期刊文献+

用神经网络实现对感应电机转速估计 被引量:2

Speed estimation of induction motor using neural network
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摘要 根据数学模型,提出了一种利用神经网络进行感应电机转速估计的新方法。方法是采用一个3层神经网络作为速度估计器来估计转速。仿真结果表明,这种基于人工神经网络的转速估计模型可以准确地跟踪感应电机转速的变化,具有良好的动态跟随性能。 According to a mathematical model of induction motor, the new method of speed estimation based on neural networks was presented. The simulation result shows, that the neural network speed estimator can accurately track the variation of the motor speed,and make system have the better dynamic response characteristics.
出处 《微电机》 2004年第3期14-15,13,共3页 Micromotors
基金 国家自然科学基金资助项目(60274024)
关键词 感应电机 转速估计 无速度传感器 神经网络 转子磁链 induction motor neural network speed estimation
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参考文献3

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  • 3Seong-Hwan Kim,Tae-sik Park, Ji-Yoon. Speed-sensorless vector control of an induction motor using neural network speed estimation[J].IEEE trans on industrial electronics, 2001,21(6):609-613.

同被引文献21

  • 1陆可,郭冀岭,王远波.基于小波神经网络的异步电机转速估计[J].自动化信息,2005(6):21-23. 被引量:1
  • 2董改花.三相异步电动机等效电路参数计算的综述[J].煤矿机械,2006,27(2):207-210. 被引量:11
  • 3Fang-Zheng Peng et al. Robust Speed Identification for Speed-Sensorless Vector Control of Induction Motors[J]. IEEE Trans on Ind. Appl. (S0093. 9994), 1994, 30(5): 1234-1240.
  • 4Emil Levi, Mingyu Wang. A Speed Estimator for High Performance Sensorless Control of Induction Motors in the Field Weakening Region. IEEE Trails. on Power Elect, (S0885. 8993), 2002, 17(5):365-378.
  • 5Raja S. Toqeer, N. Suha Bayindir. Speed estimation of an induction motor using Elman neural network, Neurocomputing 55 (2003) 727-730.
  • 6Alessandro Goedtel, Ivan Nunes da Silva, Paulo Jose Amaral Semi. Load torque identification in induction motor using neural networks technique, Electric Power Systems Research 77 (2007) 35-45.
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  • 9Kim H W,Sul S K.A new motor speed estimation using kalman filter in low-speed range[J].IEEE Trans.on Industrial Electronics,1996,43(4):498-504.
  • 10Hu J,Wu B.New integration algorithms for estimating motor flux over a wide speed range[ J ].IEEE Trans.on Power Electronics,1998,13(5):969-977.

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