Time series resulting from wave decomposition show the existence of differe
nt correlation patterns for avalanche dynamics. For the d=2 Bak-Tang-Wisenf
eld model, long range correlations determine a modification of the wave siz
e distribution under coarse graining in time, and multifractal scaling for
avalanches. In the Manna model, the distribution of avalanche coincides wit
h that of waves, which are uncorrelated and obey finite size scaling, a res
ult expected also for the d=3 Bak-Tang-Wiesenfeld sandpile.