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Sensorless battery expansion estimation using electromechanical coupled models and machine learning 被引量:1
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作者 Xue Cai Caiping Zhang +4 位作者 Jue Chen Zeping Chen Linjing Zhang Dirk Uwe Sauer Weihan Li 《Journal of Energy Chemistry》 2025年第6期142-157,I0004,共17页
Developing sensorless techniques for estimating battery expansion is essential for effective mechanical state monitoring,improving the accuracy of digital twin simulation and abnormality detection.Therefore,this paper... Developing sensorless techniques for estimating battery expansion is essential for effective mechanical state monitoring,improving the accuracy of digital twin simulation and abnormality detection.Therefore,this paper presents a data-driven approach to expansion estimation using electromechanical coupled models with machine learning.The proposed method integrates reduced-order impedance models with data-driven mechanical models,coupling the electrochemical and mechanical states through the state of charge(SOC)and mechanical pressure within a state estimation framework.The coupling relationship was established through experimental insights into pressure-related impedance parameters and the nonlinear mechanical behavior with SOC and pressure.The data-driven model was interpreted by introducing a novel swelling coefficient defined by component stiffnesses to capture the nonlinear mechanical behavior across various mechanical constraints.Sensitivity analysis of the impedance model shows that updating model parameters with pressure can reduce the mean absolute error of simulated voltage by 20 mV and SOC estimation error by 2%.The results demonstrate the model's estimation capabilities,achieving a root mean square error of less than 1 kPa when the maximum expansion force is from 30 kPa to 120 kPa,outperforming calibrated stiffness models and other machine learning techniques.The model's robustness and generalizability are further supported by its effective handling of SOC estimation and pressure measurement errors.This work highlights the importance of the proposed framework in enhancing state estimation and fault diagnosis for lithium-ion batteries. 展开更多
关键词 sensorless estimation Electromechanical coupling Impedance model Data-driven model Mechanical pressure
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Enhanced Sensorless Control of Switched Reluctance Motors Using Inertial Phase-locked Loop for Extended Speed Range
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作者 Zifeng Chen Xijian Lin +3 位作者 Huayu Ji Zehua Li Hang Zhao Dianxun Xiao 《CES Transactions on Electrical Machines and Systems》 2025年第2期246-256,共11页
Sensorless control of switched reluctance motors(SRMs) often requires a hybrid mode combining low-speed pulse injection methods and high-speed model-based estimation.However,pulse injection causes unwanted audible noi... Sensorless control of switched reluctance motors(SRMs) often requires a hybrid mode combining low-speed pulse injection methods and high-speed model-based estimation.However,pulse injection causes unwanted audible noises and torque ripples.This article proposes an enhanced model-based sensorless approach to extend downwards the speed range in which sensorless control can work without injection.An inertial phase-locked loop (IPLL) based on a stator flux observer is introduced for position estimation.Compared to the conventional phase-locked loop scheme,the IPLL offers a more robust disturbance rejection capability and thus reduces the flux model errors at lower speeds.Experimental results substantiate the feasibility of the extended low-speed operation using the model-based sensorless control approach. 展开更多
关键词 Inertial phase-locked loop Switched reluctance motor sensorless control
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Robust Nonlinear Current Sensorless Control of the Boost Converter with Constant Power Load
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作者 Said Oucheriah Abul Azad 《Circuits and Systems》 2024年第3期29-43,共15页
The boost converter feeding a constant power load (CPL) is a non-minimum phase system that is prone to the destabilizing effects of the negative incremental resistance of the CPL and presents a major challenge in the ... The boost converter feeding a constant power load (CPL) is a non-minimum phase system that is prone to the destabilizing effects of the negative incremental resistance of the CPL and presents a major challenge in the design of stabilizing controllers. A PWM-based current-sensorless robust sliding mode controller is developed that requires only the measurement of the output voltage. An extended state observer is developed to estimate a lumped uncertainty signal that comprises the uncertain load power and the input voltage, the converter parasitics, the component uncertainties and the estimation of the derivative of the output voltage needed in the implementation of the controller. A linear sliding surface is used to derive the controller, which is simple in its design and yet exhibits excellent features in terms of robustness to external disturbances, parameter uncertainties, and parasitics despite the absence of the inductor’s current feedback. The robustness of the controller is validated by computer simulations. 展开更多
