Dk. Wilson, EMPIRICAL ORTHOGONAL FUNCTION-ANALYSIS OF THE WEAKLY CONVECTIVE ATMOSPHERIC BOUNDARY-LAYER .1. EDDY STRUCTURES, Journal of the atmospheric sciences, 53(6), 1996, pp. 801-823
Three-dimensional empirical orthogonal functions (EOFs), representing
atmospheric turbulence structures, are determined from a large-eddy si
mulation of a weakly convective, planetary boundary layer. The method
of analysis is based on Lumley's proper orthogonal decomposition (POD)
but has been extended to include temperature as well as velocity stru
cture. The horizontal domain of the simulation is a square with side l
ength equal to 30 times the inversion height in order to allow for the
formation of multiple large-scale structures. The geostrophic wind is
22.5 m s(-1) and the surface temperature flux is 0.03 K m s(-1). Amon
g the structures revealed by the analysis are longitudinal roll vortic
es, apparently in both inflection-point and thermal modes, and gravity
waves in the capping temperature inversion. Modes associated with wav
e breaking and entrainment at the inversion may also be present. Spati
ally compact characteristic structures (thermal plumes) are constructe
d from the EOFs using a maximum-spatial-compactness method, and the re
sulting structures are compared with the simpler spatial compositing (
conditional sampling) method. The two methods are found to give very s
imilar results in this case, hence leading to the conclusion that the
3D EOF analysis is best suited to studying quasiperiodic structures su
ch as rolls and gravity waves, whereas compositing is best suited to s
tudying spatially compact structures such as the plumes.