHAO Jing JIANG Bin +2 位作者 XIE Fei GAO Zhifeng XU Yufei 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2018年第2期343-351,共9页
A fault tolerant control methodology based adaptive sliding mode(ASM) backstepping is proposed for near space vehicle(NSV) attitude control system under engine faults. The proposed scheme combined adaptive backsteppin... A fault tolerant control methodology based adaptive sliding mode(ASM) backstepping is proposed for near space vehicle(NSV) attitude control system under engine faults. The proposed scheme combined adaptive backstepping with the sliding mode control strategy could guarantee the system’s stability and track desired signals under external disturbances and engine faults. Firstly, attitude mode description and the engine faulty model are given. Secondly, a nominal control law is designed.Thirdly, a sliding mode observer is given later in order to estimate both the information of engine faults and external disturbances. An adaptive sliding mode technology based on the previous nominal control law is developed via updating faulty parameters. Finally,analyze the system’s fault-tolerant performance and reliability through experiment simulation, which verifies the proposed design of fault-tolerant control can tolerate engine faults, as well as the strong robustness for external disturbance. 展开更多
关键词 fault tolerant control adaptive sliding mode(ASM) engine fault near space vehicle(NSV)
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Relationships between In SAR Seismic Deformation and Fault Motion Sense,Fault Strike,and Ascending/Descending Modes 被引量:2
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作者 QU Chunyan SHAN Xinjian +2 位作者 ZHAO Dezheng ZHANG Guohong SONG Xiaogang 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2017年第1期93-108,共16页
Based on the working principle of satellite radars, the earthquake deformation field measured by interferometric synthetic aperture(InSAR) is the projection of ground displacement associated with the seismogenic fau... Based on the working principle of satellite radars, the earthquake deformation field measured by interferometric synthetic aperture(InSAR) is the projection of ground displacement associated with the seismogenic fault in the line of sight(LOS) of the satellite. However, LOS projections are complex, and are not only related to the ascending/descending modes and incidence angles of SAR data, but also related to the strike and motion senses of the fault. Even for the same earthquake, the LOS deformation derived from different ascending/descending data can be almost identical in one case, but quite different in another case, which makes the interpretation of InSAR seismic deformation and its comparison with field observations difficult. In this study, we undertook a quantitative analysis of the relationships between LOS observation sensitivity of InSAR and fault strike, fault motion sense, and ascending/descending modes, as well as 3D deformation fields. We studied the features and differences of the LOS deformation fields in different types of earthquakes using ascending/descending modes, with a particularly detailed analysis of the relations for a strikeslip type of earthquake. We also summarized the characteristics of LOS deformation fields of faults with different strikes and optimal observational data modes. Taking the strike-slip Yushu earthquake and the normal Gaize event as examples, we used SAR data of the ascending/descending modes to verify the results of quantitative calculations. These analyses will not only provide a more reasonable interpretation of InSAR seismic deformation fields and but also help understand the differences of seismic deformation fields revealed by data with different observational modes, therefore promoting the application of InSAR technology in seismology. 展开更多
关键词 InSAR fault earthquake DEFORMATION ascending/descending modes
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Adaptive Type-2 Fuzzy Sliding Mode Controller for SISO Nonlinear Systems Subject to Actuator Faults 被引量:1
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作者 Meriem Benbrahim Najib Essounbouli +1 位作者 Abdelaziz Hamzaoui Ammar Betta 《International Journal of Automation and computing》 EI CSCD 2013年第4期335-342,共8页
In this paper, an adaptive type-2 fuzzy sliding mode control to tolerate actuator faults of unknown nonlinear systems with external disturbances is presented. Based on a redundant actuation structure, a novel type-2 a... In this paper, an adaptive type-2 fuzzy sliding mode control to tolerate actuator faults of unknown nonlinear systems with external disturbances is presented. Based on a redundant actuation structure, a novel type-2 adaptive fuzzy fault tolerant control scheme is proposed using sliding mode control. Two adaptive type-2 fuzzy logic systems are used to approximate the unknown functions, whose adaptation laws are deduced from the stability analysis. The proposed approach allows to ensure good tracking performance despite the presence of actuator failures and external disturbances, as illustrated through a simulation example. 展开更多
关键词 Type-2 fuzzy systems fault tolerant control sliding mode control adaptive system actuator faults.
