It is known from the theory of group representations that, in principle, a
tenser of any finite order can be decomposed into a sum of irreducible tens
ors. This paper develops a simple and effective recursive method to realize
such decompositions in both two- and three-dimensional spaces. Particularl
y, such derived decompositions have mutually orthogonal base elements. Quit
e a few application examples are given for generic and various physical ten
sors of orders up to six.