본문 바로가기
KERD
논문KCI 등재

PSGA를 이용한 복합재료 블레이드의 최적 구조설계 프레임워크 개발 연구

Optimal Structural Design Framework of Composite Rotor Blades using PSGA

1

조회

0

다운로드

2

인용

0

참고문헌

키워드

주제분류재료공학

초록

본 연구에서는 복합재료 블레이드의 최적 구조설계 프레임워크를 개발하고 이를 헬리콥터 블레이드에 적용하여 구조설계를 수행하였다. 개발된 최적 설계 프레임워크는 유전자 알고리즘과 입자 군집 최적화 알고리즘을 결합한 PSGA를 활용해 구성하였다. 이는 블레이드 단면에 대한 유한요소 모델 생성, 2차원 단면 유한요소 해석, 그리고 1차원 회전 보 해석의 단계를 거쳐 최적화 결과를 도출해낸다. 설계 과정에서 각 단면들은 B-spline으로 구성되며, 유한요소 생성 프로그램인 Gmsh를 활용해 모델링 된다. 이를 활용하여 최적화 과정에서 각 변수마다 대응되는 2차원 유한요소모델을 생성해 블레이드의 구조해석을 수행했다. 본 연구에서 제안한 프레임워크를 HART II 블레이드에 적용하여 최적 구조 설계를 수행했다. 최적 설계 결과 회전익 로터에서 요구하는 구조적 특징을 유지하면서, 공진회피와 질량 등의 조건이 개선된 블레이드 형상을 도출하였다.

Abstract

In this study, an optimal structural design framework has been developed for the structural design of composite helicopter blades. The optimal design framework is constructed using PSGA (Particle Swarm assisted Genetic Algorithm), which combines the genetic algorithm and particle swarm optimizer. The optimization process consists of a finite element (FE) modeling over the blade section, two-dimensional (2D) cross-sectional FE analysis, and 1D rotating blade analysis. In the design process, the geometric curves and surfaces are formed using the B-spline scheme while discretizing the sections via a FE mesh generation program Gmsh. The blade cross-sections are created in accordance with the design variables when performing the blade structural analysis. The proposed optimization design framework is applied to a modernization of the HART II (Higher-harmonic Aeroacoustics Rotor Test II) blades. It is demonstrated that an improved blade design is reached through the current optimization framework with the satisfaction of all design requirements set for the study.

참고문헌 (22)

  1. Rehfield, L., "Nonclassical Behavior of Thin-Walled Composite Beams with Closed Cross Sections", Journal of American Helicopter Society, 35, pp.42~50 (1990)
  2. Friedmann, P. P., "Optimum Design of Rotor Blades for Vibration Reduction in Forward Flight", Journal of the American Helicopter Society, 29(4), pp.70~80 (1984)
  3. Lim, J. W., "Aeroelastic Optimization of a Helicopter Rotor Using an Efficient Sensitivity Analysis", Journal of Aircraft, 28(1), pp.29~37 (1991)
  4. Celi, R., "Structural Optimization with Aeroelastic Constraints of Rotor Blades with Straight and Swept Tips", AIAA Journal, 28(5), pp.928~936 (1990)
  5. 박일주, "다중세포로 구성된 박벽 타원형 단면 복합재료 블레이드의 구조해석", Composites Research, 17(4), pp.25~31 (2004), 한국복합재료학회
  6. 배재성, "Bézier 곡선을 이용한 고효율 복합재료 블레이드의 다중 최적 구조 설계", Composites Research, 33(6), pp.353~359 (2020), 한국복합재료학회
  7. Cesnik, C. E. S., "VABS : A New Concept for composite Rotor Blade Cross-Sectional Modeling", Journal of the American Helicopter Society, 42(1), pp.27~38 (1997)
  8. Ma, L., "Aeroelastic analysis and structural parametric design of composite rotor blade", Chinese Journal of Aeronautics, 34(1), pp.336~349 (2021)
  9. Lee, J., "Parallel Genetic Algorithms Implementation in Multidisciplinary Rotor Blade Design", Journal of Aircraft, 33(5), pp.962~969 (1996)
  10. Dhadwal, M. K., "Advanced Particle Swarm Assisted Genetic Algorithm for Constrained Optimization Problems", Computational Optimization and Applications, 58, pp.781~806 (2014)
  11. Yu, Y. H., "The HART-II Test : Rotor Wakes and Aeroacoustics with Higher-Harmonic Pitch Control(HHC)Inputs—The Joint German", French, US Project, pp.Proceedings of the 58th American Helicopter Society (AHS) Annual Forum, 2002
  12. Jung, S. N., "Study on Blade Property Measurement and Its Influence on Air", Structural Loads, 2015, pp.53(11), ~
  13. Jung, S. N., "Cross-sectional Constants of Composite Blades Using Computed Tomography Technique and Finite Element Analysis", Composite Structures, 129, pp.132~142 (2015)
  14. de Boor, C., "On Calculating with B-splines", Journal of Approximation Theory, 6(1), pp.50~62 (1972)
  15. Bohm, W., "A Survey of Curve and Surface Methods in CAGD", Computer Aided Geometric Design, 1(1), pp.1~60 (1984)
  16. DHADWAL MANOJ KUMAR, "Evolutionary Shape Optimization of Flexbeam Sections of a Bearingless Helicopter Rotor", Composites Research, 27(6), pp.207~2012 (2014), 한국복합재료학회
  17. Geuzaine, C., "Gmsh : A 3‐D Finite Element Mesh Generator with Built‐in Pre‐ and Post‐processing Facilities", International Journal for Numerical Methods In Engineering, 79(11), pp.1309~1331 (2009)
  18. Dhadwal, M. K., "Refined Sectional Analysis with Shear Center Prediction for Nonhomogeneous Anisotropic Beams with Nonuniform Warping", Meccanica, 51, pp.1839~1867 (2016)
  19. Jung, S. N., "Refined Structural Dynamics Model for Composite Rotor Blades", AIAA Journal, 39(2), pp.339~348 (2001)
  20. Hwang, H. J., "Digital Twin Approach for Structural Property Evaluation of Next Generation Active Twist Blades", Proceeding of the Vertical Flight Society’s 76th Annual Forum & Technology Display (2020)
  21. Threedimensional Effective Property and Strength Prediction of Thick Laminated Composite Media, "Bogetti, T. A.", Army Research Laboratory, ~, pp.Army Research Laboratory Technical Report 911 (1995)
  22. Kruger, R., "Analysis of Composite Panel-Stiffener Debonding Using a Shell", 3D Modeling Technique, 2007, pp.81, 41~59

관련 논문AI추천

이 간행물의 다른 논문 (8건)