  In this paper we establish limit theorems for power variations of stochastic
processes controlled by fractional Brownian motions with Hurst parameter $H\leq
1/2$. We show that the power variations of such processes can be decomposed
into the mix of several weighted random sums plus some remainder terms, and the
convergences of power variations are dominated by different combinations of
those weighted sums depending on whether $H<1/4$, $H=1/4$, or $H>1/4$. We show
that when $H\geq 1/4$ the centered power variation converges stably at the rate
$n^{-1/2}$, and when $H<1/4$ it converges in probability at the rate $n^{-2H}$.
We determine the limit of the mixed weighted sum based on a rough path approach
developed in \cite{LT20}.
