PAV용 인공지능설계 프로펠러의 공력특성 분석

Aerodynamic Characteristics Analysis of AI-design Propreller for PAV
  • 유호준
  • 전종환
  • 이길성
  • 박세준
  • 이승배

초록

In addition to the fact that the domestic and international developments of PAV rely on the propeller aerodynamic performances e.g. thrust, efficiency, they become evidently important factors because they are directly related to the passenger’s safety. In this study, to improve the aerodynamic performance of counter-rotating propellers of PAVs, the design of a propeller satisfying the desired performances is optimized based on airfoils generated via Artificial Intelligence (AI) algorithm, and its measured performance is verified by using a performance testing zig which facilitates the measurements of thrusts and powers at the specific rpms. The design variables for AI-design are the stagger angle, chord length, Reynolds number, lift and drag. The new CFRP-machined model was tested and analyzed to compare with the bio-mimetic model. The aerodynamic performances are simulated and compared using Large-Eddy Simulation (LES) for the AI model and the bio-mimetic model.

키워드

AI(인공지능)DNN(심층신경망)CFD(전산유체역학)LES(대와류모사)PAV(유인드론)Thrust Test Stand(추력시험대)
제목
PAV용 인공지능설계 프로펠러의 공력특성 분석
제목 (타언어)
Aerodynamic Characteristics Analysis of AI-design Propreller for PAV
저자
유호준전종환이길성박세준이승배
발행일
2023-12
유형
Y
저널명
한국유체기계학회 논문집
26
6
페이지
129 ~ 136