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Optimal selection of tests for fault detection and isolation in multi-operating mode system 被引量:3
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作者 LIU Yuanhong 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2019年第2期425-434,共10页
The complex systems are often in the structure of multi-operating modes, and the components implementing system functions are different under different operation modes, which results in the problems that components of... The complex systems are often in the structure of multi-operating modes, and the components implementing system functions are different under different operation modes, which results in the problems that components often fail in different operating modes, faults can be only detected in specified operating modes, tests can be available in specified operating modes,and the cost and efficiency of detecting and isolating faults are different under different operating modes and isolation levels. Aiming at these problems, an optimal test selection method for fault detection and isolation in the multi-operating mode system is proposed by using the fault pair coding and rollout algorithm. Firstly,the faults in fault-test correlation matrices under different operating modes are combined to fault-pairs, which is used to construct the fault pair-test correlation matrices under different operating modes.Secondly, the final fault pair-test correlation matrix of the multioperating mode system is obtained by operating the fault pair-test correlation matrices under different operating modes. Based on the final fault pair-test correlation matrix, the necessary tests are selected by the rollout algorithm orderly. Finally, the effectiveness of the proposed method is verified by examples of the optimal test selection in the multi-operating mode system with faults isolated to different levels. The result shows that the proposed method can effectively mine the fault detection and isolation ability of tests and it is suitable for the optimal test selection of the multi-operating mode system with faults isolated to the replacement unit and specific fault. 展开更多
关键词 operating mode test optimization fault PAIR CODING fault detection fault ISOLATION
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A New Method of Wind Turbine Bearing Fault Diagnosis Based on Multi-Masking Empirical Mode Decomposition and Fuzzy C-Means Clustering 被引量:12
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作者 Yongtao Hu Shuqing Zhang +3 位作者 Anqi Jiang Liguo Zhang Wanlu Jiang Junfeng Li 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2019年第3期156-167,共12页
Based on Multi-Masking Empirical Mode Decomposition (MMEMD) and fuzzy c-means (FCM) clustering, a new method of wind turbine bearing fault diagnosis FCM-MMEMD is proposed, which can determine the fault accurately and ... Based on Multi-Masking Empirical Mode Decomposition (MMEMD) and fuzzy c-means (FCM) clustering, a new method of wind turbine bearing fault diagnosis FCM-MMEMD is proposed, which can determine the fault accurately and timely. First, FCM clustering is employed to classify the data into different clusters, which helps to estimate whether there is a fault and how many fault types there are. If fault signals exist, the fault vibration signals are then demodulated and decomposed into different frequency bands by MMEMD in order to be analyzed further. In order to overcome the mode mixing defect of empirical mode decomposition (EMD), a novel method called MMEMD is proposed. It is an improvement to masking empirical mode decomposition (MEMD). By adding multi-masking signals to the signals to be decomposed in different levels, it can restrain low-frequency components from mixing in highfrequency components effectively in the sifting process and then suppress the mode mixing. It has the advantages of easy implementation and strong ability of suppressing modal mixing. The fault type is determined by Hilbert envelope finally. The results of simulation signal decomposition showed the high performance of MMEMD. Experiments of bearing fault diagnosis in wind turbine bearing fault diagnosis proved the validity and high accuracy of the new method. 展开更多
关键词 Wind TURBINE BEARING faultS diagnosis Multi-masking empirical mode decomposition (MMEMD) Fuzzy c-mean (FCM) clustering
