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基于模糊神经网络的感应电机控制系统的故障诊断 被引量:3
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作者 樊立萍 石月 高士宏 《信息系统工程》 2010年第1期26-28,共3页
感应电机在工农业生产和生活中得到广泛应用,其控制系统一旦发生故障后果严重。为了提高运行的可靠性和安全性,维护电机正常运行,本文将自适应模糊神经网络应用在感应电机控制系统的故障诊断中。自适应模糊神经网络具备模糊理论处理不... 感应电机在工农业生产和生活中得到广泛应用,其控制系统一旦发生故障后果严重。为了提高运行的可靠性和安全性,维护电机正常运行,本文将自适应模糊神经网络应用在感应电机控制系统的故障诊断中。自适应模糊神经网络具备模糊理论处理不确定和不准确信息的能力和神经网络的自学习能力。在感应电机控制系统基础上建立自适应模糊神经网络故障诊断系统。在Matlab/Simulink中进行仿真,实验结果表明该方案有效。 展开更多
关键词 模糊神经网络 感应电机控制系统 故障诊断
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基于双幂次趋近律的感应电机控制设计与仿真研究 被引量:1
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作者 路永坤 《电气传动自动化》 2016年第3期9-12,共4页
为了提高感应电机矢量控制转速环中转速控制的跟踪性能和抗干扰性能,提出一种用于转速控制的基于双幂次趋近律的滑模控制器设计方法。采用比例积分滑模面减小转速稳态静差。通过双幂次趋近律实现快速跟随转速指令。用双曲正切函数来减... 为了提高感应电机矢量控制转速环中转速控制的跟踪性能和抗干扰性能,提出一种用于转速控制的基于双幂次趋近律的滑模控制器设计方法。采用比例积分滑模面减小转速稳态静差。通过双幂次趋近律实现快速跟随转速指令。用双曲正切函数来减小抖振现象。同基于传统比例速度控制器的对比仿真表明,所提出控制器使转速控制不仅获得了较快的跟踪性能和较好的抗干扰性能,而且没有明显抖振现象。 展开更多
关键词 感应电机矢量控制 转速控制 滑模控制 双幂次趋近律
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实现感应电机宽范围最大转矩控制的电流优化策略 被引量:14
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作者 赵云 刘洋 李叶松 《中国电机工程学报》 EI CSCD 北大核心 2012年第3期67-74,14,共8页
针对广泛应用于数控机床主轴驱动系统中的交流感应电机,提出了一种新的宽范围运行的电流优化控制策略。根据感应电机在不同速段的转矩特性,充分考虑逆变器的输出电压限制、电机本体的电流约束条件及最大转差频率限制,以输出最大转矩为目... 针对广泛应用于数控机床主轴驱动系统中的交流感应电机,提出了一种新的宽范围运行的电流优化控制策略。根据感应电机在不同速段的转矩特性,充分考虑逆变器的输出电压限制、电机本体的电流约束条件及最大转差频率限制,以输出最大转矩为目标,得出了全速范围内的最优电流控制轨迹和感应电机宽范围转矩输出最大化的电流优化分配指导原则。在此基础上,设计了一种工程实现算法,依据电机实际运行的状态变量实现恒转矩区、恒功率区与恒电压区的快速平滑过渡,完成了对最优电流控制轨迹的逼近。实验结果证明了提出方法的有效性,可以实现感应电机宽范围运行的最大转矩输出,并且使系统具有较快的动态响应性能。 展开更多
关键词 弱磁控制策略 感应电机控制 间接转子磁场定向 最大转矩控制
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感应电机矢量控制系统的神经网络转速辨识 被引量:1
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作者 王天将 许镇琳 +1 位作者 张剑 蔡毅 《计算机仿真》 CSCD 2005年第6期121-123,共3页
为解决感应电机无速度传感器矢量控制系统的转速辨识问题,在给定的无速度传感器感应电机间接矢量控制系统中,根据感应电机的数学模型,经过一定的变换,利用电机易于检测到的定子电压和电流,以及基于BP算法的两层神经网络,用期望状态与实... 为解决感应电机无速度传感器矢量控制系统的转速辨识问题,在给定的无速度传感器感应电机间接矢量控制系统中,根据感应电机的数学模型,经过一定的变换,利用电机易于检测到的定子电压和电流,以及基于BP算法的两层神经网络,用期望状态与实际状态之间的偏差来调整神经网络模型的权值,达到实时辨识电机转速的目的。该方法简单、直观,不仅利用了神经网络的优点,又能适应感应电机调速系统实时控制的要求。仿真结果验证了该方法的有效性。 展开更多
关键词 神经网络 速度辨识 无速度传感器 感应电机矢量控制
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感应电机矢量控制系统的神经网络转速辨识 被引量:1
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作者 王天将 许镇琳 张剑 《微特电机》 北大核心 2006年第4期37-38,共2页
在给定的无速度传感器感应电机间接矢量控制系统中,利用基于BP算法的两层神经网络,根据期望状态与实际状态之间的偏差来调整神经网络模型的权值,达到实时辨识电机转速的目的。该方法简单、直观,不仅利用了神经网络的优点,又能适应感应... 在给定的无速度传感器感应电机间接矢量控制系统中,利用基于BP算法的两层神经网络,根据期望状态与实际状态之间的偏差来调整神经网络模型的权值,达到实时辨识电机转速的目的。该方法简单、直观,不仅利用了神经网络的优点,又能适应感应电机调速系统实时控制的要求。仿真结果验证了该方法的有效性。 展开更多
关键词 神经网络 速度辨识 无速度传感器 感应电机矢量控制
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同步旋转坐标系下感应电机神经网络逆控制 被引量:4
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作者 王新 戴先中 《电气传动》 北大核心 2008年第5期52-57,共6页
根据同步旋转坐标系下感应电机数学模型,基于控制转子磁链与转速的感应电机电流控制型结构,给出了电流控制型感应电机解析逆控制方法的一般形式的控制律,采用神经网络逼近解析逆控制律,解决由于参数变化和观测量不准带来的解耦被破坏问... 根据同步旋转坐标系下感应电机数学模型,基于控制转子磁链与转速的感应电机电流控制型结构,给出了电流控制型感应电机解析逆控制方法的一般形式的控制律,采用神经网络逼近解析逆控制律,解决由于参数变化和观测量不准带来的解耦被破坏问题。理论分析表明,此方法可以实现感应电机系统的自适应解耦及线性化,弱化了转子磁链与转速之间的耦合程度,简化了外环线性控制器的设计,提高了整个系统控制性能。最后,对感应电机系统控制进行仿真及实验研究来验证该方法的有效性。 展开更多
关键词 同步旋转坐标系 神经网络逆系统 自适应解耦线性化 电流控制感应电机 鲁棒性
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多感应电机相邻交叉耦合快速终端滑模同步控制 被引量:8
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作者 薛建峰 王景芹 杨昭 《包装工程》 CAS 北大核心 2017年第7期173-177,共5页
