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DOB-Based Neural Control of Flexible Hypersonic Flight Vehicle Considering Wind Effects

  • Bin Xu
  • , Danwei Wang
  • , Youmin Zhang
  • , Zhongke Shi
  • Nanyang Technological University
  • Concordia University
  • Northwestern Polytechnical University Xian

科研成果: 期刊稿件文章同行评审

256 引用 (Scopus)

摘要

This paper investigates the disturbance observer (DOB)-based neural adaptive control on the longitudinal dynamics of a flexible hypersonic flight vehicle (HFV) in the presence of wind effects. The coupling effect between flexible states and rigid body, and the accessional angle of attack (AOA) due to wind, is modeled as unknown disturbance, where the nonlinear DOB is constructed using the neural approximation. For the weight update in neural networks (NNs), a novel algorithm is proposed with the additional prediction error derived from the serial-parallel estimation model (SPEM) using both neural approximation and disturbance estimation. Different from previous work, the wind effect is taken into the hypersonic flight dynamics for realistic analysis, and the novel controller is designed using compound estimation, where the NN and the DOB are constructed to deal with aerodynamic uncertainty and unknown disturbance. Simulation studies of a flexible HFV with wind effects show that the proposed controller can achieve high tracking accuracy, while the compound estimation can closely follow the system uncertainty with fast convergence.

源语言英语
文章编号7926334
页(从-至)8676-8685
页数10
期刊IEEE Transactions on Industrial Electronics
64
11
DOI
出版状态已出版 - 11月 2017

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