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Intelligent Detection for Artificial Lateral Line of Bio-Inspired Robotic Fish Using EMD and SVMs

  • Qiao Hu
  • , Yu Liu
  • , Zhen Yi Zhao
  • , Zhu Feng Lei
  • Xi'an Jiaotong University

科研成果: 书/报告/会议事项章节会议稿件同行评审

12 引用 (Scopus)

摘要

In this paper, in order to solve the problem of accurately detecting the underwater moving target for the bioinspired robotic fish in the complicated natural interferences, where the acoustic perception in information interaction and perception system is vulnerable to multipath effect, and the optical sensing is easily affected by water turbidity, a novel intelligent detection method of artificial lateral line (ALL) is proposed. Firstly, these different intrinsic mode functions (IMFs) are decomposed via empirical mode decomposition (EMD) from original signals received by the ALL system, to separate the target signal from the interferences. Secondly, the characteristic frequency of the vibrating target representing the different fish is obtained from IMFs to detect the underwater moving target. Finally, these power spectrums of IMFs are input into the support vector machines (SVMs) to recognize the orientation of underwater moving target intelligently. Through tank tests, this method is applied to the ALL detection, and these testing results show that the proposed method has better detection performance than the traditional method, such as FFT and neural network, which provides a new way for the collaboration robot fish school.

源语言英语
主期刊名2018 IEEE International Conference on Robotics and Biomimetics, ROBIO 2018
出版商Institute of Electrical and Electronics Engineers Inc.
106-111
页数6
ISBN(电子版)9781728103761
DOI
出版状态已出版 - 2 7月 2018
活动2018 IEEE International Conference on Robotics and Biomimetics, ROBIO 2018 - Kuala Lumpur, 马来西亚
期限: 12 12月 201815 12月 2018

出版系列

姓名2018 IEEE International Conference on Robotics and Biomimetics, ROBIO 2018

会议

会议2018 IEEE International Conference on Robotics and Biomimetics, ROBIO 2018
国家/地区马来西亚
Kuala Lumpur
时期12/12/1815/12/18

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