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THE GROWTH MODE OF ALTUN FAULT AND IT'S DYNAMICS
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作者 Cui Junwen, Li Pengwu, Li Li (Institute of Geology, Chinese Academy of Geological Sciences, Beijing 100037,China) 《地学前缘》 EI CAS CSCD 2000年第S1期260-260,共1页
A set of ENE\|trending fault which locates in the rigid Tarim massif and flexible Qilian massif in the same dynamic system of the uplift of the Qinghai—Tibetan plateau is referred to as the Altun Fault (ALF). ALF dis... A set of ENE\|trending fault which locates in the rigid Tarim massif and flexible Qilian massif in the same dynamic system of the uplift of the Qinghai—Tibetan plateau is referred to as the Altun Fault (ALF). ALF displays a linear geometry or a geometry of overlapping of linear and arcuate segments and a growth and development process of the breakdown segment\|by\|segment, connection segment\|by\|segment and propagation gradually (northeastward migration of the northeast tip, southwestward growth of the southwest tip). The formation of the Altun fault began in the middle or upper Carboniferous. It was characteristic of the sinistral strike\|slip\|thrust before Eocene, of the thrust\|sinistral strike\|slip during Oligocene—Miocene, and of the normal slip, and thrust\|sinistral strike\|slip simultaneously since Miocene. 展开更多
关键词 Altun fault sinistral strike\|slip geometry growth mode o verstep THRUST sequence THRUST propagation transformation fault DYNAMICS mode l
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The Altun Fault: Its Geometry, Nature and Mode of Growth 被引量:5
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作者 崔军文 李莉 +4 位作者 杨经绥 岳永军 李朋武 张建新 陈文 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2001年第2期133-143,共11页
The Altun (or Altyn Tagh) fault displays a geometry of overlapping of linear and arcuate segments and shows strong inhomogeneity in time and space. It is a gigantic fault system with complex mechanical behaviours incl... The Altun (or Altyn Tagh) fault displays a geometry of overlapping of linear and arcuate segments and shows strong inhomogeneity in time and space. It is a gigantic fault system with complex mechanical behaviours including thrusting, sinistral strike slip and normal slip. The strike slip and normal slip mainly occurred in the Cretaceous—Cenozoic and Plio-Quaternary respectively, whereas the thrusting was a deformation event that has played a dominant role since the late Palaeozoic (for a duration of about 305 Ma). The formation of the Altun fault was related to strong inhomogeneous deformation of the massifs on its two sides (in the hinterland of the Altun Mountains contractional deformation predominated and in the Qilian massif thrust propagation was dominant). The fault experienced a dynamic process of successive break-up and connection of its segments and gradual propagation, which was synchronous with the development of an overstep thrust sequence in the Qilian massif and the uplift of the Qinghai-Tibet plateau. With southward propagation of the thrust sequence and continued uplift of the plateau, the NE tip of the Altun fault moved in a NE direction, while the SW tip grew in a SW direction. 展开更多
关键词 Altun (Altyn Tagh) fault thrust sequence propagation sinistral strike-slip mode of growth
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Model of Fault Controlling Petroleum Accumulation in Linshang Fault Zone,Huimin Depression
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作者 Wei Chen,Zhiping Wu,Zheng Huang Faculty of Geo-Resource and Information,China University of Petroleum,Dongying 257061,China. 《地学前缘》 EI CAS CSCD 北大核心 2009年第S1期149-149,共1页
Fault controlling petroleum accumulation is mainly reflected in hydrocarbon migration and sealing in accumulation periods.By fault activity rate analysis and fuzzy comprehensive sealing evaluation in different places ... Fault controlling petroleum accumulation is mainly reflected in hydrocarbon migration and sealing in accumulation periods.By fault activity rate analysis and fuzzy comprehensive sealing evaluation in different places of Linshang Fault Zone(LFZ),LFZ controlling petroleum accumulation shows a lot of spatiotemporal differences:(1) main branch of 展开更多
