  In this paper, we study the asymptotic distribution of some U-statistics
whose entries are functions of empirical moments computed from non-overlapping
consecutive blocks of an underlying weakly dependent process. The length of
these blocks converges to infinity, and thus we consider U-statistics of
triangular arrays. We establish asymptotic normality of such U-statistics. The
results can be used to construct tests for changes of higher order moments.
