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RESEARCH ON MODELING OF SIMULATION ERRORS FOR AIRCRAFT BAY DOOR HYDRAULIC SYSTEM BASED ON DATA-DRIVEN

  • Beihang University

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

Abstract

As hydraulic drive technology advances, there is an increasing demand for accurate modelling of hydraulic drive systems for design analysis and full life cycle management. In this paper, an AMESim simulation model is established for an aircraft bay door hydraulic drive system test bed. Since there is a large error between the output of the simulation model and the actual, an error compensation model is established for the AMESim output and the physical output. This paper proposes a combined GRU-Attention-ELM model for the establishment of the error compensation model, and compares it with other commonly used machine learning models, the fitting effect is better than other models, and the accuracy of the compensated simulation output is greatly improved.

Original languageEnglish
Title of host publicationCSAA/IET International Conference on Aircraft Utility Systems, AUS 2024
PublisherInstitution of Engineering and Technology
Pages842-846
Number of pages5
Volume2024
Edition13
ISBN (Electronic)9781837242108
DOIs
StatePublished - 2024
Event2024 CSAA/IET International Conference on Aircraft Utility Systems, AUS 2024 - Xi�an, China
Duration: 16 Aug 202419 Aug 2024

Conference

Conference2024 CSAA/IET International Conference on Aircraft Utility Systems, AUS 2024
Country/TerritoryChina
CityXi�an
Period16/08/2419/08/24

Keywords

  • ERROR PREDICTION
  • HYDRAULIC SYSTEM
  • NEURAL NETWORK MODELING

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