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An adaptive control mechanism for improving the loading precision of aircraft hydraulic servo load simulator

  • Zeming Fan
  • , Xiaojun Yu
  • , Yuye He
  • , Xi Ma
  • , Pan Zhang
  • , Gansu Chen
  • , Changwei Cheng
  • Northwestern Polytechnical University Xian

科研成果: 书/报告/会议事项章节会议稿件同行评审

2 引用 (Scopus)

摘要

During the ground test of aircraft hydraulic steering gears, the high precision simulation of the load experienced by steering engine in aircraft flying process is of critical importance. To tackle with the control system non-linearity, parameter timevarying properties as well as the excessive force caused by the position perturbation, a parallel CMAC and PID based control algorithm is proposed. Specifically, a nonlinear mathematical model for the system is established first, and then, the PID controller is utilized to realize feedback control, and meanwhile, provide the mentor signals to the CMAC neural network. While the CMAC neural network itself is a feed-forward control system that can be utilized to reduce the interference caused by the excess forces and time-varying parameters, which thus realize a nonlinear approximation process. Simulations are conducted to verify the effectiveness of the proposed algorithm, and results show that the proposed algorithm is able to suppress the excess forces to be around 22.5% that of the conventional method. Compared to the existing methods, such a proposed algorithm is of higher tracking precision and anti-interference capability and more robust, and thus could improve the system performances and provide references to the practical application of the system.

源语言英语
主期刊名Proceedingsof 2018 10th International Conference on Machine Learning and Computing, ICMLC 2018
出版商Association for Computing Machinery
379-383
页数5
ISBN(电子版)9781450363532
DOI
出版状态已出版 - 26 2月 2018
活动10th International Conference on Machine Learning and Computing, ICMLC 2018 - Macau, 中国
期限: 26 2月 201828 2月 2018

出版系列

姓名ACM International Conference Proceeding Series

会议

会议10th International Conference on Machine Learning and Computing, ICMLC 2018
国家/地区中国
Macau
时期26/02/1828/02/18

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