Fuzzy logic based unsteady aerodynamics modeling and analysis of advanced aircraft

Yongxi Lyu, Yuyan Cao, Jingping Shi, Huakun Chen

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

1 Scopus citations

Abstract

In this paper, an accurate unsteady aerodynamic model of advanced aircraft flying at high angle of attack is established based on the fuzzy logic method. Firstly, on the basis of processing wind tunnel test data, the unsteady aerodynamic characteristics under large single-axis oscillation are compared and analyzed, and the key factors affecting the unsteady aerodynamic modeling are extracted. Secondly, the membership function, internal function, fuzzy rules, model input and output of the fuzzy logic model are determined. Finally, based on the idea of back substitution method, the parameters obtained by Newton gradient iteration method are treated as the initial values of the parameters for the next structural identification, thus the improved model structure and parameters are proposed. The identification algorithm determines the structure of the model while constantly seeking the parameters of the model in view of the accuracy requirement of the model. The simulation results show that the unsteady aerodynamic modeling method proposed in this paper has strong applicability and high modeling accuracy.

Original languageEnglish
Title of host publicationFuzzy Systems and Data Mining V - Proceedings of FSDM 2019
EditorsAntonio J. Tallon-Ballesteros
PublisherIOS Press BV
Pages694-704
Number of pages11
ISBN (Electronic)9781643680187
DOIs
StatePublished - 2 Oct 2019
Event5th International Conference on Fuzzy Systems and Data Mining, FSDM 2019 - Kitakyushu, Japan
Duration: 18 Oct 201921 Oct 2019

Publication series

NameFrontiers in Artificial Intelligence and Applications
Volume320
ISSN (Print)0922-6389
ISSN (Electronic)1879-8314

Conference

Conference5th International Conference on Fuzzy Systems and Data Mining, FSDM 2019
Country/TerritoryJapan
CityKitakyushu
Period18/10/1921/10/19

Keywords

  • Back substitution
  • Fuzzy logic
  • Post stall maneuver
  • Unsteady aerodynamic
  • Wind tunnel data

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