关键词 Boost Converter Robust Sliding Mode Control Constant Power Load (CPL) Current-sensorless Control Extended State Observer
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LOW COST IMPLEMENTATION OF SPEED SENSORLESS INDUCTION MOTOR CONTROL USING STATOR FLUX ORIENTATION 被引量:2
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作者 李勇 黄文新 胡育文 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2006年第1期34-40,共7页
The control platform of the induction motor (IM) with low costs is developed by using DSP MC56F8013 with a good performance/price rtaio. The control algorithm for the speed sensorless IM is studied based on the stat... The control platform of the induction motor (IM) with low costs is developed by using DSP MC56F8013 with a good performance/price rtaio. The control algorithm for the speed sensorless IM is studied based on the stator flux orientation (SFO). The algorithm structure is simple to be implemented and cannot be influenced by motor parameters, The improved stator flux estimation is used to compensate errors caused by the low pass filter (LPF). A new speed regulator is designed to ensure the system working with the maximal torque in the transient state. The system simulation and the prototype experiment are made. Results show that the con- trol system has good dynamic and static performance. 展开更多
关键词 induction motor stator flux orientation speed sensorless control algorithm
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Speed Sensorless Vector Control of Induction Motor Based on Reduced Order Extended Kalman Filter 被引量:1
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作者 杨文强 贾正春 许强 《Journal of Southeast University(English Edition)》 EI CAS 2001年第1期41-45,共5页
A speed sensorless vector control system of induction motor with estimated rotor speed and rotor flux using a new reduced order extended Kalman filter is proposed. With this method, two rotor flux components are sele... A speed sensorless vector control system of induction motor with estimated rotor speed and rotor flux using a new reduced order extended Kalman filter is proposed. With this method, two rotor flux components are selected as the state variables, and the rotor speed as an estimated parameter is regarded as an augmented state variable. The algorithm with reduced order decreases the computational complexity and makes the proposed estimator feasible to be implemented in real time. The simulation results show high accuracy of the estimation algorithm and good performance of speed control, and verify the usefulness of the proposed algorithm. 展开更多
关键词 extended Kalman filter flux estimation speed estimation speed sensorless vector control induction motor
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Anti-reverse rotation startup method for sensorless brushless DC motor
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作者 林明耀 张智尧 +1 位作者 林克曼 周谷庆 《Journal of Southeast University(English Edition)》 EI CAS 2009年第2期199-202,共4页
In order to start up the brushless DC motor (BLDCM) without reverse rotation and smoothly switch the running state of the motor, a novel startup and smoothly switching method for a sensodess BLDCM is presented. Base... In order to start up the brushless DC motor (BLDCM) without reverse rotation and smoothly switch the running state of the motor, a novel startup and smoothly switching method for a sensodess BLDCM is presented. Based on the saturation effect of the stator iron, six short voltage pulses are applied to determine the initial rotor position and the rotor can be found within 60°. After that, a series of short and long voltage pulses are used to accelerate the motor and the variation of the response current is utilized to detect the rotor position dynamically. When the motor reaches a certain speed at which the back-electromotive force (EMF) method can be applied, all the power devices are turned off and the running state of the motor is smoothly switched at the moment determined by the relationship between the terminal voltage waveform and the commutation phases. The experimental results verify the feasibility and validity of the proposed method. 展开更多
