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Model-free Predictive Control of Motor Drives:A Review 被引量:2
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作者 Chenhui Zhou Yongchang Zhang Haitao Yang 《CES Transactions on Electrical Machines and Systems》 2025年第1期76-90,共15页
Model predictive control(MPC)has been deemed as an attractive control method in motor drives by virtue of its simple structure,convenient multi-objective optimization,and satisfactory dynamic performance.However,the s... Model predictive control(MPC)has been deemed as an attractive control method in motor drives by virtue of its simple structure,convenient multi-objective optimization,and satisfactory dynamic performance.However,the strong reliance on mathematical models seriously restrains its practical application.Therefore,improving the robustness of MPC has attained significant attentions in the last two decades,followed by which,model-free predictive control(MFPC)comes into existence.This article aims to reveal the current state of MFPC strategies for motor drives and give the categorization from the perspective of implementation.Based on this review,the principles of the reported MFPC strategies are introduced in detail,as well as the challenges encountered in technology realization.In addition,some of typical and important concepts are experimentally validated via case studies to evaluate the performance and highlight their features.Finally,the future trends of MFPC are discussed based on the current state and reported developments. 展开更多
关键词 Model predictive control motor drives Parameter robustness Model-free predictive control
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Opportunities and technical challenges for electric motor drives in low-altitude economy
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作者 Chunqiang LIU Zeliang ZHANG Xiaofeng DING 《Chinese Journal of Aeronautics》 2025年第8期415-418,共4页
1.Opportunities for electric motor drives in the low-altitude economy The implementation plan for the innovative application of general aviation equipment(2024–2030)outlines that by 2027,new general aviation equipmen... 1.Opportunities for electric motor drives in the low-altitude economy The implementation plan for the innovative application of general aviation equipment(2024–2030)outlines that by 2027,new general aviation equipment will achieve commercial applications in urban air transport,logistics distribution and emergency rescue. 展开更多
关键词 urban air transportlogistics distribution electric motor drives low altitude economy emergency rescue OPPORTUNITIES general aviation equipment general aviation technical challenges
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A Review of Gallium Nitride Power Device and Its Applications in Motor Drive 被引量:11
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作者 Xiaofeng Ding Yang Zhou Jiawei Cheng 《CES Transactions on Electrical Machines and Systems》 CSCD 2019年第1期54-64,共11页
Wide band-gap gallium nitride(GaN)device has the advantages of large band-gap,high electron mobility and low dielectric constant.Compared with traditional Si devices,these advantages make it suitable for fast-switchin... Wide band-gap gallium nitride(GaN)device has the advantages of large band-gap,high electron mobility and low dielectric constant.Compared with traditional Si devices,these advantages make it suitable for fast-switching and high-power-density power electronics converters,thus reducing the overall weight,volume and power consumption of power electronic systems.As a review paper,this paper summarizes the characteristics and development of the state-of-art GaN power devices with different structures,analyzes the research status,and forecasts the application prospect of GaN devices.In addition,the problems and challenges of GaN devices were discussed.And thanks to the advantages of GaN devices,both the power density and efficiency of motor drive system are improved,which also have been presented in this paper. 展开更多
关键词 GAN motor drive power device
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Fault Detection for Motor Drive Control System of Industrial Robots Using CNN-LSTM-based Observers 被引量:7
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作者 Tao Wang Le Zhang Xuefei Wang 《CES Transactions on Electrical Machines and Systems》 CSCD 2023年第2期144-152,共9页
The complex working conditions and nonlinear characteristics of the motor drive control system of industrial robots make it difficult to detect faults.In this paper,a deep learning-based observer,which combines the co... The complex working conditions and nonlinear characteristics of the motor drive control system of industrial robots make it difficult to detect faults.In this paper,a deep learning-based observer,which combines the convolutional neural network(CNN)and the long short-term memory network(LSTM),is employed to approximate the nonlinear driving control system.CNN layers are introduced to extract dynamic features of the data,whereas LSTM layers perform time-sequential prediction of the target system.In terms of application,normal samples are fed into the observer to build an offline prediction model for the target system.The trained CNN-LSTM-based observer is then deployed along with the target system to estimate the system outputs.Online fault detection can be realized by analyzing the residuals.Finally,an application of the proposed fault detection method to a brushless DC motor drive system is given to verify the effectiveness of the proposed scheme.Simulation results indicate the impressive fault detection capability of the presented method for driving control systems of industrial robots. 展开更多
