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Review of Three-phase Soft Switching Inverters and Challenges for Motor Drives
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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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DC–DC Converter with Pi Controller for BLDC Motor Fuzzy Drive System
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作者 S.Pandeeswari S.Jaganathan 《Computer Systems Science & Engineering》 SCIE EI 2023年第6期2811-2825,共15页
The Brushless DC Motor drive systems are used widely with renewable energy resources.The power converter controlling technique increases the performance by novel techniques and algorithms.Conventional approaches are m... The Brushless DC Motor drive systems are used widely with renewable energy resources.The power converter controlling technique increases the performance by novel techniques and algorithms.Conventional approaches are mostly focused on buck converter,Fuzzy logic control with various switching activity.In this proposed research work,the QPSO(Quantum Particle Swarm Optimization algorithm)is used on the switching state of converter from the generation unit of solar module.Through the duty cycle pulse from optimization function,the MOSFET(Metal-Oxide-Semiconductor Field-Effect Transistor)of the Boost converter gets switched when BLDC(Brushless Direct Current Motor)motor drive system requires power.Voltage Source three phase inverter and Boost converter is controlled by proportional-integral(PI)controller.Based on the BLDC drive,the load utilized from the solar generating module.Experimental results analyzed every module of the proposed grid system,which are solar generation utilizes the irradiance and temperature depends on this the Photovoltaics(PV)power is generated and the QPSO with Duty cycle switching state is determined.The Boost converter module is boost stage based on generation and load is obtained.Single Ended Primary Inductor Converter(SEPIC)and Zeta converter model is compared with the proposed logic;the proposed boost converter achieves the results.Three phase inverter control,PI,and BLDC motor drive results.Thus the proposed grid model is constructed to obtain the better performance results than most recent literatures.Overall design model is done by using MATLAB/Simulink 2020a. 展开更多
关键词 Solar module FUZZY QPSO boost DC-DC converter BLDC motor drive three phase inverter PI controller
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Fault Detection for Motor Drive Control System of Industrial Robots Using CNN-LSTM-based Observers
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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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Review of Fault-tolerant Control for Motor Inverter Failure with Operational Quality Considered
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作者 Yuxuan Du Wenxiang Zhao +2 位作者 Yihua Hu Jinghua Ji Tao Tao 《CES Transactions on Electrical Machines and Systems》 EI CSCD 2024年第2期202-215,共14页
In recent years,motor drive systems have garnered increasing attention due to their high efficiency and superior control performance.This is especially apparent in aerospace,marine propulsion,and electric vehicles,whe... In recent years,motor drive systems have garnered increasing attention due to their high efficiency and superior control performance.This is especially apparent in aerospace,marine propulsion,and electric vehicles,where high performance,efficiency,and reliability are crucial.The ability of the drive system to maintain long-term fault-tolerant control(FTC)operation after a failure is essential.The likelihood of inverter failures surpasses that of other components in the drive system,highlighting its critical importance.Long-term FTC operation ensures the system retains its fundamental functions until safe repairs or replacements can be made.The focus of developing a FTC strategy has shifted from basic FTC operations to enhancing the post-fault quality to accommodate the realities of prolonged operation post-failure.This paper primarily investigates FTC strategies for inverter failures in various motor drive systems over the past decade.These strategies are categorized into three types based on post-fault operational quality:rescue,remedy,and reestablishment.The paper discusses each typical control strategy and its research focus,the strengths and weaknesses of various algorithms,and recent advancements in FTC.Finally,this review summarizes effective FTC techniques for inverter failures in motor drive systems and suggests directions for future research. 展开更多
关键词 FAULT-TOLERANT motor drive Operation quality Inverter failure
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Driving Range Parametric Analysis of Electric Vehicles Driven by Interior Permanent Magnet Motors Considering Driving Cycles 被引量:4
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作者 Le Tian Lijian Wu +1 位作者 Xiaoyan Huang Youtong Fang 《CES Transactions on Electrical Machines and Systems》 CSCD 2019年第4期377-381,共5页
This paper presents parametric analysis of driving range of electric vehicles driven by V-type interior permanent magnet motors aiming at maximum driving range,i.e.,minimal total energy consumption of the motors over ... This paper presents parametric analysis of driving range of electric vehicles driven by V-type interior permanent magnet motors aiming at maximum driving range,i.e.,minimal total energy consumption of the motors over a driving cycle.Influence of design parameters including tooth width,slot depth,split ratio(the ratio of inner diameter to outer diameter of the stator),and V-type magnet angle on the energy consumption of the motors and driving range of electric vehicles over a driving cycle is investigated in detail.The investigation is carried out for two typical driving cycles with different characteristics to represent different conditions:One is high-speed,low-torque cycle-Highway Fuel Economy Test and the other is low-speed,high-torque cycle-Artemis Urban Driving Cycle.It shows that for both driving cycles,the same parameters may have different influence on the energy consumption of the motors,as well as driving range of electric vehicles. 展开更多
关键词 Driving cycle driving range electrical vehicle interior permanent magnet motor.