关键词 brushless DC motor sensorless control anti-reverse rotation back-electromotive force switch
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Direct Torque Control System and Sensorless Technique of Permanent Magnet Synchronous Motor 被引量:10
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作者 胡育文 田淳 +2 位作者 游志青 汤立新 M.F.Rahman 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2003年第2期97-102,共6页
The direct torque control theory has achieved great success in the control ofinduction motors. However, in the DTC drive system of Permanent Magnet Synchronous Machine (PMSM)proposed a few years ago, there are many ba... The direct torque control theory has achieved great success in the control ofinduction motors. However, in the DTC drive system of Permanent Magnet Synchronous Machine (PMSM)proposed a few years ago, there are many basic theoretical problems that must be clarified. Thispaper describes an investigation about the effect of the zero voltage space vectors in the DTCsystem of PMSM and points out that if using the zero voltage space vectors rationally, not only canthe DTC system be driven successfully but also the torque ripple is reduced and the performance ofthe system is improved. This paper also studies the sensorless technique in the DTC system of PMSMand configures the DTC system of PMSM with sensorless technique including zero voltage spacevectors. Numerical simulations and experimental tests have proved the theory correct. In thecondition of sensor-less, the DTC system of PMSM is wide-rangely speed adjusting, and the ratio ofspeed adjustment is 1: 100. 展开更多
关键词 power electronics direct torque control permanent magnet motors sensorless stator flux linkage
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Backstepping Control of Speed Sensorless Permanent Magnet Synchronous Motor Based on Slide Model Observer 被引量:10
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作者 Cai-Xue Chen Yun-Xiang Xie Yong-Hong Lan 《International Journal of Automation and computing》 EI CSCD 2015年第2期149-155,共7页
This paper presents a backstepping control method for speed sensorless permanent magnet synchronous motor based on slide model observer. First, a comprehensive dynamical model of the permanent magnet synchronous motor... This paper presents a backstepping control method for speed sensorless permanent magnet synchronous motor based on slide model observer. First, a comprehensive dynamical model of the permanent magnet synchronous motor(PMSM) in d-q frame and its space-state equation are established. The slide model control method is used to estimate the electromotive force of PMSM under static frame, while the position of rotor and its actual speed are estimated by using phase loop lock(PLL) method. Next,using Lyapunov stability theorem, the asymptotical stability condition of the slide model observer is presented. Furthermore, based on the backstepping control theory, the PMSM rotor speed and current tracking backstepping controllers are designed, because such controllers display excellent speed tracking and anti-disturbance performance. Finally, Matlab simulation results show that the slide model observer can not only estimate the rotor position and speed of the PMSM accurately, but also ensure the asymptotical stability of the system and effective adjustment of rotor speed and current. 展开更多
关键词 Permanent magnet synchronous motor(PMSM) slide model observer backstepping control speed sensorless alternating current(AC).
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Influence of PWM Modes on Commutation Torque Ripples in Sensorless Brushless DC Motor Control System 被引量:7
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作者 ZHANG Xiang jun, CHEN Bo shi School of Electromechanical Engineering and Automation, Shanghai University, Shanghai 200072, China 《Journal of Shanghai University(English Edition)》 CAS 2001年第3期217-223,共7页
This paper introduces four PWM modes used in the sensorless brushless DC motor control system, analyzes their different influences on the commutation torque ripple in detail, and selects the best PWM mode in four give... This paper introduces four PWM modes used in the sensorless brushless DC motor control system, analyzes their different influences on the commutation torque ripple in detail, and selects the best PWM mode in four given types to reduce commutation torque ripple of Brushless OC(BLDC) motors. Simulation and experimental results show that the selection is correct and practical. 展开更多
关键词 sensorless BLDC motors PWM modes commutation torque ripple
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Low-cost sensorless control of four-switch,brushless DC motor drive with direct back-EMF detection 被引量:4
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作者 Abolfazl HALVAEI NIASAR Abolfazl VAHEDI Hassan MOGHBELLI 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2009年第2期201-208,共8页