关键词 Fault detection motor drive control system Deep learning CNN-LSTM Industrial robot
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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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Review of Three-phase Soft Switching Inverters and Challenges for Motor Drives 被引量:2
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作者 Haifeng Lu Qiao Wang +1 位作者 Jianyun Chai Yongdong Li 《CES Transactions on Electrical Machines and Systems》 EI CSCD 2024年第2期177-190,共14页
For electric vehicles (EVs),it is necessary to improve endurance mileage by improving the efficiency.There exists a trend towards increasing the system voltage and switching frequency,contributing to improve charging ... For electric vehicles (EVs),it is necessary to improve endurance mileage by improving the efficiency.There exists a trend towards increasing the system voltage and switching frequency,contributing to improve charging speed and power density.However,this trend poses significant challenges for high-voltage and high-frequency motor controllers,which are plagued by increased switching losses and pronounced switching oscillations as consequences of hard switching.The deployment of soft switching technology presents a viable solution to mitigate these issues.This paper reviews the applications of soft switching technologies for three-phase inverters and classifies them based on distinct characteristics.For each type of inverter,the advantages and disadvantages are evaluated.Then,the paper introduces the research progress and control methods of soft switching inverters (SSIs).Moreover,it presents a comparative analysis among the conventional hard switching inverters (HSIs),an active clamping resonant DC link inverter (ACRDCLI) and an auxiliary resonant commuted pole inverter (ARCPI).Finally,the problems and prospects of soft switching technology applied to motor controllers for EVs are put forward. 展开更多
关键词 Soft switching inverters Zero-voltage switching Electric vehicles motor drives
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Study on Rotor IGBT Chopper Control for Induction Motor Drive 被引量:1
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作者 SHENTian-fei CHENBo-shi 《Journal of Shanghai University(English Edition)》 CAS 2001年第1期66-70,共5页
Rotor chopper control is a simple and effective drive method for induction motor. This paper presents a novel IGBT chopper topology,which can both adjust rotor resistance and protect IGBT efficiently. Investigation on... Rotor chopper control is a simple and effective drive method for induction motor. This paper presents a novel IGBT chopper topology,which can both adjust rotor resistance and protect IGBT efficiently. Investigation on the quasi transient state of the rotor rectifying circuit is made, and a nonlinear mapping between the equivalent resistance and the duty cycle is deduced. Furthermore, the method for determining the magnitude of the external resistor is introduced. 展开更多
关键词 rotor chopper control IGBT (insulated gate bipolar transistor) induction motor drive
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Review of Thermal Design of SiC Power Module for Motor Drive in Electrical Vehicle Application 被引量:1
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作者 Puqi Ning Xiaoshuang Hui +3 位作者 Dongrun Li Yuhui Kang Jiajun Yang Chaohui Liu 《CES Transactions on Electrical Machines and Systems》 EI CSCD 2024年第3期332-346,共15页
In the current vehicle electric propulsion systems,the thermal design of power modules heavily relies on empirical knowledge,making it challenging to effectively optimize irregularly arranged Pinfin structures,thereby... In the current vehicle electric propulsion systems,the thermal design of power modules heavily relies on empirical knowledge,making it challenging to effectively optimize irregularly arranged Pinfin structures,thereby limiting their performance.This paper aims to review the underlying mechanisms of how irregularly arranged Pinfins influence the thermal characteristics of power modules and introduce collaborative thermal design with DC bus capacitor and motor.Literature considers chip size,placement,coolant flow direction with the goal of reducing thermal resistance of power modules,minimizing chip junction temperature differentials,and optimizing Pinfin layouts.In the first step,algorithms should efficiently generating numerous unique irregular Pinfin layouts to enhance optimization quality.The second step is to efficiently evaluate Pinfin layouts.Simulation accuracy and speed should be ensured to improve computational efficiency.Finally,to improve overall heat dissipation effectiveness,papers establish models for capacitors,motors,to aid collaborative Pinfin optimization.These research outcomes will provide essential support for future developments in high power density motor drive for vehicles. 展开更多
