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Genetic Algorithm Based Sensor Placement Optimization and Modal identification for Truss Structure Satellite

  • Wenke Huang
  • , Heyang Cao
  • , Yue Gu
  • , Xudong Yang
  • , Weilin Liu
  • School of Astronautics, Harbin Institute of Technology
  • Shanghai Aerospace Control Technology Institute

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

Abstract

In this paper, the energy signals received by sensors are used as the sensor placement optimization principle, and the genetic algorithm (GA) is used to optimize the placement of sensors installed on the truss structure. In order to achieve better optimization results and avoid the same variable values in the individual after genetic evolution, compared with the traditional constraints imposed on genetic algorithm, this paper uses the degree of information redundancy between each installation point as the constraint condition. After the sensor placement is optimized, the sensors output the deformation information of the truss structure as the outputs of the system, and the modal identification of the satellite truss structure is carried out by using observer Kalman filter identification (OKID) and eigensystem realization algorithm (ERA) methods. Finally, the sensor placement is optimized, which can meet the identification accuracy requirements.

Original languageEnglish
Title of host publicationProceeding - 2021 China Automation Congress, CAC 2021
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages3446-3451
Number of pages6
ISBN (Electronic)9781665426473
DOIs
StatePublished - 2021
Externally publishedYes
Event2021 China Automation Congress, CAC 2021 - Beijing, China
Duration: 22 Oct 202124 Oct 2021

Publication series

NameProceeding - 2021 China Automation Congress, CAC 2021

Conference

Conference2021 China Automation Congress, CAC 2021
Country/TerritoryChina
CityBeijing
Period22/10/2124/10/21

Keywords

  • ERA
  • OKID
  • Sensor layout optimization
  • Truss-structure satellite

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