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

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

11 Scopus citations

Abstract

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.

Original languageEnglish
Title of host publication2018 IEEE International Conference on Robotics and Biomimetics, ROBIO 2018
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages106-111
Number of pages6
ISBN (Electronic)9781728103761
DOIs
StatePublished - 2 Jul 2018
Event2018 IEEE International Conference on Robotics and Biomimetics, ROBIO 2018 - Kuala Lumpur, Malaysia
Duration: 12 Dec 201815 Dec 2018

Publication series

Name2018 IEEE International Conference on Robotics and Biomimetics, ROBIO 2018

Conference

Conference2018 IEEE International Conference on Robotics and Biomimetics, ROBIO 2018
Country/TerritoryMalaysia
CityKuala Lumpur
Period12/12/1815/12/18

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