关键词 Thermal design Power module Pinfin motor drive
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A Review of Sensorless Control Methods for AC Motor Drives 被引量:20
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作者 Dianguo Xu Bo Wang +2 位作者 Guoqiang Zhang Gaolin Wang Yong Yu 《CES Transactions on Electrical Machines and Systems》 2018年第1期104-115,共12页
In recent years,the application of sensorless AC motor drives is expanding in areas ranging from industrial applications to household electrical appliances.As is well known,the advantages of sensorless motor drives in... In recent years,the application of sensorless AC motor drives is expanding in areas ranging from industrial applications to household electrical appliances.As is well known,the advantages of sensorless motor drives include lower cost,increased reliability,reduced hardware complexity,better noise immunity,and less maintenance requirements.With the development of modern industrial automation,more advanced sensorless control strategies are needed to meet the requirements of applications.For sensorless motor drives at low-and zero-speed operation,inverter nonlinearities and motor parameter variation have significant impact on the stability of control system.Meanwhile,high observer’s bandwidth is required in high-speed region.This paper introduces the state of art of recent progress in sensorless AC motor drives.In addition,this paper presents the sensorless control strategies we investigated for practical industrial and household applications.Both advanced sensorless drives of induction motor(IM)and permanent magnet synchronous motor(PMSM)are presented in this paper. 展开更多
关键词 AC motor drives low-and zero-speed high speed operation sensorless control
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Starting Characteristics of Motor in Inverter-Motor Drive System 被引量:1
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作者 Xi-jun Yang Xiang-jun Zhang You-min Gong 《Advances in Manufacturing》 2000年第2期140-144,共5页
When the induction motor is fed from the PWM VSI inverter, with and without torque enhancing function, the variations of the starting torque and the starting current versus the starting frequency are analyzed, base... When the induction motor is fed from the PWM VSI inverter, with and without torque enhancing function, the variations of the starting torque and the starting current versus the starting frequency are analyzed, based on the steady state equivalent circuit of the induction motor.The corresponding expressions are derived, and the corresponding curves are also drawn, from which the initial starting frequency range can be determined properly and easily. The initial starting frequency range is the common range, in which the starting torque should be high enough and the starting current low enough.Some other useful formulas are also derived.These results are significant for electrical drive designers to make the starting schemes. The effects of the increase of the stator and the rotor resistances on the starting torque and the initial starting frequency range are also discussed, which is caused by the skin effects of the high order harmonics present in the PWM inverter output voltage. 展开更多
关键词 inverter motor drive system starting characteristics skin effect
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An Experimental Investigation on the Dynamic Behavior of Step Motor Drives
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作者 Paolo Righettini Roberto Strada Alberto Oldani Andrea Ginammi 《Journal of Mechanics Engineering and Automation》 2012年第7期431-440,共10页
Step motors, compared to other drive systems, are low-cost and easy to use devices. However, despite these undeniable advantages, they are characterized by some critical running conditions, due to the loss of synchron... Step motors, compared to other drive systems, are low-cost and easy to use devices. However, despite these undeniable advantages, they are characterized by some critical running conditions, due to the loss of synchronization between the stator's magnetic field and the rotor. In order to theoretically investigate such a behavior, several complex mathematical models have been developed, which require several parameters to be defined. For most step motors, such parameters cannot be easily drawn from their data-sheets; on the contrary, in this paper the authors refer to a simplified electro-mechanical model where the most of the parameters are known from data-sheets. The dependence between electrical and mechanical quantities can be investigated by an experimental point of view. At this aim, a specific novel test rig has been designed and developed for either static or dynamic characteristics measurement of small size step motors. In particular, the test rig allow to measure rotor's angular position, motor's torque, currents flowing in the motor's phases. The paper ends with the report of the results of several experimental tests, carried-out on a small-size motor in different running conditions, and with some preliminary remarks on the basis of the measures analysis. 展开更多
