A simple construction of an orthonormal basis starting with a so-calle
d mother wavelet, together with an efficient implementation gained the
wavelet decomposition easy acceptance and generated a great research
interest in its applications. An orthonormal basis may not, however, a
lways be a suitable representation of a signal, particularly when time
(or space) invariance is a required property, The conventional way ar
ound this problem is to use a redundant decomposition. In this paper,
we address the time-invariance problem for orthonormal wavelet transfo
rms and propose an extension to wavelet packet decompositions, We show
that it is possible to achieve time invariance and preserve the ortho
normality, We subsequently propose an efficient approach to obtain suc
h a decomposition. We demonstrate the importance of our method by cons
idering some application examples in signal reconstruction and time de
lay estimation.