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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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Satellite fault diagnosis method based on predictive filter and empirical mode decomposition 被引量:9
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作者 Yi Shen Yingchun Zhang Zhenhua Wang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2011年第1期83-87,共5页
A novel satellite fault diagnosis scheme is presented based on the predictive filter and empirical mode composition(EMD).First,the predictive filter is utilized to obtain the fault estimation,which is corrupted by n... A novel satellite fault diagnosis scheme is presented based on the predictive filter and empirical mode composition(EMD).First,the predictive filter is utilized to obtain the fault estimation,which is corrupted by noise.Then the EMD method is introduced to decompose the fault estimation into a finite number of intrinsic mode functions and extract the trend of faults for fault diagnosis.The proposed scheme has the ability of diagnosing both abrupt and incipient faults of the actuator in a satellite attitude control subsystem.A mathematical simulation is given to illustrate the effectiveness of the proposed scheme. 展开更多
关键词 satellite fault diagnosis predictive filter empirical mode decomposition(EMD).
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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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Fault Diagnosis Model Based on Feature Compression with Orthogonal Locality Preserving Projection 被引量:14
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作者 TANG Baoping LI Feng QIN Yi 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2011年第5期891-898,共8页
Based on feature compression with orthogonal locality preserving projection(OLPP),a novel fault diagnosis model is proposed in this paper to achieve automation and high-precision of fault diagnosis of rotating machi... Based on feature compression with orthogonal locality preserving projection(OLPP),a novel fault diagnosis model is proposed in this paper to achieve automation and high-precision of fault diagnosis of rotating machinery.With this model,the original vibration signals of training and test samples are first decomposed through the empirical mode decomposition(EMD),and Shannon entropy is constructed to achieve high-dimensional eigenvectors.In order to replace the traditional feature extraction way which does the selection manually,OLPP is introduced to automatically compress the high-dimensional eigenvectors of training and test samples into the low-dimensional eigenvectors which have better discrimination.After that,the low-dimensional eigenvectors of training samples are input into Morlet wavelet support vector machine(MWSVM) and a trained MWSVM is obtained.Finally,the low-dimensional eigenvectors of test samples are input into the trained MWSVM to carry out fault diagnosis.To evaluate our proposed model,the experiment of fault diagnosis of deep groove ball bearings is made,and the experiment results indicate that the recognition accuracy rate of the proposed diagnosis model for outer race crack、inner race crack and ball crack is more than 90%.Compared to the existing approaches,the proposed diagnosis model combines the strengths of EMD in fault feature extraction,OLPP in feature compression and MWSVM in pattern recognition,and realizes the automation and high-precision of fault diagnosis. 展开更多
关键词 orthogonal locality preserving projection(OLPP) manifold learning feature compression Morlet wavelet support vector machine(MWSVM) empirical mode decomposition(EMD) fault diagnosis
