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基于DCS-惯性权重组合的柔性机械臂运动轨迹控制系统研究
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作者 唐爱武 陈天佑 《电气传动》 2024年第2期74-81,共8页
为了有效调控机械臂运动幅度,避免柔性机械臂实际运动轨迹与目标轨迹发生较大的偏差,设计一种基于分散控制系统(DCS)-惯性权重组合的柔性机械臂运动轨迹控制系统,它是一个集合了计算机、通信、显示和控制的计算机系统,该系统由过程控制... 为了有效调控机械臂运动幅度,避免柔性机械臂实际运动轨迹与目标轨迹发生较大的偏差,设计一种基于分散控制系统(DCS)-惯性权重组合的柔性机械臂运动轨迹控制系统,它是一个集合了计算机、通信、显示和控制的计算机系统,该系统由过程控制和过程监控。通过DCS算法控制监测对象行为幅度并计算柔性机械臂惯性权重,利用DCS-惯性权重组合求解素数控制指标的具体数值,实现了对柔性机械臂运动轨迹控制系统的软件设计。实验结果表明,DCS-惯性权重组合算法作用下的机械臂末端坐标在横轴、纵轴、空间轴方向上的运动幅值均可以被控制在10个单位长度之内,并且在0.52 s内进入机械臂运动轨迹最佳控制状态,运动轨迹差值最大仅为0.01 rad,验证了该系统具备可行性和有效性。 展开更多
关键词 dcS-惯性权重组合 柔性机械臂 运动轨迹 素数控制 电机驱动回路 运动幅度
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基于模糊BP神经网络的智能轮椅BLDCM控制
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作者 李未 刘虎 孙大文 《微电机》 2024年第1期26-31,共6页
现阶段多数轮椅电机仍使用传统PID控制,该控制方式存在控制精准度较低、超调量较大以及抗扰动能力差等问题。为解决以上问题,通过对无刷直流电机进行研究,在分析了其控制方法后,提出一种基于模糊BP神经网络的BLDCM控制方法。首先,研究了... 现阶段多数轮椅电机仍使用传统PID控制,该控制方式存在控制精准度较低、超调量较大以及抗扰动能力差等问题。为解决以上问题,通过对无刷直流电机进行研究,在分析了其控制方法后,提出一种基于模糊BP神经网络的BLDCM控制方法。首先,研究了BLDCM结构并搭建数学模型。其次,在模型基础上构建了模糊BP神经网络PID控制器。最后,在Matlab/Simulink中搭建整个电机控制系统进行三种不同工况下的运动控制仿真,并与传统PID控制算法进行对比。实验结果表明:模糊BP神经网络PID控制策略能获得更好的PID控制参数,具有良好的抗扰动能力,有效的改善了整个轮椅控制系统的动态性能。 展开更多
关键词 无刷直流电机 PID控制 模糊BP神经网络 MATLAB/SIMULINK
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永磁同步电机双向DC/DC变换器混合储能设计
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作者 李兆丰 李峰 《机械设计与制造》 北大核心 2024年第4期185-188,193,共5页
为了提高永磁同步电机的发电效率,设计一种永磁同步电机双向DC/DC变换器混合储能方案,并开展性能仿真分析。利用双向DC/DC变换器连接储能部件与负载母线,该变换器的控制性能对系统整体动/静态性能存在明显影响。研究结果表明:在Buck模... 为了提高永磁同步电机的发电效率,设计一种永磁同步电机双向DC/DC变换器混合储能方案,并开展性能仿真分析。利用双向DC/DC变换器连接储能部件与负载母线,该变换器的控制性能对系统整体动/静态性能存在明显影响。研究结果表明:在Buck模式下仿真测试得到,双向DC/DC变换器高压侧电流逐渐升高,产生了持续上升的最高输出功率。双向DC/DC变换器与Buck电路达到了合理的参数,能够达到混合储能系统要求达到的稳定性与快速性控制标准。本设计的双向DC/DC变换器主电路与Boost电路各项参数处于较优的状态,能够实现对混合储能系统进行稳定高效控制的目标。电感与电容值满足系统运行要求,可以实现双向DC/DC变换器的快速响应,能够快速控制电流值,并获得稳定的电压参数,能够满足优异的动态调控性能。 展开更多
关键词 永磁同步电机 双向dc/dc变换器 混合储能 性能分析
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基于参数自整定模糊PID的BLDC控制研究
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作者 张伟 李昕涛 +2 位作者 王茹愿 杨辉 李明怡 《微电机》 2024年第2期31-35,共5页
为解决传统PID控制在无刷直流电机调速系统中的控制精度低、效果不佳等问题,设计了一种基于参数自整定模糊PID控制的调速系统。通过在Matlab/Simulink仿真软件中建立了无刷直流调速系统的模型,分别采用传统PID控制、模糊PID控制和参数... 为解决传统PID控制在无刷直流电机调速系统中的控制精度低、效果不佳等问题,设计了一种基于参数自整定模糊PID控制的调速系统。通过在Matlab/Simulink仿真软件中建立了无刷直流调速系统的模型,分别采用传统PID控制、模糊PID控制和参数自整定模糊PID控制来对转速环进行调控,而电流环则采用PID控制。通过对比研究结果发现,采用参数自整定模糊PID控制的调速系统具有许多优势。系统的超调量较小,控制效果较好,同时提高了系统的鲁棒性。通过搭建模型并进行仿真实验,证明了采用参数自整定模糊PID控制的调速系统在解决无刷直流电机调速系统控制精度低、效果不佳等问题方面具有优势。这一方法能够有效提升系统的控制性能,并增强系统的鲁棒性。该无刷直流电机的调速系统可以稳定、可靠运行,满足使用需求。 展开更多
关键词 无刷直流电机 参数自整定 模糊PID控制
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基于田口法多目标优化BLDCM
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作者 弥伟 《微特电机》 2024年第8期26-30,35,共6页
