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作者:

Ruan, Xiaogang (Ruan, Xiaogang.) | Liu, Liang (Liu, Liang.) | Yu, Naigong (Yu, Naigong.) (学者:于乃功)

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摘要:

A cerebellar model for feedback error learning based on the Kalman Estimator (KECFEL) was developed for accurate and stable human body balance control. The model uses a neural network feedforward controller (NNFC) which learns from the output of an estimator and conventional feedback controller to provide online learning to update the weights and network training. A proportional derivative controller is used as a feedback controller to ensure overall stability of the control system. Simulation and experimental results with an inverted pendulum show the effectiveness of this model for human balance control.

关键词:

Neural networks Learning algorithms Control equipment Pendulums Control systems Feedback control

作者机构:

  • [ 1 ] [Ruan, Xiaogang]Department of Electronic Information and Control Engineering, Beijing University of Technology, Beijing 100022, China
  • [ 2 ] [Liu, Liang]Department of Electronic Information and Control Engineering, Beijing University of Technology, Beijing 100022, China
  • [ 3 ] [Yu, Naigong]Department of Electronic Information and Control Engineering, Beijing University of Technology, Beijing 100022, China

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来源 :

Journal of Tsinghua University

ISSN: 1000-0054

年份: 2007

期: SUPPL. 2

卷: 47

页码: 1803-1807

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