We propose a position sensorless control scheme for a four-switch,three-phase brushless DC motor drive,based on the zero crossing point detection of phase back-EMF voltages using newly defined error functions(EFs). Th... We propose a position sensorless control scheme for a four-switch,three-phase brushless DC motor drive,based on the zero crossing point detection of phase back-EMF voltages using newly defined error functions(EFs). The commutation in-stants are 30° after detected zero crossing points of the EFs. Developed EFs have greater magnitude rather than phase or line voltages so that the sensorless control can work at a lower speed range. Moreover,EFs have smooth transitions around zero voltage level that reduces the commutation errors. EFs are derived from the filtered terminal voltages vao and vbo of two low-pass filters,which are used to eliminate high frequency noises for calculation of the average terminal voltages. The feasibility of the proposed sensorless control is demonstrated by simulation and experimental results. 展开更多
关键词 Brushless DC motor Four-switch inverter sensorless control Back-EMF voltage sensing DSP
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Sensorless Control of BLDC Motors Based on Variation Behavior of Winding Inductances 被引量:4
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作者 SHI Tingna WU Zhiyong +2 位作者 ZHANG Qian CHEN Wei XIA Changliang 《中国电机工程学报》 EI CSCD 北大核心 2012年第27期I0005-I0005,共1页
For a brushless DC motor(BLDCM)with a salient pole structured rotor,its self-inductance and mutual-inductance present sinusoidal variations periodically,which results in regular changes of three-phase terminal voltage... For a brushless DC motor(BLDCM)with a salient pole structured rotor,its self-inductance and mutual-inductance present sinusoidal variations periodically,which results in regular changes of three-phase terminal voltage waves during the unexcited period,as shown in Fig.1. 展开更多
关键词 brushless DC motors(BLDCM) sensorless control saliency effect saturation effect rotor position estimation
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A Review of Nonlinear Kalman Filter Appling to Sensorless Control for AC Motor Drives 被引量:5
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作者 Zhonggang Yin Fengtao Gao +3 位作者 Yanqing Zhang Chao Du Guoyin Li Xiangdong Sun 《CES Transactions on Electrical Machines and Systems》 CSCD 2019年第4期351-362,共12页
Sensorless control of AC motor drives,which takes the advantages of cost saving,higher reliability,and less hardware,has been developed for several decades.Among the existing speed sensorless control methods,nonlinear... Sensorless control of AC motor drives,which takes the advantages of cost saving,higher reliability,and less hardware,has been developed for several decades.Among the existing speed sensorless control methods,nonlinear Kalman filter-based one has attached widespread attention due to its superb estimation accuracy and inherent resistibility to noise.However,the determination of noise covariance matrix and robustness of model uncertainties are still open issues in practice.A great number of studies try to solve these problems in resent years.This paper reviews the application of extended Kalman filter(EKF),unscented Kalman filter(UKF),and cubature Kalman filter(CKF)in speed sensorless control for AC motor drives.As an iterative algorithm,EKF has advantages in processor implementation.However,EKF suffers from the linearization error and model uncertainties when applying to sensorless control system.This paper presents the predominant improvements of EKF which is also applicative in UKF and CKF mostly. 展开更多
关键词 AC motor drive nonlinear Kalman filter ROBUSTNESS sensorless control.
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Position Sensorless Control for Permanent Magnet Synchronous Motor Using Sliding Mode Observer 被引量:2
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作者 陈益广 傅涛 李响 《Transactions of Tianjin University》 EI CAS 2005年第5期338-342,共5页
An approach of position sensorless control for permanent magnet synchronous motor ( PMSM ) is put forward based on a sliding mode observer. The mathematical model of PMSM in a stationary αβ reference frame is adop... An approach of position sensorless control for permanent magnet synchronous motor ( PMSM ) is put forward based on a sliding mode observer. The mathematical model of PMSM in a stationary αβ reference frame is adopted, and the system is controlled by the digital signal processor ( DSP; TMS320LF2407 according to the control achieve closed loop operation of the motor, the stator theory of sliding mode observer. In order to magnetic field should be vertical with the rotor magnetic field and be synchronous with rotor rotating, so the position and speed of PMSM is estimated in real time and the estimated position is modified continuously. The simulation results indicate that the proposed observer has high precision is more robust to the parametric variation and load in estimation of PMSM position and speed, and torque disturbance. 展开更多