为了解决高效多目标优化电机输出性能的问题,采用田口法优化算法,以BLDCM为例,以初始设计参数为基础,按电机的输出转矩、转矩脉动和铁损作为待优化性能指标,设计了优化目标函数。将定子内径、槽深、槽开口、齿宽和气隙等关键结构参数设... 为了解决高效多目标优化电机输出性能的问题,采用田口法优化算法,以BLDCM为例,以初始设计参数为基础,按电机的输出转矩、转矩脉动和铁损作为待优化性能指标,设计了优化目标函数。将定子内径、槽深、槽开口、齿宽和气隙等关键结构参数设为优化变量,设计了正交试验,通过计算信噪比响应值并结合敏感性分析,筛选出稳定且满足设计要求的参数组合,确定最优的优化参数方案。针对优化前后的目标参数变化用有限元进行分析,证明该方法的合理性。 展开更多
关键词 无刷直流电机 正交试验 田口法 转矩 多目标优化
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开绕组BLDCM直接转矩控制电压矢量特性研究
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作者 华文韬 杨建飞 +6 位作者 邱鑫 陈秋仲 刘业 胡伦 周锴 刘畅 陈洪生 《微特电机》 2024年第4期8-15,共8页
基于直接转矩控制(DTC)的开绕组无刷直流电机(BLDCM)具有运行效率高、电压矢量多样、控制结构简单等优点,适用于工业领域。根据共直流母线开绕组BLDCM控制拓扑搭建了相应的数学模型,对该拓扑下电压矢量的特性进行理论分析及分类,并将电... 基于直接转矩控制(DTC)的开绕组无刷直流电机(BLDCM)具有运行效率高、电压矢量多样、控制结构简单等优点,适用于工业领域。根据共直流母线开绕组BLDCM控制拓扑搭建了相应的数学模型,对该拓扑下电压矢量的特性进行理论分析及分类,并将电压幅值不为零的电压矢量分为大、中、小三类。分析结果表明:在相同的运行条件下,大矢量作用下转矩变化率最大,小矢量作用下转矩变化率最小,中矢量居于两者之间。仿真结果验证了理论分析的正确性和控制方法的可行性。 展开更多
关键词 无刷直流电机 开绕组 直接转矩控制 两相导通 电压矢量
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Simulation Research of Fault Model of Detecting Rotor Dynamic Eccentricity in Brushless DC Motor Based on Motor Current Signature Analysis 被引量:12
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作者 赵向阳 葛文韬 《中国电机工程学报》 EI CSCD 北大核心 2011年第36期I0011-I0011,共1页
基于Ansoft/Maxwell设置动态偏心故障,建立求解电机电感和磁链的有限元模型,通过仿真,证明了将感应电机动态偏心故障的特征频率经过简化后,同样适用于无刷直流电动机。基于Ansoft/Simplorer建立无刷直流电动机系统的仿真模型。在... 基于Ansoft/Maxwell设置动态偏心故障,建立求解电机电感和磁链的有限元模型,通过仿真,证明了将感应电机动态偏心故障的特征频率经过简化后,同样适用于无刷直流电动机。基于Ansoft/Simplorer建立无刷直流电动机系统的仿真模型。在电机稳态运行下,对定子电流进行傅里叶分析,研究并建立基于定子电流监测动态偏心故障的仿真模型:动态偏心故障与特征频率的关系、动态偏心故障程度与特征频率幅值的关系。进而研究了无刷直流电动机稳态运行时转速波动对偏心故障监测的影响。仿真结果表明,转子偏心程度加大,特征频率的幅值增加。 展开更多
关键词 电机转子 故障检测 电流特征 偏心 直流 仿真 模型 机械故障
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直流微网储能DC/DC变换器的自适应虚拟直流电机控制 被引量:7
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作者 张纯江 暴云飞 +2 位作者 孟宪慧 王建宇 阚志忠 《电力系统保护与控制》 EI CSCD 北大核心 2023年第1期12-20,共9页
电力电子化的直流微电网自身缺乏惯性,当功率发生波动时,直流母线电压会产生较大突变,不利于其稳定运行。为了解决这一问题,虚拟直流电机控制被应用于直流变换器中来模拟直流电机的外特性,进而为直流微电网提供惯性支撑。但传统参数固... 电力电子化的直流微电网自身缺乏惯性,当功率发生波动时,直流母线电压会产生较大突变,不利于其稳定运行。为了解决这一问题,虚拟直流电机控制被应用于直流变换器中来模拟直流电机的外特性,进而为直流微电网提供惯性支撑。但传统参数固定的虚拟直流电机控制在提供惯性的同时会牺牲系统的动态响应速度。针对这一问题,提出了参数自适应虚拟直流电机控制,并将它应用于储能端推挽式DC/DC变换器中。建立了系统的小信号模型,分析了转动惯量参数变化对系统的影响,并给出了参数的自适应调节原则。最后,搭建了仿真模型对不同控制方法进行了对比分析。仿真结果表明所提控制策略在为系统提供较大惯性支撑的同时,系统仍具有较快的动态响应速度。 展开更多
关键词 直流微电网 母线电压 虚拟直流电机 参数自适应 推挽式dc/dc变换器
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Improved single-neuron PID controller for DC motor applied in robot system 被引量:5
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作者 苏晓东 罗庆生 郅威 《Journal of Beijing Institute of Technology》 EI CAS 2012年第4期472-478,共7页
