Geophysical variables are orthogonally decomposed by averaging time se
ries using different averaging lengths, referred to as a (Haar) multir
esolution decomposition. This simple and economic decomposition is ass
ociated with cospectra that formally satisfy Reynolds averaging rules
for each averaging length. The multiresolution decomposition provides
a natural estimate of the random error in estimating a mean turbulent
flux. The Fourier and multiresolution decompositions are compared usin
g aircraft data from BOREAS.