目的提高多感应电机速度同步控制系统的可靠性以及控制精度,提高印刷业的生产效率及产品质量。方法基于相邻交叉耦合控制结构,利用快速终端滑模控制的强抗扰动性和有限时间到达特性,提出一种多感应电机相邻交叉耦合快速终端滑模同步控... 目的提高多感应电机速度同步控制系统的可靠性以及控制精度,提高印刷业的生产效率及产品质量。方法基于相邻交叉耦合控制结构,利用快速终端滑模控制的强抗扰动性和有限时间到达特性,提出一种多感应电机相邻交叉耦合快速终端滑模同步控制策略。结果通过仿真结果分析,相比传统相邻交叉耦合控制,在文中所提控制算法作用下其系统同步误差小,具有更高的同步控制精度。结论该控制策略可提高多感应电机同步控制系统的同步跟随性能和抗干扰性能,增强多感应电机无轴传动的同步协调控制能力。 展开更多
关键词 感应电机同步控制 相邻交叉耦合 快速终端滑模控制
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转子磁场定向下有速度传感器的感应电机矢量控制
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作者 赵彩红 《济源职业技术学院学报》 2003年第4期23-25,31,共4页
分析了转子磁场定向的原理及转子磁场定向下感应电机的矢量控制方法,从而对观测器的感应电机矢量进行更准确的控制。
关键词 转子磁场定向控制 有速度传感器 感应电机矢量控制
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高性能模糊控制裹包机的感应电动机驱动系统的设计与实现
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作者 钟定铭 陈兴国 陈玮 《包装工程》 CAS CSCD 北大核心 2004年第3期55-58,共4页
针对接缝式裹包机的交流调速系统控制精度较差的问题 ,提出了具有模糊控制器的有限周期控制的感应电动机驱动。由于转矩和磁通是由有限周期控制技术调节 ,能达到极快转矩响应。将模糊控制器应用于速度控制反馈环节中 ,使该驱动系统具有... 针对接缝式裹包机的交流调速系统控制精度较差的问题 ,提出了具有模糊控制器的有限周期控制的感应电动机驱动。由于转矩和磁通是由有限周期控制技术调节 ,能达到极快转矩响应。将模糊控制器应用于速度控制反馈环节中 ,使该驱动系统具有高自适应能力 ,且对参数和工作条件改变是非常的不灵敏。 展开更多
关键词 裹包机 模糊控制 驱动系统 控制精度 感应电机控制 电源电路图
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无感应器电机控制IC
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《电子元器件应用》 2004年第4期62-62,共1页
关键词 国际整流器公司 感应电机控制IC IRMCK203 数码控制集成电路
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变速恒频双馈风电系统的H2/H∞混合控制 被引量:1
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作者 曹宏宇 胡恒 商铁滨 《齐齐哈尔大学学报(自然科学版)》 2020年第2期34-39,共6页
针对外界未知扰动、随机变化的风速等不确定因素,建立了变速恒频双馈风电系统小信号改进数学模型,该模型解决了原风电模型中存在的部分耦合和非线性问题。基于H2/H∞混合控制算法,设计变速恒频双馈风电系统状态反馈控制器。通过求解Ricc... 针对外界未知扰动、随机变化的风速等不确定因素,建立了变速恒频双馈风电系统小信号改进数学模型,该模型解决了原风电模型中存在的部分耦合和非线性问题。基于H2/H∞混合控制算法,设计变速恒频双馈风电系统状态反馈控制器。通过求解Riccati方程得到H2/H∞混合控制问题的解。该控制器在保证系统具有一定鲁棒性的前提下,使控制效果得到改善。以某工况下的实际工程参数为基础,通过仿真,验证了该控制方法的有效性。 展开更多
关键词 风力发电系统 数学建模 双馈感应电机控制 H2/H∞控制
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Genetic algorithm and particle swarm optimization tuned fuzzy PID controller on direct torque control of dual star induction motor 被引量:13
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作者 BOUKHALFA Ghoulemallah BELKACEM Sebti +1 位作者 CHIKHI Abdesselem BENAGGOUNE Said 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第7期1886-1896,共11页
This study presents analysis, control and comparison of three hybrid approaches for the direct torque control (DTC) of the dual star induction motor (DSIM) drive. Its objective consists of combining three different he... This study presents analysis, control and comparison of three hybrid approaches for the direct torque control (DTC) of the dual star induction motor (DSIM) drive. Its objective consists of combining three different heuristic optimization techniques including PID-PSO, Fuzzy-PSO and GA-PSO to improve the DSIM speed controlled loop behavior. The GA and PSO algorithms are developed and implemented into MATLAB. As a result, fuzzy-PSO is the most appropriate scheme. The main performance of fuzzy-PSO is reducing high torque ripples, improving rise time and avoiding disturbances that affect the drive performance. 展开更多
关键词 dual star induction motor drive direct torque control particle swarm optimization (PSO) fuzzy logic control genetic algorithms
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NOVEL SENSORLESS VECTOR CONTROL SYSTEM OF INDUCTION MACHINE BASED ON FLUX OBSERVER IN FIELD WEAKENING 被引量:1
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作者 邹积勇 许镇琳 孙凯 《Transactions of Tianjin University》 EI CAS 2006年第1期1-5,共5页