An improved single-neuron proportional integral derivative ( PID ) controller and a new method to build the DC motor system were presented in the article. In the simulation, the robot arm is considered as an externa... An improved single-neuron proportional integral derivative ( PID ) controller and a new method to build the DC motor system were presented in the article. In the simulation, the robot arm is considered as an external load to DC motor. Both the motor module and the load module are crea- ted in Simulink to achieve simulation results closer to real robot system. In this way, it can well veri- fy the performance of the improved single-neuron PID controller, which is a combined controller of normal PID controller and single-neuron PID controller. Besides, an intelligent switcher can help to realize the function of choosing a better control algorithm according to motor' s velocity output. Sim- ulated results confirm the rapid and stable response of the improved PID controller. Moreover, the improved single-neuron PID controller has an excellent ability to overcome the load impact and su- press the jamming signals. At last, a GUI interface platform is built to make the controller easier to be applied in other robot systems. 展开更多
关键词 robot control system dc motor proportional integral derivative (PID) single-neuron
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Robust Control Strategy for the Speed Control of Brushless DC Motor 被引量:9
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作者 Zhi Liu Bai-Fen Liu 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2013年第2期90-94,共5页
Brushless DC motor ( BLDCM) speed servo system is multivariable,nonlinear and strong coupling. The parameter variation, the cogging torque and the load disturbance easily influence its performance. Therefore,it is dif... Brushless DC motor ( BLDCM) speed servo system is multivariable,nonlinear and strong coupling. The parameter variation, the cogging torque and the load disturbance easily influence its performance. Therefore,it is difficult to achieve superior performance by using the conventional PID controller. To solve the deficiency,the paper represents the algorithm of active-disturbance rejection control ( ADRC) based on back-propagation ( BP) neural network. The ADRC is independent on accurate system and its extended-state observer can estimate the disturbance of the system accurately. However,the parameters of Nonlinear Feedback ( NF) in ADRC are difficult to obtain. So in this paper,these parameters are self-turned by the BP neural network. The simulation and experiment results indicate that the ADRC based on BP neural network can improve the performances of the servo system in rapidity,control accuracy,adaptability and robustness. 展开更多
关键词 brushless dc motor ( BLdcM) BP ( back propagation algorithms) ADRC ( active-disturbance rejection control) parameters self-turning.