关键词 hydrocarbon migration fault activity fault sealing SPATIOTEMPORAL differences ACCUMULATION mode
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Sliding mode observer-based fault reconstruction for uncertain descriptor linear systems
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作者 于金泳 刘志远 《中南大学学报(自然科学版)》 EI CAS CSCD 北大核心 2009年第S1期273-276,共4页
Fault detection and reconstruction of actuator faults for uncertain descriptor linear system based on a sliding mode observer was considered. The design algorithms of sliding mode observer for linear descriptor system... Fault detection and reconstruction of actuator faults for uncertain descriptor linear system based on a sliding mode observer was considered. The design algorithms of sliding mode observer for linear descriptor systems with faults and uncertain were given. The method uses H∞ concepts to design the observer gain such that L2 gain from the uncertainty to reconstruction error of fault was minimized. 展开更多
关键词 fault detection and reconstruction DESCRIPTOR system SLIDING mode OBSERVER L2 gain
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Adaptive Variational Mode Decomposition for Bearing Fault Detection
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作者 Xing Xing Ming Zhang Wilson Wang 《Journal of Signal and Information Processing》 2023年第2期9-24,共16页
Rolling element bearings are commonly used in rotary mechanical and electrical equipment. According to investigation, more than half of rotating machinery defects are related to bearing faults. However, reliable beari... Rolling element bearings are commonly used in rotary mechanical and electrical equipment. According to investigation, more than half of rotating machinery defects are related to bearing faults. However, reliable bearing fault detection still remains a challenging task, especially in industrial applications. The objective of this work is to propose an adaptive variational mode decomposition (AVMD) technique for non-stationary signal analysis and bearing fault detection. The AVMD includes several steps in processing: 1) Signal characteristics are analyzed to determine the signal center frequency and the related parameters. 2) The ensemble-kurtosis index is suggested to decompose the target signal and select the most representative intrinsic mode functions (IMFs). 3) The envelope spectrum analysis is performed using the selected IMFs to identify the characteristic features for bearing fault detection. The effectiveness of the proposed AVMD technique is examined by experimental tests under different bearing conditions, with the comparison of other related bearing fault techniques. 展开更多
关键词 Bearing fault Detection Vibration Signal Analysis Intrinsic mode Functions Variational mode Decomposition
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基于FMD-MAK-CNN算法的轴承故障诊断
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作者 边豪杰 苏泓臣 +2 位作者 杨辰昕 于佳鑫 张宇宁 《排灌机械工程学报》 北大核心 2026年第1期100-108,共9页
针对轴承故障诊断准确率低的问题,提出了一种基于特征模态分解-最大自相关峭度-卷积神经网络(FMD-MAK-CNN)的轴承故障诊断模型.首先,利用特征模态分解(FMD)算法将轴承故障信号分解为若干个含有丰富故障特征的模态;其次,计算各模态的自... 针对轴承故障诊断准确率低的问题,提出了一种基于特征模态分解-最大自相关峭度-卷积神经网络(FMD-MAK-CNN)的轴承故障诊断模型.首先,利用特征模态分解(FMD)算法将轴承故障信号分解为若干个含有丰富故障特征的模态;其次,计算各模态的自相关峭度(AK),选取最大自相关峭度(MAK)对应的模态作为待分析信号,并根据其时域特征构建特征向量,将特征向量与信号标签组合构建特征向量矩阵;最后,将特征向量矩阵按照8∶2划分为训练集和测试集,输入卷积神经网络(CNN)中训练和测试,实现轴承故障诊断.通过轴承内圈和轴承外圈2组试验数据验证FMD-MAK-CNN模型的平均故障诊断准确率分别为97.50%和97.83%.在相同模型条件下,与EMD-MAK-CNN故障诊断模型相比,平均故障诊断准确率分别提高了16.17%和16.66%,与FMD-EE-CNN故障诊断模型相比,平均故障诊断准确率分别提高了16.67%和16.83%. 展开更多
关键词 故障诊断 特征模态分解 最大自相关峭度 时域特征 卷积神经网络
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电动汽车回路串联故障电弧特征提取与检测
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作者 崔诗淼 王金龙 刘乙雁 《电力电子技术》 2026年第1期149-157,共9页
受道路颠簸、绝缘老化、接触不良等原因影响,电动汽车可能产生串联型电弧故障。基于干路电流的故障电弧检测方法会对电动汽车变速等工况产生误判。为准确地检测出电动汽车串联电弧故障,搭建了电动汽车串联型故障电弧实验平台,采集了不... 受道路颠簸、绝缘老化、接触不良等原因影响,电动汽车可能产生串联型电弧故障。基于干路电流的故障电弧检测方法会对电动汽车变速等工况产生误判。为准确地检测出电动汽车串联电弧故障,搭建了电动汽车串联型故障电弧实验平台,采集了不同速度、不同负载类型下的干路电流信号。通过变分模态分解(VMD)将干路电流信号分解为8个本征模态函数;其次,对电流信号进行了快速傅里叶变换(FFT),结合VMD的结果选择故障特征分量IMF1;对IMF1进行标准化处理,最后将处理后的IMF1分量输入支持向量机网格搜索(GS-SVM)模型进行故障电弧检测,使用十折交叉验证(CV)对模型进行准确率分析。开展了抗干扰实验,结果表明该模型抗干扰性较好,为研发电动汽车的故障电弧检测装置提供了一定的技术支持。 展开更多
关键词 串联故障电弧 电动汽车 变分模态分解 支持向量机网格搜索
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Multi-mode diagnosis of a gas turbine engine using an adaptive neuro-fuzzy system 被引量:9