关键词 permanent magnet synchronous motor position sensorless control sliding mode observer digital signal processor
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Improved Sensorless Operation of Interior PM BLAC Motor Drives with Reduced-Order EKF 被引量:1
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作者 David Howe 《International Journal of Automation and computing》 EI 2006年第1期99-106,共8页
It is a challenge to realise an EKF-based sensorless controller for an Interior Permanent Magnet (IPM) brushless ac motor drive due to the influence of nomlinearities and rotor saliency. An improved reduced-order EK... It is a challenge to realise an EKF-based sensorless controller for an Interior Permanent Magnet (IPM) brushless ac motor drive due to the influence of nomlinearities and rotor saliency. An improved reduced-order EKF method is presented, reducing the rotor position estimation error of an IPM motor, as evident in [1] due to the neglect of saliency. The effectiveness of the proposed method is verified experimentally. 展开更多
关键词 Brushless AC EKF interior PM motor permanent magnet sensorless
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SRG POSITION SENSORLESS TECHNIQUE WITH CURRENT CHOPPING MODE 被引量:2
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作者 ZhuXuezhong LiuDiji +1 位作者 GuiXiaojie LiuChuang 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2002年第1期14-18,共5页
A onvel current chopping strategy for switched reluc-tance generator(SRG)-a full conducted current chopping(FCCC)scheme is presented,According to characteristics lf phase current wave of SRG generating operation,it ca... A onvel current chopping strategy for switched reluc-tance generator(SRG)-a full conducted current chopping(FCCC)scheme is presented,According to characteristics lf phase current wave of SRG generating operation,it can be generated under sensorless condition without an addi-tional circuit or a position signal algorithm.Simulational results show the feasibility of this scheme.Experimental results of a 6kW6/4configuration SRG show its simplic-ity and high reliability with little decrease in efficiency.Soit will be widely used. 展开更多
关键词 SRG position sensorless current CHOPPING control 开关磁阻发电机 无位置传感器 电流斩波控制
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基于Sensorless技术的无刷直流电动机广域调速研究 被引量:1
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作者 刘百芬 杜汉亭 +1 位作者 陈鹏展 李图之 《微特电机》 北大核心 2014年第11期1-5,9,共6页
提出L/H控制策略,扩展基于sensorless技术的无刷直流电动机调速范围。将电机的速度频域划分为低速运行区和高速运行区。电机在低速时,采用反电势逻辑电平积分法提供换相信号,高速运行时的换相信号则通过反电势三次谐波法获得。同时,提... 提出L/H控制策略,扩展基于sensorless技术的无刷直流电动机调速范围。将电机的速度频域划分为低速运行区和高速运行区。电机在低速时,采用反电势逻辑电平积分法提供换相信号,高速运行时的换相信号则通过反电势三次谐波法获得。同时,提出了两种控制法的切换方式。仿真和实验结果表明,该控制策略在低速和高速区均能给出比较准确的换相时间,且两种控制方法切换良好,实现了无刷直流电动机在无位置传感器情况下的广域调速。 展开更多
关键词 无刷直流电动机 无位置传感器 L/H控制 广域调速
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Study of direct back EMF detection for sensorless brushless DC motor 被引量:1
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作者 邹继斌 江善林 梁维燕 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2010年第4期461-466,共6页
In this paper,a new rotor position detecting method for the sensorless control of brushless DC motor ( BLDCM) is introduced. It obtains the phase back EMF signal from the motor terminal voltage by properly choosing th... In this paper,a new rotor position detecting method for the sensorless control of brushless DC motor ( BLDCM) is introduced. It obtains the phase back EMF signal from the motor terminal voltage by properly choosing the PWM and sensing strategy directly and needn't the motor neutral point voltage information. The paper analyzes both the steady-state of PWM on the high side modulator mode which doesn't consider the parasitic capacitance Coes in the switches and the transient-state of PWM on the high side modulator mode which considers the parasitic capacitance Coes in the switches in detail. The experimental results verify that the proposed method is not sensitive to switching noise,no filtering is required,and good motor performance is achieved within a wide speed range. 展开更多
关键词 BLDCM sensorless Back EMF PWM
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Simplified EKF Based Sensorless Direct Torque Control of Permanent Magnet Brushless AC Drives 被引量:1
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作者 David Howe 《International Journal of Automation and computing》 EI 2004年第1期35-41,共7页