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A Review of Gallium Nitride Power Device and Its Applications in Motor Drive 被引量:4
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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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A Review of Nonlinear Kalman Filter Appling to Sensorless Control for AC Motor Drives 被引量:4
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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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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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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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A Review of Sensorless Control Methods for AC Motor Drives 被引量:13
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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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Research on the Control for the Planar Motor by Non-symmetric and Unilateral Driven 被引量:3
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作者 LI Xin, YANG Kaiming ZHU Yu YU Dongdong CUI Leqing 《中国电机工程学报》 EI CSCD 北大核心 2012年第27期I0004-I0004,180,共1页
与由四组线圈单元驱动方式相比,三组线圈单元驱动的平面电机属于单边非质心驱动模型。为提高平面电机系统的伺服性能,需要准确的力解耦模型以及有效的控制算法。由于实际中存在建模误差,如永磁体线圈加工误差引起的推力误差、气隙厚... 与由四组线圈单元驱动方式相比,三组线圈单元驱动的平面电机属于单边非质心驱动模型。为提高平面电机系统的伺服性能,需要准确的力解耦模型以及有效的控制算法。由于实际中存在建模误差,如永磁体线圈加工误差引起的推力误差、气隙厚度不均匀、外部不确定扰动等,使得基于名义模型的系统无法有效解耦。同时建模误差的存在使得闭环系统误差方程的等号右侧不为0,无法确保跟踪误差的收敛。因此,必须利用控制器对建模误差进行补偿。以三组线圈单元且x方向为单边非质心驱动的平面电机作为研究对象。为提高其轨迹跟踪与定位能力,提出一种非线性控制算法。在逆动力学控制算法的基础上增加鲁棒项,对建模误差进行有效补偿。采用李雅普诺夫(Lyapunov)理论证明了该算法的稳定性。实验结果表明,轨迹跟踪误差小于1.5μm,可见通过对建模误差的补偿,减小了多自由度间耦合作用对运动精度的影响,提高了平面电机伺服性能。 展开更多
关键词 电动机驱动 平面电机 电机控制 非对称 反馈线性化 SISO系统 多输入多输出 定位系统
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Power Supply of Macro-Micro Driven Linear Piezoelectric Motor
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作者 Zhang Tiemin Liao Yiyong +2 位作者 Xu Zhilin Liang Li Cao Fei 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2017年第1期22-29,共8页
To investigate a novel macro and micro driven linear piezoelectric motor composed of an ultrasonic motor with macro movement and a piezoelectric actuator with micro movement,a digital signal processing(DSP)based macro... To investigate a novel macro and micro driven linear piezoelectric motor composed of an ultrasonic motor with macro movement and a piezoelectric actuator with micro movement,a digital signal processing(DSP)based macro and micro power supply is designed,which fits the new linear piezoelectric motor.The power supply comprises a control circuit,a voltage conversion circuit,an amplifier circuit,a half-bridge module,an optical isolatorsdrive circuit,etc,where the DSP of TMS320F28335 is used as the controller.When the linear piezoelectric motor working in a macro driven state,the power supply outputs alternating currents with high frequency and high voltage,which drives the linear piezoelectric motor dynamically at an ultrasonic frequency;while working in the micro driven state,the power supply outputs direct currents with high voltage,which drives the linear piezoelectric motor in micro driven statically.Here a prototype of the macro-micro power supply is designed.After a series of experiments on the power supply with and without loads,the results show that the power supply can drive and control the macro micro driven linear piezoelectric motor,and realizes quick and seamless switch between macro and micro drive.In addition,the power supply can drive and control the ultrasonic motor or piezoelectric ceramic micro actuator individually.The power supply achieves the multiple parameters of output signals adjustable simultaneously and exhibits good control characteristics. 展开更多
关键词 LINEAR piezoelectric motor macro-micro drive DSP half-bridge module
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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 Digital Phase Locked Loop Speed Control of Three Phase Induction Motor Drive: Performances Analysis
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作者 Ben Hamed Mouna Sbita Lassaad 《Energy and Power Engineering》 2011年第1期61-68,共8页