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作者 Houman HANACHI Jie LIU Christopher MECHEFSKE 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2018年第1期1-9,共9页
Gas Turbine Engines (GTEs) are vastly used for generation of mechanical power in a wide range of applications from airplane propulsion systems to stationary power plants. The gaspath components of a GTE are exposed ... Gas Turbine Engines (GTEs) are vastly used for generation of mechanical power in a wide range of applications from airplane propulsion systems to stationary power plants. The gaspath components of a GTE are exposed to harsh operating and ambient conditions, leading to several degradation mechanisms. Because GTE components are mostly inaccessible for direct measure- ments and their degradation levels must be inferred from the measurements of accessible parameters, it is a challenge to acquire reliable information on the degradation conditions of the parts in different fault modes. In this work, a data-driven fault detection and degradation estima- tion scheme is developed for GTE diagnostics based on an Adaptive Neuro-Fuzzy Inference System (ANFIS). To verify the performance and accuracy of the developed diagnostic framework on GTE data, an ensemble of measurable gas path parameters has been generated by a high-fidelity GTE model under (a) diverse ambient conditions and control settings, (b) every possible combination of degradation symptoms, and (c) a broad range of signal to noise ratios. The results prove the competency of the developed framework in fault diagnostics and reveal the sensitivity of diagnostic results to measurement noise for different degradation symptoms. 展开更多
关键词 fault detection Multi-mode diagnosis Measurement noise Real-time diagnosis
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Multi-parameter Fault ProbabilityEvaluation Method of Large Generator 被引量:1
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作者 HE Yingchun WANG Youyuan CHEN Weigen 《高电压技术》 EI CAS CSCD 北大核心 2012年第8期1995-2000,共6页
关键词 局部放电 射频信号 放电量 高电压技术
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基于VMD-MSSST时频增强和ResNet多模态融合的故障诊断方法
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作者 冯煜尧 刘承全 +3 位作者 张雨璠 薛亚晨 郑小霞 符杨 《机电工程》 北大核心 2026年第1期73-81,148,共10页
针对振动信号的非线性、非平稳性导致的故障特征提取与诊断难的问题,提出了一种基于VMD-MSSST时频增强和ResNet多模态融合的诊断方法。首先,利用变分模态分解将振动信号分解为多个本征模态函数,结合峭度与相关系数设定筛选准则,提取了... 针对振动信号的非线性、非平稳性导致的故障特征提取与诊断难的问题,提出了一种基于VMD-MSSST时频增强和ResNet多模态融合的诊断方法。首先,利用变分模态分解将振动信号分解为多个本征模态函数,结合峭度与相关系数设定筛选准则,提取了包含故障信息的有效模态,对信号进行了重构,并引入了多重同步挤压S变换,进行了时频特征增强,将能量集中到瞬时频率轨迹上,实现了对冲击故障特征的精准提取目的;然后,构建了多模态特征融合的故障诊断模型,利用ResNet提取了时频图像的深层空间特征、双向门控循环支路捕获时序特征、卷积注意力支路强化故障敏感频带,并在特征层对信息进行了融合;最后,以凯斯西储大学的轴承故障数据集为研究对象,对十种不同状态的振动信号进行了消融实验和对比实验,并在风机现场轴承数据上和传统方法进行了诊断对比。研究结果表明:采用基于VMD-MSSST时频增强和ResNet多模态融合的诊断方法,平均分类精度可达99.19%;通过可视化分析验证了该方法能实现故障特征的清晰聚类目标,说明VMD预处理与MSSST增强的协同作用能更有效地提取故障特征信息,双分支融合结构可实现模型对信号特征的充分挖掘目的,为复杂工况下的轴承故障诊断提供参考。 展开更多
关键词 故障诊断模型 滚动轴承 变分模态分解 多重同步挤压S变换 残差网络 门控循环单元 注意力模块
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Sensor Fault Diagnosis for a Class of Time Delay Uncertain Nonlinear Systems Using Neural Network 被引量:4
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作者 Mou Chen Chang-Sheng Jiang Qing-Xian Wu 《International Journal of Automation and computing》 EI 2008年第4期401-405,共5页
In this paper,a sliding mode observer scheme of sensor fault diagnosis is proposed for a class of time delay nonlinear systems with input uncertainty based on neural network.The sensor fault and the system input uncer... In this paper,a sliding mode observer scheme of sensor fault diagnosis is proposed for a class of time delay nonlinear systems with input uncertainty based on neural network.The sensor fault and the system input uncertainty are assumed to be unknown but bounded.The radial basis function (RBF) neural network is used to approximate the sensor fault.Based on the output of the RBF neural network,the sliding mode observer is presented.Using the Lyapunov method,a criterion for stability is given in terms of matrix inequality.Finally,an example is given for illustrating the availability of the fault diagnosis based on the proposed sliding mode observer. 展开更多
关键词 Uncertain nonlinear system time delay radial basis function (RBF) neural network sliding mode observer fault diag-nosis.
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