A speed-sensorless vector control system for induction machines (IMs)is presented, According to the vector control theory of IMs, the rotor flux is estimated based on a flux observer,and the speed is estimated throu... A speed-sensorless vector control system for induction machines (IMs)is presented, According to the vector control theory of IMs, the rotor flux is estimated based on a flux observer,and the speed is estimated through the method of q-axis rotor flux converging on zero with proportional integral regulator, A 0.75 kW,50 Hz,two-pole induction machine was used in the simulation and experimental verification, The simulation model was constructed in Matlab. A series of tests were performed in the field weakening region, for both no-load and loaded operation. The estimated speed tracks the actual speed well in the based speed region and field weakening region ( 1 per unit value to 4 per unit value). The small estimation error of residual speed is due to the existence of slip. 展开更多
关键词 induction machines (IMs) sensorless vector control flux observer speed estimation
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Field-weakening control system of induction motor based on model prediction 被引量:1
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作者 MIAO Zhongcui LI Dongliang +2 位作者 WANG Zhihao YU Xianfei ZHANG Wenbin 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2021年第3期314-321,共8页
Considering the actual demand for high-speed operation of induction motors in industrial occasions,the characteristics of induction motors in different regions are analyzed,especially the field weakening characteristi... Considering the actual demand for high-speed operation of induction motors in industrial occasions,the characteristics of induction motors in different regions are analyzed,especially the field weakening characteristics of induction motors in high-speed operation are studied.A field weakening control method of induction motor based on model predictive control(MPC)algorithm is proposed,which can predict the future state of the controlled object,and then obtain the optimal control variables by colling optimization.The simulation results show that the field-weakening control method based on MPC algorithm has faster response speed,stronger robustness and better control performance than the traditional control methods. 展开更多
关键词 induction motor model predictive control(MPC) field-weakening control rolling optimization
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Dynamic modeling and direct power control of wind turbine driven DFIG under unbalanced network voltage conditions 被引量:2
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作者 Jia-bing HU Yi-kang HE Lie XU 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2008年第12期1731-1740,共10页
This paper proposes an analysis and a direct power control (DPC) design of a wind turbine driven doubly-fed induction generator (DFIG) under unbalanced network voltage conditions. A DFIG model described in the positiv... This paper proposes an analysis and a direct power control (DPC) design of a wind turbine driven doubly-fed induction generator (DFIG) under unbalanced network voltage conditions. A DFIG model described in the positive and negative synchronous reference frames is presented. Variations of the stator output active and reactive powers are fully deduced in the presence of negative sequence supply voltage and rotor flux. An enhanced DPC scheme is proposed to eliminate stator active power oscillation during network unbalance. The proposed control scheme removes rotor current regulators and the decomposition processing of positive and negative sequence rotor currents. Simulation results using PSCAD/EMTDC are presented on a 2-MW DFIG wind power generation system to validate the feasibility of the proposed control scheme under balanced and unbalanced network conditions. 展开更多