This paper deals with performance analysis and implementation of a three phase inverter fed induction motor (IM) drive system. The closed loop control scheme of the drive utilizes the Digital Phase Locked Loop (DPLL).... This paper deals with performance analysis and implementation of a three phase inverter fed induction motor (IM) drive system. The closed loop control scheme of the drive utilizes the Digital Phase Locked Loop (DPLL). The DPLL is safely implemented all around the well known integrated circuit DPLL 4046. An ex-perimental verification is carried out on one kw scalar controlled IM system drives for a wide range of speeds and loads appliance. This presents a simple and high performance solution for industrial applications. 展开更多
关键词 Digital Phase Locked Loop (DPLL) INDUCTION motor SCALAR Strategy Speed driveS and Load APPLIANCE
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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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Study on Modeling and Control Strategy for Electric Drive Motor of Tracked Vehicles 被引量:1
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作者 廖自力 黄苏融 +1 位作者 马晓军 庞宾宾 《Defence Technology(防务技术)》 CAS 2012年第2期65-69,共5页
Aimed at the requirements for electric transmission system of a military tracked vehicle, the motor's design indexes were analysed and calculated. A model based on saturate inductance parameter of interior permane... Aimed at the requirements for electric transmission system of a military tracked vehicle, the motor's design indexes were analysed and calculated. A model based on saturate inductance parameter of interior permanent magnet (IPM) synchronous motor was brought forward by using finite element analysis. And its control strategy based on the largest running capability was studied also. The experiment results for a scale model show that the modelling method improves the model's accuracy, and the motor's control strategy is effective. 展开更多
关键词 军用履带车辆 控制策略 驱动电机 建模方法 电传动系统 有限元分析 电感参数 同步电机
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Implementation of Adaptive Neuro Fuzzy Inference System in Speed Control of Induction Motor Drives
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作者 K. Naga Sujatha K. Vaisakh 《Journal of Intelligent Learning Systems and Applications》 2010年第2期110-118,共9页
A new speed control approach based on the Adaptive Neuro-Fuzzy Inference System (ANFIS) to a closed-loop, variable speed induction motor (IM) drive is proposed in this paper. ANFIS provides a nonlinear modeling of mot... A new speed control approach based on the Adaptive Neuro-Fuzzy Inference System (ANFIS) to a closed-loop, variable speed induction motor (IM) drive is proposed in this paper. ANFIS provides a nonlinear modeling of motor drive system and the motor speed can accurately track the reference signal. ANFIS has the advantages of employing expert knowledge from the fuzzy inference system and the learning capability of neural networks. The various functional blocks of the system which govern the system behavior for small variations about the operating point are derived, and the transient responses are presented. The proposed (ANFIS) controller is compared with PI controller by computer simulation through the MATLAB/SIMULINK software. The obtained results demonstrate the effectiveness of the proposed control scheme. 展开更多
关键词 ANFIS CONTROLLER PI CONTROLLER Fuzzy LOGIC CONTROLLER Artificial NEURAL Network CONTROLLER INDUCTION motor drive
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BELBIC Tuned PI Controller Based Chopper Driven PMDC Motor
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作者 Muthukrishnan Subramaniam Murugananth Gopalraj +1 位作者 Saravana Sundaram Sakthivelu Samidurai Kandasamy 《Circuits and Systems》 2016年第9期2273-2285,共13页