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Fuzzy PID Controllers Using FPGA Technique for Real Time DC Motor Speed Control 被引量:4
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作者 Basil Hamed Moayed Almobaied 《Intelligent Control and Automation》 2011年第3期233-240,共8页
The design of intelligent control systems has become an area of intense research interest. The development of an effective methodology for the design of such control systems undoubtedly requires the synthesis of many ... The design of intelligent control systems has become an area of intense research interest. The development of an effective methodology for the design of such control systems undoubtedly requires the synthesis of many concepts from artificial intelligence. The most commonly used controller in the industry field is the proportional-plus-integral-plus-derivative (PID) controller. Fuzzy logic controller (FLC) provides an alternative to PID controller, especially when the available system models are inexact or unavailable. Also rapid advances in digital technologies have given designers the option of implementing controllers using Field Programmable Gate Array (FPGA) which depends on parallel programming. This method has many advantages over classical microprocessors. In this research, A model of the fuzzy PID control system is implemented in real time with a Xilinx FPGA (Spartan-3A, Xilinx Company, 2007). It is introduced to maintain a constant speed to when the load varies.,The model of a DC motor is considered as a second order system with load variation as a an example for complex model systems. For comparison purpose, two widely used controllers “PID and Fuzzy” have been implemented in the same FPGA card to examine the performance of the proposed system. These controllers have been tested using Matlab/Simulink program under speed and load variation conditions. The controllers were implemented to run the motor as real time application under speed and load variation conditions and showed the superiority of Fuzzy-PID. 展开更多
关键词 dc motor Fuzzy LOGIC Control PID CONTROLLER REAL Time FPGA
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Comparative Study between the PID Regulator and the Fuzzy Regulator Applied to the Operation of a Brushless DC Motor 被引量:2
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作者 Mamadou Sall Abdoulaye Kebe +1 位作者 Ibrahima Gueye Moustapha Diop 《Energy and Power Engineering》 2021年第11期365-376,共12页
This paper presents the results of research on speed regulation of a brushless DC motor</span></span><span style="font-family:Verdana;"><span style="font-family:Verdana;">&l... This paper presents the results of research on speed regulation of a brushless DC motor</span></span><span style="font-family:Verdana;"><span style="font-family:Verdana;"><span style="font-family:Verdana;">. </span></span></span><span style="font-family:Verdana;"><span style="font-family:Verdana;"><span style="font-family:Verdana;">This is mainly a comparative study between a PID regulator and a fuzzy regulator applied to the operation of this type of engine in order to find the best control. The BLDC engine must operate under various speed and load conditions with improved performance and robust and complex speed control. Because of this complexity, the traditional PID command encounters difficulties in controlling the speed of a BLDC. Another control technique is currently developing and is producing good results. This is the fuzzy controller that handles process control problems, that is, managing a process based on a given set point per action on the variables that describe the process. To achieve the desired results, the brushless DC machine model will be studied. With the model obtained, both types of regulator will be tested. A synthesis of the observed comparison results will enable a conclusion to be drawn on the performance of the two types of regulators driving a BLDC (Brushless DC)</span></span></span><span style="font-family:Verdana;"><span style="font-family:Verdana;"><span style="font-family:Verdana;">. 展开更多
关键词 Fuzzy Logic Controller PID Controller Brushless dc motor dc motor
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Steering Control of Wheeled Armored Vehicle with Brushless DC Motor 被引量:1
