MULTIRESOLUTION AND NONLINEAR DIFFUSION FILTERING OF HOMOGENEOUS ISOTROPIC TURBULENCE

被引:1
作者
Kareem, Waleed Abdel [1 ]
Nabil, Tamer [2 ]
Izawa, Seiicherio [3 ]
Fukunishi, Yu [3 ]
机构
[1] Suez Univ, Fac Sci, Dept Math, Suez, Egypt
[2] Suez Canal Univ, Fac Comp & Informat, Dept Basic Sci, Ismailia, Egypt
[3] Tohoku Univ, Dept Mech Syst & Design, Grad Sch Engn, Sendai, Miyagi 9808579, Japan
关键词
Homogeneous isotropic turbulence; Gabor transform; wavelet decomposition; nonlinear diffusion method; LATTICE-BOLTZMANN SIMULATIONS; INTENSE VORTICITY; WAVELET; IDENTIFICATION; EXTRACTION; FILAMENTS;
D O I
10.1142/S0219876213500540
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The multiresolution (Gabor and wavelet transforms) and nonlinear diffusion filtering (NDF) methods are investigated to extract the coherent and incoherent parts of a forced homogeneous isotropic turbulent field. The aim of this paper is to apply two different analyses to decompose the turbulent field into organized coherent and random incoherent parts. The first analysis filtering process (Gabor and wavelet transforms) is based on the frequency domain; however the second NDF filtering analysis is implemented in the spatial domain. The turbulent field is generated using the Lattice Boltzmann method (LBM) with a resolution of 1283, and the Q-identification method is used to extract the elongated vortical structures. The three filtering methods are applied against the scalar Q-field rather than a vector field (velocity or vorticity fields). The Gabor transform and the orthogonal wavelet with approximately symmetric basis are applied to filter out incoherent noise. Filtering in the Gabor domain is done in the highest quarter frequency values, whereas filtering in the wavelet domain is done using sub-band dependent thresholding. The NDF method is based on explicit finite-difference discretization in the spatial domain. Results indicate that the three filtering methods smoothly identify the coherent and incoherent parts. Although the NDF method isolates the incoherent part more smoothly, the cross sections of the vortices in the coherent part are changed. Also, the Gabor filtering method can remove few incoherent points from the flow field, compared with the other two methods. The wavelet method tends to identify the coherent vortices and remove the incoherent noise without any change in the physical structure of the turbulent field.
引用
收藏
页数:25
相关论文
共 53 条
[1]   TRACKING OF VORTICAL STRUCTURES IN THREE-DIMENSIONAL DECAYING HOMOGENEOUS ISOTROPIC TURBULENCE [J].
Abdel-Kareem, Waleed .
INTERNATIONAL JOURNAL OF MODERN PHYSICS C, 2011, 22 (12) :1373-1391
[2]  
Abdelnour A.F., 2001, P IEEE INT C AC SIGN
[3]   GABOR EXPANSION OF A SIGNAL INTO GAUSSIAN ELEMENTARY SIGNALS [J].
BASTIAANS, MJ .
PROCEEDINGS OF THE IEEE, 1980, 68 (04) :538-539
[4]   Wavelet filtering to study mixing in 2D isotropic turbulence [J].
Beta, Carsten ;
Schneider, Kai ;
Farge, Marie .
COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION, 2003, 8 (3-4) :537-545
[5]   A MODEL FOR COLLISION PROCESSES IN GASES .1. SMALL AMPLITUDE PROCESSES IN CHARGED AND NEUTRAL ONE-COMPONENT SYSTEMS [J].
BHATNAGAR, PL ;
GROSS, EP ;
KROOK, M .
PHYSICAL REVIEW, 1954, 94 (03) :511-525
[6]   CHARACTERIZATION OF THE LOW-PRESSURE FILAMENTS IN A 3-DIMENSIONAL TURBULENT SHEAR-FLOW [J].
CADOT, O ;
DOUADY, S ;
COUDER, Y .
PHYSICS OF FLUIDS, 1995, 7 (03) :630-646
[7]   ENO-wavelet transforms for piecewise smooth functions [J].
Chan, TF ;
Zhou, HM .
SIAM JOURNAL ON NUMERICAL ANALYSIS, 2002, 40 (04) :1369-1404
[8]   Ramp preserving Perona-Malik model [J].
Chen, Qiang ;
Montesinos, Philippe ;
Sen Sun, Quan ;
Xia, De Shen .
SIGNAL PROCESSING, 2010, 90 (06) :1963-1975
[9]   Lattice Boltzmann method for fluid flows [J].
Chen, S ;
Doolen, GD .
ANNUAL REVIEW OF FLUID MECHANICS, 1998, 30 :329-364
[10]  
Cheng X., 2009, NOT AM MATH SOC, V56, P356