In orthopaedic surgeries, permanent magnet DC motors are used to drill the bone and fix the screws. The Motor drive employs an inner current and outer speed control loop with a conventional or modern controller. To en... In orthopaedic surgeries, permanent magnet DC motors are used to drill the bone and fix the screws. The Motor drive employs an inner current and outer speed control loop with a conventional or modern controller. To enhance the performance of the drive, this paper proposes a Brain Emotional Logic Based Intelligent Controller based chopper drive. The proposed drive scheme has been simulated using Matlab/Simulink and physically realized for validation. A comparative analysis has been made between the conventional PI controller based drive and the proposed system in order to prove that the proposed scheme has an edge over the traditional PI controller scheme counterpart. 展开更多
关键词 BELBIC Chopper drive PMDC motor Orthopedic Surgeries OSTEOSYNTHESIS PI Controller Steady State and Transient State Responses
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High Performance Servo-System of a Motor in Driect Drive Robotics
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作者 Feng Yong Wang Yan Hu Hengzhang (Department of Electrical Engineering) 《哈尔滨工业大学学报》 EI CAS CSCD 北大核心 1990年第3期99-104,共6页
This paper decribes the control of a high performance variable reluctance motor system for direct drive robotics and industrial automation. The control system of a motor comists of a drive unit and a digital controlle... This paper decribes the control of a high performance variable reluctance motor system for direct drive robotics and industrial automation. The control system of a motor comists of a drive unit and a digital controller, possessing two functions of tbe analog dosed-loop control of motor velocity and the digit dosed-loop control of motor position. Then it discusses the closed-loop control of current in the three phases of the motor and the control of the lead angle of the motor. Finally, it suggests a design of the control circuits of motor current, velocity and position. The closed loop control of the motor position is achieved by a digit cotroller which consists of a microprocessor and other electronic components. It can control two variable reluctance motors simultaneusly. In order to be used for directly driving robots, the digit cotroller is equipped with a universal interface. 展开更多
关键词 直接驱动机器人 转矩控制 速度控制 位置控制 变磁阻电动机 伺服系统
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Single Phase Induction Motor Drive with Restrained Speed and Torque Ripples Using Neural Network Predictive Controller
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作者 S. Saravanan K. Geetha 《Circuits and Systems》 2016年第11期3670-3684,共15页
In industrial drives, electric motors are extensively utilized to impart motion control and induction motors are the most familiar drive at present due to its extensive performance characteristic similar with that of ... In industrial drives, electric motors are extensively utilized to impart motion control and induction motors are the most familiar drive at present due to its extensive performance characteristic similar with that of DC drives. Precise control of drives is the main attribute in industries to optimize the performance and to increase its production rate. In motion control, the major considerations are the torque and speed ripples. Design of controllers has become increasingly complex to such systems for better management of energy and raw materials to attain optimal performance. Meager parameter appraisal results are unsuitable, leading to unstable operation. The rapid intensification of digital computer revolutionizes to practice precise control and allows implementation of advanced control strategy to extremely multifaceted systems. To solve complex control problems, model predictive control is an authoritative scheme, which exploits an explicit model of the process to be controlled. This paper presents a predictive control strategy by a neural network predictive controller based single phase induction motor drive to minimize the speed and torque ripples. The proposed method exhibits better performance than the conventional controller and validity of the proposed method is verified by the simulation results using MATLAB software. 展开更多
关键词 Dynamic Model Low Torque Ripples Neural Model Neural Network Predictive Controller Unstable Operation Single Phase Induction motor Variable Speed drives
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