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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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变分模态分解融合特征熵的直流微电网电弧检测 被引量:1
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作者 李欣 李奎秀 +2 位作者 李新宇 陈德秋 郭攀锋 《电力系统及其自动化学报》 北大核心 2025年第3期47-58,共12页
针对直流微电网不同单元发生的串联电弧故障和易被误判问题,提出一种变分模态分解融合多特征熵值的故障电弧检测方法。首先,通过麻雀搜索算法优化变分模态分解参数,将各单元电压和电流信号分解为若干本征模态函数,并结合多尺度排列熵的... 针对直流微电网不同单元发生的串联电弧故障和易被误判问题,提出一种变分模态分解融合多特征熵值的故障电弧检测方法。首先,通过麻雀搜索算法优化变分模态分解参数,将各单元电压和电流信号分解为若干本征模态函数,并结合多尺度排列熵的绝对差值确定故障特征模态分量;其次,融合能量熵、近似熵、样本熵、模糊熵将选定的模态函数量化为熵值,并据此设定检测阈值;最后,通过对比实验和抗干扰实验对所提方法进行验证。结果表明该方法电弧识别率达到98%以上且具备良好的抗干扰性。 展开更多
关键词 直流微电网 串联电弧故障 变分模态分解 对比试验 电弧识别率
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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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基于SSA-IWT-EMD的滚动轴承故障诊断方法 被引量:3
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作者 雷春丽 焦孟萱 +3 位作者 樊高峰 刘世超 薛林林 李建华 《北京航空航天大学学报》 北大核心 2025年第4期1152-1162,共11页
针对小波阈值降噪不充分及经验模态分解(EMD)特征频率提取不明显的问题,提出一种基于麻雀搜索算法-改进小波阈值-EMD(SSA-IWT-EMD)的滚动轴承故障诊断方法。引入2个调节因子,提出一种IWT函数,克服了传统软硬阈值的缺点,并运用SSA对其各... 针对小波阈值降噪不充分及经验模态分解(EMD)特征频率提取不明显的问题,提出一种基于麻雀搜索算法-改进小波阈值-EMD(SSA-IWT-EMD)的滚动轴承故障诊断方法。引入2个调节因子,提出一种IWT函数,克服了传统软硬阈值的缺点,并运用SSA对其各参数进行全局寻优,实现滚动轴承信号降噪。提出一种综合指标P对EMD产生的分量进行选取重构,突出信号的故障特征信息。采用包络谱分析实现轴承的故障诊断。仿真和实测结果验证了所提方法的有效性;同时与单一指标选取分量的方法及文献方法进行对比,说明了综合指标P和所提方法具有更强的降噪能力及特征提取能力,包络谱幅值及倍频成分更明显,可以更好地实现对滚动轴承的故障诊断。 展开更多
关键词 滚动轴承 改进阈值 综合指标 经验模态分解 故障诊断
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具有执行器故障的四旋翼无人机自适应鲁棒滑模控制 被引量:1
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作者 王君 骆明敏 《飞行力学》 北大核心 2025年第3期49-55,共7页
针对四旋翼无人机飞行中的参数不确定性、未知干扰和执行器故障的影响,提出一种自适应非奇异快速积分终端滑模控制器(ANFTSMC)。通过建立带外部干扰和故障状态的无人机模型,并考虑系统的陀螺效应因子与风阻系数的不确定性影响,提出了ANF... 针对四旋翼无人机飞行中的参数不确定性、未知干扰和执行器故障的影响,提出一种自适应非奇异快速积分终端滑模控制器(ANFTSMC)。通过建立带外部干扰和故障状态的无人机模型,并考虑系统的陀螺效应因子与风阻系数的不确定性影响,提出了ANFTSMC控制器。同时,设计了自适应律来估计系统参数、干扰及故障信息。为了保证闭环系统的稳定性,将未知集总扰动的上界作为切换增益。通过仿真实验和样机实验验证,结果表明所提出的控制方案在有效性和鲁棒性方面优于快速终端滑模控制(FTSMC)和终端滑模控制(TSMC)。 展开更多
关键词 四旋翼无人机 参数不确定性 外部干扰 执行器故障 滑模控制
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一种适用于混合三端直流输电线路的故障定位方法 被引量:1
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作者 高淑萍 杨莉莉 +2 位作者 武心宇 周晋宇 宋国兵 《西安交通大学学报》 EI CAS 北大核心 2025年第1期37-46,共10页
针对因结构复杂导致的混合三端直流输电线路故障定位困难的问题,提出了一种结合变分模态分解算法与改进卷积神经网络(CNN)的故障定位方法(VMD-CNN)。首先,利用PSCAD/EMTDC软件构建混合三端直流输电系统模型,获得故障电流数据,应用克拉... 针对因结构复杂导致的混合三端直流输电线路故障定位困难的问题,提出了一种结合变分模态分解算法与改进卷积神经网络(CNN)的故障定位方法(VMD-CNN)。首先,利用PSCAD/EMTDC软件构建混合三端直流输电系统模型,获得故障电流数据,应用克拉克变换对其解耦,获取故障电流的线模分量;其次,对得到的线模分量进行变分模态分解(VMD),得到多个本征模态函数(IMF)分量,选取特征信息最丰富的IMF分量作为VMD-CNN模型的输入;然后,利用高效的分类模型支持向量机(SVM)判别故障发生的区域,将提取到的IMF分量作为SVM输入进行训练学习,可以准确判断出故障发生区域;最后,搭建VMD-CNN模型进行故障定位,挖掘出行波信号中蕴藏的故障信息,同时通过麻雀搜索算法优化CNN中的超参数,实现混合三端直流输电线路的精确定位。仿真结果表明:过渡电阻为100Ω,不同故障位置情况下的定位相对误差均在0.17%以内;故障位置为460 km,不同过渡电阻情况下的定位相对误差均在0.25%以内;过渡电阻为50Ω,不同故障类型情况下的相对误差均在0.3%以内。所提方法能够提升不同故障位置、过渡电阻和故障类型下的定位准确性。 展开更多
关键词 混合三端直流输电 故障定位 变分模态分解 卷积神经网络 麻雀搜索算法
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基于CEEMDAN和熵特征的滚动轴承故障诊断 被引量:5
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作者 高淑芝 陈雪峰 +1 位作者 张义民 石烁 《机械设计与制造》 北大核心 2025年第1期99-102,共4页
针对滚动轴承的故障诊断与分类,提出了一种基于自适应噪声完全集合经验模态分解(CEEMDAN)、模糊测度熵(FME)和粒子群优化算法-概率神经网络(PSO-PNN)的故障诊断方法。首先,CEEMDAN被用于分解振动信号,由于自适应噪声的加入,分解效果得... 针对滚动轴承的故障诊断与分类,提出了一种基于自适应噪声完全集合经验模态分解(CEEMDAN)、模糊测度熵(FME)和粒子群优化算法-概率神经网络(PSO-PNN)的故障诊断方法。首先,CEEMDAN被用于分解振动信号,由于自适应噪声的加入,分解效果得到最大改善。其次,基于FME,对包含故障的模式进行特征提取。最后,将特征向量输入到经过PSO优化的PNN中进行故障分类,优化后的PNN具有更准确的分类精度。通过实验案例验证,该方法的诊断能力得到验证,且分别与使用经验模态分解(EMD)和集合EMD(EEMD)分解方法进行对比,进一步体现了该方法的优越性。 展开更多
关键词 噪声辅助 模态分解 滚动轴承 故障诊断
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