• Title/Summary/Keyword: Erro back propagation

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Monitoring of Chatter Vibration using Neural Network in Turning Operation (선삭가공 중 신경망을 이용한 채터진동의 감시)

  • Nam, Yong-Seak;Cho, Jong-Rae;Kim, Chae-Sil;Jung, Youn-Gyo
    • Journal of the Korean Society for Precision Engineering
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    • v.18 no.4
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    • pp.72-77
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    • 2001
  • Monitoring of the chatter vibration is necessarily required to do automatic manufacturing system. Therefore, we constructed a sensing system using tool dynamometer in order to monitor of chatter vibration on cutting process. Furthemore, an application of neural network using behavior of principal cutting force signals Is attempted. With the error back propagation trining process, the neural network memorized and classified the feature of principal cutting force signals. From obtained result, it is shown that the chatter vibration can be monitored effectively by neural network.

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Sinusoidal Current Tracking Inverter Control with Neural Networks (신경회로망에 의한 정현파 전류 추종 인버어터의 제어)

  • 배상준;이달해;김동희
    • Journal of the Korean Institute of Telematics and Electronics B
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    • v.31B no.8
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    • pp.219-226
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    • 1994
  • Sinusoidal current tracking inverters have substantial advantages in high performance acdrive systems and various control strategies for the inverter have been proposed by several researchers. This paper develops a sinusoidal current tracking inverter with neural networks. The neural network are trained to follow a set of reference current waveforms by erro back propagation algorithm and the trained neural networks are applied to the current control. We compare neural networks method with conventional current control methods (fixed band and sinusiidal band hystersis methods) and simulation results are presented.

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