A composite dynamic mode decomposition analysis of turbulent channel flows

被引:37
作者
Garicano-Mena, J. [1 ]
Li, B. [1 ,2 ]
Ferrer, E. [1 ]
Valero, E. [1 ]
机构
[1] Univ Politecn Madrid, Dept Matemat Aplicada & Ingn Aeroesp, ETSI Aeronaut & Espacio, Plaza Cardenal Cisneros 3, E-28040 Madrid, Spain
[2] Zhejiang Univ, Sch Aeronaut & Astronaut, Ctr Engn & Sci Computat, Hangzhou 310027, Zhejiang, Peoples R China
基金
欧盟地平线“2020”;
关键词
PROPER ORTHOGONAL DECOMPOSITION; DIRECT NUMERICAL-SIMULATION; COHERENT STRUCTURES; FLUID-FLOWS; WALL; INSTABILITY; STATISTICS; REDUCTION; VELOCITY;
D O I
10.1063/1.5119342
中图分类号
O3 [力学];
学科分类号
08 ; 0801 ;
摘要
In this contribution, we consider the Dynamic Mode Decomposition (DMD) framework as a purely data-driven tool to investigate both standard and actuated turbulent channel databases via Direct Numerical Simulation (DNS). Both databases have comparable Reynolds number Re approximate to 3600. The actuation consists in the imposition of a streamwise-varying sinusoidal spanwise velocity at the wall, known to lead to drag reduction. Specifically, a composite-based DMD analysis is conducted, with hybrid snapshots composed by skin friction and Reynolds stresses. A small number of dynamic modes (similar to 3-9) are found to recover accurately the DNS Reynolds stresses near walls. Moreover, the DMD modes retrieved propagate at a range of phase speeds consistent with those reported in the literature. We conclude that composite DMD is an attractive, purely data-driven tool to study turbulent flows. On the one hand, DMD is helpful to identify features associated with the drag, and on the other hand, it reveals the changes in flow structure when actuation is imposed. Published under license by AIP Publishing.
引用
收藏
页数:15
相关论文
共 65 条
[1]   On the influence of outer large-scale structures on near-wall turbulence in channel flow [J].
Agostini, L. ;
Leschziner, M. A. .
PHYSICS OF FLUIDS, 2014, 26 (07)
[2]   A new approximation to modulation-effect analysis based on empirical mode decomposition [J].
Altintas, A. ;
Davidson, L. ;
Peng, S. H. .
PHYSICS OF FLUIDS, 2019, 31 (02)
[3]   THE DYNAMICS OF COHERENT STRUCTURES IN THE WALL REGION OF A TURBULENT BOUNDARY-LAYER [J].
AUBRY, N ;
HOLMES, P ;
LUMLEY, JL ;
STONE, E .
JOURNAL OF FLUID MECHANICS, 1988, 192 :115-173
[4]   Koopman-mode decomposition of the cylinder wake [J].
Bagheri, Shervin .
JOURNAL OF FLUID MECHANICS, 2013, 726 :596-623
[5]   THE PROPER ORTHOGONAL DECOMPOSITION IN THE ANALYSIS OF TURBULENT FLOWS [J].
BERKOOZ, G ;
HOLMES, P ;
LUMLEY, JL .
ANNUAL REVIEW OF FLUID MECHANICS, 1993, 25 :539-575
[6]   Towards an adaptive POD/SVD surrogate model for aeronautic design [J].
Braconnier, T. ;
Ferrier, M. ;
Jouhaud, J. -C. ;
Montagnac, M. ;
Sagaut, P. .
COMPUTERS & FLUIDS, 2011, 40 (01) :195-209
[7]   Aerodynamic data reconstruction and inverse design using proper orthogonal decomposition [J].
Bui-Thanh, T ;
Damodaran, A ;
Willcox, K .
AIAA JOURNAL, 2004, 42 (08) :1505-1516
[8]   Streak instability in near-wall turbulence revisited [J].
Cassinelli, Andrea ;
de Giovanetti, Matteo ;
Hwang, Yongyun .
JOURNAL OF TURBULENCE, 2017, 18 (05) :443-464
[9]   Variants of Dynamic Mode Decomposition: Boundary Condition, Koopman, and Fourier Analyses [J].
Chen, Kevin K. ;
Tu, Jonathan H. ;
Rowley, Clarence W. .
JOURNAL OF NONLINEAR SCIENCE, 2012, 22 (06) :887-915
[10]   An error analysis of the dynamic mode decomposition [J].
Duke, Daniel ;
Soria, Julio ;
Honnery, Damon .
EXPERIMENTS IN FLUIDS, 2012, 52 (02) :529-542