We have searched for substructures at different scales on the images o
f eleven X-ray clusters of galaxies observed with the PSPC on the ROSA
T satellite, using a method based on the wavelet transform. Such a hie
rarchical analysis is found to be very powerful to remove noise from i
mages, compared to a Gaussian filtering, and to exhibit new fine struc
tures at different scales even in well known clusters. We find that th
e distributions of the x-ray gas in the clusters ABCG 754 and ABCG 225
6 exhibit very complex structures, with outstanding substructures at v
arious scales. ABCG 401 also presents a complex structure, though some
what less complicated than the previous two clusters. ABCG 3558 is fou
nd to be bimodal. Evidence for an offset between the x-ray centroid an
d the maximum x-ray emission is found for three other dusters (ABCG 48
3, 2218, and 4059). Three clusters only (ABCG 478, 1413, and 2029) out
of eleven appear regular at all scales. A few implications on forecom
ing physical analyses are discussed.