关键词 Doubly-fed induction generator (DFIG) Wind turbine Direct power control (DPC) Stator voltage oriented (SVO) Unbalanced network
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Fuzzy-second order sliding mode control optimized by genetic algorithm applied in direct torque control of dual star induction motor 被引量:1
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作者 Ghoulemallah BOUKHALFA Sebti BELKACEM +1 位作者 Abdesselem CHIKHI Moufid BOUHENTALA 《Journal of Central South University》 SCIE EI CAS CSCD 2022年第12期3974-3985,共12页
The direct torque control of the dual star induction motor(DTC-DSIM) using conventional PI controllers is characterized by unsatisfactory performance, such as high ripples of torque and flux, and sensitivity to parame... The direct torque control of the dual star induction motor(DTC-DSIM) using conventional PI controllers is characterized by unsatisfactory performance, such as high ripples of torque and flux, and sensitivity to parametric variations. Among the most evoked control strategies adopted in this field to overcome these drawbacks presented in classical drive, it is worth mentioning the use of the second order sliding mode control(SOSMC) based on the super twisting algorithm(STA) combined with the fuzzy logic control(FSOSMC). In order to realize the optimal control performance, the FSOSMC parameters are adjusted using an optimization algorithm based on the genetic algorithm(GA). The performances of the envisaged control scheme, called G-FSOSMC, are investigated against G-SOSMC, G-PI and BBO-FSOSMC algorithms. The proposed controller scheme is efficient in reducing the torque and flux ripples, and successfully suppresses chattering. The effects of parametric uncertainties do not affect system performance. 展开更多
关键词 double star induction machine direct torque control fuzzy second order sliding mode control genetic algorithm biogeography based optimization algorithm
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Single neuron network PI control of high reliability linear induction motor for Maglev 被引量:1
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作者 FANG You-tong FAN Cheng-zhi 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2007年第3期408-411,共4页
The paper deals with a new model of linear induction motor (LIM) to improve the reliability of the system. Based on the normal equation circuit of LIM considering the dynamic end effect, an equivalent circuit model wi... The paper deals with a new model of linear induction motor (LIM) to improve the reliability of the system. Based on the normal equation circuit of LIM considering the dynamic end effect, an equivalent circuit model with compensation of large end effect is constructed when the end effect force at synchronism is of braking character. The equivalent circuit model is used for secondary-flux oriented control of LIM. Single neuron network PI unit for LIM servo-drive is also discussed. The effectiveness of mathematical model for drive control is verified by simulations. 展开更多
关键词 Linear induction motor (LIM) Field-oriented control End effect
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Modified sensorless vector control system of IM based on flux observer
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作者 邹积勇 许镇琳 孙凯 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2007年第6期880-883,共4页