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作者 陈慧岩 王京起 郑培 《Journal of Beijing Institute of Technology》 EI CAS 2005年第3期310-313,共4页
Considering the steering characters of one type of wheeled armored vehicle, a brushless direct current (DC) motor is adapted as the actuator for steering control. After investigating the known algorithms, one kind o... Considering the steering characters of one type of wheeled armored vehicle, a brushless direct current (DC) motor is adapted as the actuator for steering control. After investigating the known algorithms, one kind of algorithm, which combines the fuzzy logic control with the self-adapting PID control and the startup and pre-hrake control, is put forward. Then a test-bed is constructed, and an experiment is conducted. The result of experiment confirms the validity of this algorithm in steering control of wheeled armored vehicle with brushless DC motor. 展开更多
关键词 steering control dc motor wheeled armored vehicle
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Neural adaptive sliding mode speed tracking control of a DC motor 被引量:1
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作者 刘子龙 刘国忠 刘洁 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2004年第3期304-308,共5页
We propose a BPNN based adaptive sliding mode control scheme for speed tracking of a DC motor with unknown system nonlinearities. The input-output linearization technique is used to cancel the nonlinearities, and outp... We propose a BPNN based adaptive sliding mode control scheme for speed tracking of a DC motor with unknown system nonlinearities. The input-output linearization technique is used to cancel the nonlinearities, and output of the BPNN is incorporated into the controller in the proposed scheme. It is shown that the rotor speed of a DC motor can follow any arbitrarily selected trajectories under variable load torque. Then the application of the approach is tested via some simulations. 展开更多
关键词 dc motor neural identifier sliding mode.
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双馈抽水蓄能机组中双向DC/DC变换器研究 被引量:2
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作者 张宇 李凯 +1 位作者 孙玉田 崔淑梅 《大电机技术》 2023年第2期79-90,共12页
为解决双馈抽水蓄能电机低电压穿越的问题,加入双向DC/DC与超级电容保护支路,其中双向DC/DC变换器采用两相交错式双向半桥拓扑结构。本文采用软开关技术有效解决变换器中开关损耗高的问题,对变换器在Buck和Boost模式下分别进行软开关技... 为解决双馈抽水蓄能电机低电压穿越的问题,加入双向DC/DC与超级电容保护支路,其中双向DC/DC变换器采用两相交错式双向半桥拓扑结构。本文采用软开关技术有效解决变换器中开关损耗高的问题,对变换器在Buck和Boost模式下分别进行软开关技术分析。在MATLAB中搭建DC/DC效率模块、瞬态响应调整模块、工作范围模块和硬件电路模型,采用双电流内环和电压外环的控制方式。仿真结果表明在软开关的作用下,开关管实现了零电压导通和零电压关断,有效降低了开关损耗,提高大功率电力电子设备利用效率,具有一定的实用性和研究价值。 展开更多
关键词 双馈抽水蓄能电机 双向dc/dc变换器 软开关技术
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A New Method for Reducing Commutation Torque Ripples in BLDC Motors 被引量:1
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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1期71-75,共5页
A new compensation method and an algorithm for compensating for the commutation torque ripples of the trapezoidal EMF brushless DC motor are put forward. Simulation and experimental results show that this method is co... A new compensation method and an algorithm for compensating for the commutation torque ripples of the trapezoidal EMF brushless DC motor are put forward. Simulation and experimental results show that this method is correct and practical. 展开更多
关键词 sensorless drive trapezoidal EMF brushless dc motor commutation torque ripple
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Fault Tolerant Neuro-Robust Position Control of DC Motors 被引量:1
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作者 Ran Zhang Marwan Bikdash 《Journal of Electromagnetic Analysis and Applications》 2011年第10期412-415,共4页
DC motors are widely used in industry such as mechanics, robotics, and aerospace engineering. In this paper, we present a high performance control method for position control of DC motors. Fault-tolerant control model... DC motors are widely used in industry such as mechanics, robotics, and aerospace engineering. In this paper, we present a high performance control method for position control of DC motors. Fault-tolerant control model are also addressed to combine with neuro-robust control approach. It is shown that with the proposed control algorithms, external disturbances and coupled dynamics inherent in the system are effectively compensated using neural network unit in which no analytical estimation on the upper bound of the reconstruction error and uncertainties is needed. Simulations on various flight conditions also confirm the effectiveness of the proposed methods. 展开更多