关键词 Step motor drives experimental investigation test-rig dynamic behavior electro-mechanical model
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Transient Analysis and Control Strategies for a Quad-lnverter Multiphase Multilevel Motor Drive in Faulty Conditions
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作者 Gabriele Grandi Padmanaban Sanjeevkumar Yasser Gritli 《Journal of Energy and Power Engineering》 2013年第7期1304-1315,共12页
In this paper, post-fault-tolerant control strategies for quad-inverter multiphase-multilevel induction motor drives are investigated. More specifically, four standard two-level three-phase VSIs (voltage source inver... In this paper, post-fault-tolerant control strategies for quad-inverter multiphase-multilevel induction motor drives are investigated. More specifically, four standard two-level three-phase VSIs (voltage source inverters) supplying the open-end windings of a dual three-phase induction motor is considered, quadrupling the power capability of a single VSI with given voltage and current ratings. In healthy conditions, the control algorithm is able to generate multi-level voltage waveforms, equivalent to the ones of a three-level inverter and to share the total motor power among the four dc sources in each switching period. This sharing capability is investigated under post-fault operating conditions, when one VSI must be completely insulated due to a severe failure on it. In this case, the conversion power unit can operate with a reduced power rating by a proper modulation of the remaining three VSIs. The whole ac motor drive has been numerically implemented, and the effectiveness of the proposed control strategies under healthy and post-fault operating conditions have been proved. 展开更多
关键词 Dual three-phase motor multi-level inverter multi-phase motor drive multi-phase fault post-fault-tolerance space vectormodulation.
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Fault Detection for PMSM Motor Drive Systems by Monitoring Inverter Input Currents
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作者 Jing Li Mark Sumner +1 位作者 He Zhang Jesus Arellano-Padilla 《CES Transactions on Electrical Machines and Systems》 2017年第2期174-179,共6页
This paper has proposed a fault detecting method for DC supplied permanent magnet synchronize motor(PMSM)drive systems by monitoring the drive DC input current.This method is based on the fault signal propagation from... This paper has proposed a fault detecting method for DC supplied permanent magnet synchronize motor(PMSM)drive systems by monitoring the drive DC input current.This method is based on the fault signal propagation from the torque disturbance on the motor shaft to the inverter input currents.The accuracy of this fault signal propagation is verified by the Matlab simulation and experiment tests with the emulated faulty conditions.The feasible of this approach is shown by the experimental test conducted by the Spectra test rig with the real gearbox fault.This detection scheme is also suitable for monitoring other drive components such as the power converter or the motor itself using only one set of current transducers mounted at the DC input side. 展开更多
关键词 Faulty condition fault detection fault signal propagation motor drive system PWM inverter
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A Novel Approach to Practical Matrix Converter Motor Drive System With Reverse Blocking IGBT (To continue)
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《变频器世界》 2006年第8期28-29,共2页
a Pole voltage waveforms (VA20 and VA40) for modulation index 0.4 (middle trace is A-phase voltage waveform) x-axis: 1 div.=10ms, y-axis: 1 div.= 100V b Normalized harmonic spectrum for pole voltage of Fig. 9a c A-pha... a Pole voltage waveforms (VA20 and VA40) for modulation index 0.4 (middle trace is A-phase voltage waveform) x-axis: 1 div.=10ms, y-axis: 1 div.= 100V b Normalized harmonic spectrum for pole voltage of Fig. 9a c A-phase current and phase voltage for modulation index 0.4 (reference space vector is in inner layer) 展开更多
关键词 口口 口门 mode To continue A Novel Approach to Practical Matrix Converter motor drive System With Reverse Blocking IGBT
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Three-level inverter configuration with common mode voltage elimination for induction motor drive (To continue)
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《变频器世界》 2006年第5期27-28,共2页
The multiplicity of vector combinations for vectors of combined three-level inverters plays an important role, when deciding on the modulation scheme, to obtain minimum switching per inverter vector change, as describ... The multiplicity of vector combinations for vectors of combined three-level inverters plays an important role, when deciding on the modulation scheme, to obtain minimum switching per inverter vector change, as described in the next Section. This is not possible with reduced common-mode three-level inverter structure, obtained with a five-level cascaded H-bridge configuration, as the space vectors locations do not exhibit multiplicity. Moreover, the proposed configuration requires only two power supplies, whereas the scheme with the five-level H-bridge configuration requires six isolated power supplies. 展开更多
