The Karhunen–Loéve decomposition of minimal channel flow

Minimal channel flow is analyzed by means of the Karhunen–Loeve (KL) decomposition. It is shown that the most energetic modes are streamwise rollers followed by outward tilted quasi-streamwise vortices. Both of these mode types have a strong similarity to structures seen in physical experiments. Temporal plots of roll energy, propagating energy, bulk velocity, and representational entropy have been obtained. Study of the evolution of these variables shows a consistent pattern of growth and decay in which entropy plays a key role in describing the events in the turbulent process. The roll and propagating modes are also shown to make independent contributions to the Reynolds stress with the roll modes dominating the profile near the walls and the propagating modes having larger values towards the channel center. A comparison of the KL dimension of this flow and a full channel flow shows that the dimension scales with box size, i.e., it confirms the assertion that dimension is an extensive variable.

[1]  Parviz Moin,et al.  The dimension of attractors underlying periodic turbulent Poiseuille flow , 1992, Journal of Fluid Mechanics.

[2]  Keinosuke Fukunaga,et al.  Introduction to Statistical Pattern Recognition , 1972 .

[3]  L. Sirovich Empirical Eigenfunctions and Low Dimensional Systems , 1991 .

[4]  Sirovich,et al.  Dynamical model of wall-bounded turbulence. , 1994, Physical review letters.

[5]  P. Moin,et al.  The minimal flow unit in near-wall turbulence , 1991, Journal of Fluid Mechanics.

[6]  Parviz Moin,et al.  Characteristic-eddy decomposition of turbulence in a channel , 1989, Journal of Fluid Mechanics.

[7]  S. K. Robinson,et al.  Coherent Motions in the Turbulent Boundary Layer , 1991 .

[8]  C. R. Smith,et al.  Observation of streamwise rotation in the near‐wall region of a turbulent boundary layer , 1983 .

[9]  C. R. Smith,et al.  The characteristics of low-speed streaks in the near-wall region of a turbulent boundary layer , 1983, Journal of Fluid Mechanics.

[10]  P. Moin,et al.  Turbulence statistics in fully developed channel flow at low Reynolds number , 1987, Journal of Fluid Mechanics.

[11]  A. H. Haidari,et al.  On the dynamics of near-wall turbulence , 1991, Philosophical Transactions of the Royal Society of London. Series A: Physical and Engineering Sciences.

[12]  J. Lumley,et al.  A First Course in Turbulence , 1972 .

[13]  R. B. Dean Reynolds Number Dependence of Skin Friction and Other Bulk Flow Variables in Two-Dimensional Rectangular Duct Flow , 1978 .

[14]  L. Sirovich Turbulence and the dynamics of coherent structures. I. Coherent structures , 1987 .

[15]  W. Willmarth,et al.  Reynolds-number effects on the structure of a turbulent channel flow , 1989, Journal of Fluid Mechanics.

[16]  Lawrence Sirovich,et al.  Dynamical eigenfunction decomposition of turbulent channel flow , 1991 .

[17]  L. Sirovich Turbulence and the dynamics of coherent structures. II. Symmetries and transformations , 1987 .

[18]  Lawrence Sirovich,et al.  Management and Analysis of Large Scientific Datasets , 1992 .

[19]  Lawrence Sirovich,et al.  Drag reduction in turbulent channel flow by phase randomization , 1993 .

[20]  L. Sirovich,et al.  Plane waves and structures in turbulent channel flow , 1990 .

[21]  Michel Loève,et al.  Probability Theory I , 1977 .

[22]  Lawrence Sirovich,et al.  Propagating Structures in Wall-Bounded Turbulent Flows , 1991 .

[23]  L. Sirovich,et al.  Coherent structures and chaos: A model problem , 1987 .

[24]  E. Schmidt Zur Theorie der linearen und nichtlinearen Integralgleichungen , 1907 .

[25]  John L. Lumley,et al.  Drag Reduction by Additives , 1969 .

[26]  P. Holmes,et al.  On the relation between low-dimensional models and the dynamics of coherent structures in the turbulent wall layer , 1993 .

[27]  Peter S. Bernard,et al.  Vortex dynamics and the production of Reynolds stress , 1993, Journal of Fluid Mechanics.

[28]  John L. Lumley,et al.  Viscous Sublayer and Adjacent Wall Region in Turbulent Pipe Flow , 1967 .

[29]  David G. Bogard,et al.  Burst detection with single-point velocity measurements , 1986, Journal of Fluid Mechanics.

[30]  F. A. Schraub,et al.  The structure of turbulent boundary layers , 1967, Journal of Fluid Mechanics.

[31]  J. Lumley Stochastic tools in turbulence , 1970 .

[32]  K. Karhunen Zur Spektraltheorie stochastischer prozesse , 1946 .

[33]  Hermann F. Fasel,et al.  Dynamics of three-dimensional coherent structures in a flat-plate boundary layer , 1994, Journal of Fluid Mechanics.

[34]  R. Handler,et al.  Low Reynolds number calculation of turbulent channel flow: A general discussion , 1989 .

[35]  Ron F. Blackwelder,et al.  On the wall structure of the turbulent boundary layer , 1976, Journal of Fluid Mechanics.

[36]  R. Preisendorfer,et al.  Principal Component Analysis in Meteorology and Oceanography , 1988 .