This paper presents a speed sensorless vector control system for induction machine (IM),which is based on a flux observer. According to vector control theory of IM,the q-axis rotor flux converging on zero is utilized ... This paper presents a speed sensorless vector control system for induction machine (IM),which is based on a flux observer. According to vector control theory of IM,the q-axis rotor flux converging on zero is utilized for speed estimation. Additionally this system solved the online identification of stator resistance by d-axis flux error. The advantages of the proposed system are simplicity and avoidance of the problems caused by only using a voltage model. The effectiveness of the proposed system has been verified by simulation and experimentation. 展开更多
关键词 induction machine sensorless vector control flux observer speed estimation
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A study of EV induction motor controller based on rotor flux oriented control
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作者 宋建国 Chen Quanshi 《High Technology Letters》 EI CAS 2006年第2期207-212,共6页
Induction motor is a multi-parameter, non-linear and strong coupling system, which requires efficient control algorithms. In this paper, rotor flux oriented control (FOC) algorithm based on voltage source inverter-f... Induction motor is a multi-parameter, non-linear and strong coupling system, which requires efficient control algorithms. In this paper, rotor flux oriented control (FOC) algorithm based on voltage source inverter-fed is deduced in detail, including stator voltage compensation, closed-loop PI parameters' calculation of torque and rotor flux. FOC' s Simulink model is setup to simulate torque and rotor flux's response. At last, the experimental results are shown. 展开更多
关键词 electric vehicles(EV) induction motor(IM) flux oriented control (FOC) Simulink
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Vector Control Scheme of Five-Phase Induction Machines under Open-Circuit Phase Faults
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作者 Ayman Abdel-Khalik Ahmed Elserougi +1 位作者 Shehab Ahmed Ahmed Massouc 《Journal of Energy and Power Engineering》 2014年第1期144-151,共8页
Multiphase induction machine is normally controlled using rotor field oriented vector control. Under phase(s) loss, the machine currents can be optimally controlled to satisfy certain optimization criteria. In this ... Multiphase induction machine is normally controlled using rotor field oriented vector control. Under phase(s) loss, the machine currents can be optimally controlled to satisfy certain optimization criteria. In this paper, a vector control scheme to a five-phase induction machine is introduced to ensure equal phase currents and minimum torque ripples under a phase open circuit. The controller idea can be extended to any number of phases with any number of open phases. The fundamental dq components of the stator voltage are obtained using only two PI controllers for the fundamental sequence plane, as in conventional vector control of three-phase machines. Based on steady state model, a simple expression is derived to estimate the required dq voltage components of other sequence planes to ensure equal stator phase currents and minimum torque ripple. A five-phase machine is simulated using MATLAB/Simulink to ensure controller validity. 展开更多
关键词 Vector control five phase machine induction motor fault.
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