A simplified extended Kalman filter (EKF) based sensorless direct torque control technique for a permanent magnet brushless AC drive is proposed. Its performance is compared with that obtained with other sensorless me... A simplified extended Kalman filter (EKF) based sensorless direct torque control technique for a permanent magnet brushless AC drive is proposed. Its performance is compared with that obtained with other sensorless methods for estimating the rotor speed and position from a stator flux-linkage. Since the EKF has an inherently adaptive filtering capability and does not introduce phase delay, the technique provides better speed estimates. In addition, the technique is easy to implement and requires minimal computation. 展开更多
关键词 Brushless motor direct torque control (DTC) extended Kalman filter (EKF) permanent magnet sensorless
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An Enhanced Sensorless Control Scheme for PMSM Drives Considering Self-inductance Asymmetry 被引量:4
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作者 Lijian Wu Zekai Lyu +2 位作者 Zekai Chen Jiaming Liu Ying Lu 《CES Transactions on Electrical Machines and Systems》 CSCD 2022年第4期384-392,共9页
Inductance asymmetry,which is brought by inherent asymmetric parameters,manufacture tolerance,winding fault,cables with unequal lengths,etc.,of permanent-magnet synchronous machines(PMSMs)can cause current harmonics a... Inductance asymmetry,which is brought by inherent asymmetric parameters,manufacture tolerance,winding fault,cables with unequal lengths,etc.,of permanent-magnet synchronous machines(PMSMs)can cause current harmonics and inaccurate position estimation.This paper proposes an enhanced fundamental model based sensorless control strategy for PMSMs with asymmetric inductances.The proportional-integral-resonant current regulator is introduced to reduce the second-order harmonics of currents,but there are still negative sequence components in the estimated back-electromotive forces(EMFs),which can cause the position estimated error.Differing from conventional methods in which negative sequences are filtered out before the phase-locked loop(PLL)module,the proposed method directly applies the estimated back-EMF with negative sequences as the reference input of PLL.An improved PLL with a bi-quad filter is proposed to attenuate the arising second harmonic position error and heighten the steady-state accuracy.Then,this position error is used for asymmetric inductance identification and its result is utilized to update the observer model.Furthermore,the dynamic performance is improved by the output limitation on the bi-quad filter as well as the implementation of a fast-locking technique in the PLL.The effectiveness of the proposed scheme is verified by experimental results. 展开更多
关键词 Inductance asymmetry Permanent magnet synchronous machine(PMSM) Position estimation error sensorless control
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Improved Rotor Flux Observer for Sensorless Control of PMSM with Adaptive Harmonic Elimination and Phase Compensation 被引量:4
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作者 Wei Xu Lei Wang +1 位作者 Yi Liu Frede Blaabjerg 《CES Transactions on Electrical Machines and Systems》 CSCD 2019年第2期151-159,共9页
In this paper,a sensorless control strategy of a permanent magnet synchronous machine(PMSM)based on an improved rotor flux observer(IFO)is proposed.Due to the unknown integral initial value and the high harmonics caus... In this paper,a sensorless control strategy of a permanent magnet synchronous machine(PMSM)based on an improved rotor flux observer(IFO)is proposed.Due to the unknown integral initial value and the high harmonics caused by current sampling and inverter nonlinearities,the flux linkage estimated by traditional rotor flux observer may be inaccurate.In order to address these issues,a self-adaptive band-pass filter(SABPF)is designed to eliminate the DC component and high-frequency harmonics of the estimated equivalent rotor flux linkage.Furthermore,in order to avoid that the design of PI parameter is influenced by the amplitude of equivalent rotor flux linkage,an improved phase-locked loop(IPLL)is employed to obtain the rotor speed and to normalize the estimated equivalent rotor flux linkage.In addition,angle shift caused by an SABPF is compensated to improve the accuracy of the estimated flux linkage angle.Besides,the parameter robustness of this method is analyzed in detail.Finally,simulation and experimental results demonstrate the effectiveness and parameter robustness of the proposed method. 展开更多
关键词 Improved phase-locked loop(IPLL) sensorless control improved flux observer(IFO) self-adaptive band-pass filter(SABPF).
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