关键词 MODE To continue Three-level inverter configuration with common mode voltage elimination for induction motor drive
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A Novel Approach to Practical Matrix Converter Motor Drive System With Reverse Blocking IGBT
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《变频器世界》 2006年第7期25-26,共2页
a Pole voltage waveforms (VA20 and VA40) for modulation index 0.4 (middle trace is A-phase voltage waveform) x-axis: 1 div.=10ms, y-axis: 1 div.= 100V b Normalized harmonic spectrum for pole voltage of Fig. 9a c A-pha... a Pole voltage waveforms (VA20 and VA40) for modulation index 0.4 (middle trace is A-phase voltage waveform) x-axis: 1 div.=10ms, y-axis: 1 div.= 100V b Normalized harmonic spectrum for pole voltage of Fig. 9a c A-phase current and phase voltage for modulation index 0.4 (reference space vector is in inner layer) 展开更多
关键词 A Novel Approach to Practical Matrix Converter motor drive System With Reverse Blocking IGBT mode PWM
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Three-level inverter configuration with common mode voltage elimination for induction motor drive
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《变频器世界》 2006年第6期26-27,共2页
The multiplicity of vector combinations for vectors of combined three-level inverters plays an important role, when deciding on the modulation scheme, to obtain minimum switching per inverter vector change, as describ... The multiplicity of vector combinations for vectors of combined three-level inverters plays an important role, when deciding on the modulation scheme, to obtain minimum switching per inverter vector change, as described in the next Section. This is not possible with reduced common-mode three-level inverter structure, obtained with a five-level cascaded H-bridge configuration, as the space vectors locations do not exhibit multiplicity. Moreover, the proposed configuration requires only two power supplies, whereas the scheme with the five-level H-bridge configuration requires six isolated power supplies. 展开更多
关键词 MODE Three-level inverter configuration with common mode voltage elimination for induction motor drive
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Research on Bus Capacitor Current Control Scheme for Buck/Boost Bi-directional Converters in Motor Drive Systems
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作者 ZHANG Xuhui WEN Xuhui ZHAO Feng 《中国电机工程学报》 EI CSCD 北大核心 2012年第30期I0004-I0004,共1页
关键词 电机驱动系统 升压转换器 控制计划 电容电流 降压 总线 母线电压 控制方案
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Energy Efficient Control of Three-Phase Induction Motor Drive
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作者 Hussein Sarhan 《Energy and Power Engineering》 2011年第2期107-112,共6页
Induction motors are extensively used in industrial and household appliances and consume more than 50% of the total generated electrical energy. The need for energy conservation is increasing the requirements for savi... Induction motors are extensively used in industrial and household appliances and consume more than 50% of the total generated electrical energy. The need for energy conservation is increasing the requirements for saving the electrical energy. It is therefore important to optimize the efficiency of electrical drive systems under certain operating conditions. This paper proposes a new control scheme based on search method taking advantage of the fact, that at a certain torque and speed (operating point) there is only one value of stator voltage that operates the motor at optimum efficiency. Simulation performed and results are presented. 展开更多
关键词 INDUCTION motor drive Efficiency Optimization SLIP COMPENSATION
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A Novel Current Sensor Technique for Brushless DC Motor Drives
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作者 Hui Tan Jian-zhong Jiang +1 位作者 Xin-yao Wang Yong Wang 《Advances in Manufacturing》 2000年第1期42-48,共7页
The torque output in a permanent magnet brushless DC motor (BLDCM) is usually controlled by regulating the motor phase currents. In this paper, three kinds of PWM strategies together with some critical review on trad... The torque output in a permanent magnet brushless DC motor (BLDCM) is usually controlled by regulating the motor phase currents. In this paper, three kinds of PWM strategies together with some critical review on traditional current measurements in a BLDCM drive system are discussed. A novel method for assessing the PWM information and measuring the motor phase currents by a dc link current sensor is proposed. An attractive feature of the proposed method is the simplicity with the current sample processing because there is no need to incorporate the conduction information of the power switches or diodes. Only the single sided PWM or the double sided complementary PWM is needed with the proposed technique. 展开更多
关键词 current sampling sensor reduction motors driveS
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