关键词 FAULT-TOLERANT Neuro-Robust POSITION Control dc motors
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Type-2 Fuzzy Logic Controllers Based Genetic Algorithm for the Position Control of DC Motor 被引量:1
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作者 Mohammed Zeki Al-Faiz Mohammed S. Saleh Ahmed A. Oglah 《Intelligent Control and Automation》 2013年第1期108-113,共6页
Type-2 fuzzy logic systems have recently been utilized in many control processes due to their ability to model uncertainty. This research article proposes the position control of (DC) motor. The proposed algorithm of ... Type-2 fuzzy logic systems have recently been utilized in many control processes due to their ability to model uncertainty. This research article proposes the position control of (DC) motor. The proposed algorithm of this article lies in the application of a genetic algorithm interval type-2 fuzzy logic controller (GAIT2FLC) in the design of fuzzy controller for the position control of DC Motor. The entire system has been modeled using MATLAB R11a. The performance of the proposed GAIT2FLC is compared with that of its corresponding conventional genetic algorithm type-1 FLC in terms of several performance measures such as rise time, peak overshoot, settling time, integral absolute error (IAE) and integral of time multiplied absolute error (ITAE) and in each case, the proposed scheme shows improved performance over its conventional counterpart. Extensive simulation studies are conducted to compare the response of the given system with the conventional genetic algorithm type-1 fuzzy controller to the response given with the proposed GAIT2FLC scheme. 展开更多
关键词 Type-2 FUZZY LOGIC CONTROLLER GENETIC Algorithm dc motor
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An Advance Commutation Control Method for Low Torque Ripple of Brushless DC Motors 被引量:6
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作者 SHI Jian Li Tiecai 《中国电机工程学报》 EI CSCD 北大核心 2012年第30期I0016-I0016,18,共1页
该文给出一种优化的无刷直流电动机变母线电压六拍控制方法。既解决了传统六拍控制策略中由于绕组电感所造成的电流滞后问题,又改善了由于换相所造成的电流脉动问题。该方法是通过在每两拍之间插入一小段缓冲区来实现的,该缓冲区使下一... 该文给出一种优化的无刷直流电动机变母线电压六拍控制方法。既解决了传统六拍控制策略中由于绕组电感所造成的电流滞后问题,又改善了由于换相所造成的电流脉动问题。该方法是通过在每两拍之间插入一小段缓冲区来实现的,该缓冲区使下一拍将要切入的电流提前切入,同时使当前拍将要切出的电流延迟切出。通过确定缓冲区的起始位置,即超前换相角的大小,保证每一拍所对应的相电流的中心和反电动势的中心重合。通过选取缓冲区开关器件PWM调制的占空比,降低电机运行过程中的换相转矩脉动。该文方法只需根据负载大小选取超前换相角,一旦选定适用于所有转速。文中给出了该方法的理论推导过程和实验验证波形,从实验结果可以发现,电流滞后被消除,换相电流脉动显著减小,电机的利用率得到提高。 展开更多
关键词 换相转矩脉动 换相控制 无刷直流电机 无刷直流电动机 直流母线电压 BLdcM 绕组电感 相电流
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A neural network-based commutation optimization strategy and drive system design for brushless DC motor 被引量:1
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作者 刘宇翔 Yao Zhaolin +3 位作者 Yuan Fang Liu Ming Li Xiang Zhang Xu 《High Technology Letters》 EI CAS 2021年第4期448-453,共6页
An optimized commutation method based on backpropagation(BP)neural network is proposed to resolve the low stability and high-power consumption caused by inaccurate commutation point prediction in conventional commutat... An optimized commutation method based on backpropagation(BP)neural network is proposed to resolve the low stability and high-power consumption caused by inaccurate commutation point prediction in conventional commutation strategy during acceleration and deceleration.This article also builds a complete brushless DC motor drive system based on the GD32F103 micro control unit(MCU),with an Artix-7 XC7A35T field programmable gate array(FPGA)to meet the performance requirements of neural network calculation for real-time motor commutation control.Experimental results show that the proposed optimization strategy can effectively improve the system stability during system acceleration and deceleration,and reduce the current spikes generated during speed chan-ges.The system power consumption is reduced by about 11.7%on average. 展开更多
关键词 brushless dc motor senseless control back electromotive force neural network hardware implantation field programmable gate array(FPGA)
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