Combining CFD-EFD-FFD data via Gappy Proper Orthogonal Decomposition

被引:1
|
作者
Kaveh, Asal [1 ]
Habashi, Wagdi G. [1 ]
机构
[1] McGill Univ, CFD Lab, Dept Mech Engn, 688 Sherbrooke St West, Montreal, PQ, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Gappy Proper Orthogonal Decomposition; reduced-order modelling; data reconstruction; combining CFD-EFD-FFD; aerodynamics; in-flight icing; RECONSTRUCTION;
D O I
10.1080/10618562.2020.1724973
中图分类号
O3 [力学];
学科分类号
08 ; 0801 ;
摘要
This paper demonstrates how, by means of Reduced Order Modelling (ROM), CFD cost can be drastically reduced and, in addition, a more complete investigation of a continuous design space obtained by adding experimental fluid dynamics (EFD) and flight fluid dynamics (FFD) data. The 'Gappy' Proper Orthogonal Decomposition (GPOD) method is used to enrich the EFD and FFD data to the size of their companion CFD. All three are then combined in a multidimensional database providing a much finer real-time exploration of a design space. Examples from aerodynamics and in-flight icing are given.
引用
收藏
页码:93 / 107
页数:15
相关论文
共 17 条
  • [1] Fusing wind-tunnel measurements and CFD data using constrained gappy proper orthogonal decomposition
    Mifsud, Michael
    Vendl, Alexander
    Hansen, Lars-Uwe
    Goertz, Stefan
    AEROSPACE SCIENCE AND TECHNOLOGY, 2019, 86 : 312 - 326
  • [2] Gappy spectral proper orthogonal decomposition
    Nekkanti, Akhil
    Schmidt, Oliver T.
    JOURNAL OF COMPUTATIONAL PHYSICS, 2023, 478
  • [3] Bayesian Gappy Proper Orthogonal Decomposition for Aerodynamic Data Fusion
    Bertram, Anna
    Bekemeyer, Philipp
    Held, Matthias
    AIAA JOURNAL, 2023, 61 (09) : 4032 - 4044
  • [4] Reactor power distribution detection and estimation via a stabilized gappy proper orthogonal decomposition method
    Gong, Helin
    Yu, Yingrui
    Li, Qing
    NUCLEAR ENGINEERING AND DESIGN, 2020, 370
  • [5] Effective sensor placement in a steam reformer using gappy proper orthogonal decomposition
    Jo, Taehyun
    Koo, Bonchan
    Kim, Hyunsoo
    Lee, Dohyung
    Yoon, Joon Yong
    APPLIED THERMAL ENGINEERING, 2019, 154 : 419 - 432
  • [6] Unifying Perspective for Gappy Proper Orthogonal Decomposition and Probabilistic Principal Component Analysis
    Lee, Kyunghoon
    Mavris, Dimitri N.
    AIAA JOURNAL, 2010, 48 (06) : 1117 - 1129
  • [7] An Application of a Modified Gappy Proper Orthogonal Decomposition on Complexity Reduction of Allen-Cahn Equation
    Dechanubeksa, Chutipong
    Chaturantabut, Saifon
    ALGORITHMS, 2020, 13 (06)
  • [8] Trajectory Planning in Windy Urban Environment Using Gappy Proper Orthogonal Decomposition for Wind Estimates
    Ebert, Carola
    Weiss, Julien
    de Haag, Maarten Uijt
    Ruwisch, Christopher
    Silvestre, Flavio J.
    AIAA JOURNAL, 2023, 61 (06) : 2640 - 2651
  • [9] STABILITY OF DISCRETE EMPIRICAL INTERPOLATION AND GAPPY PROPER ORTHOGONAL DECOMPOSITION WITH RANDOMIZED AND DETERMINISTIC SAMPLING POINTS
    Peherstorfer, Benjamin
    Drmac, Zlatko
    Gugercin, Serkan
    SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2020, 42 (05): : A2837 - A2864
  • [10] Efficient Cardiovascular Parameters Estimation for Fluid-Structure Simulations Using Gappy Proper Orthogonal Decomposition
    Deus, J.
    Martin, E.
    ANNALS OF BIOMEDICAL ENGINEERING, 2024, 52 (11) : 3037 - 3052