Hi Arvinmapua,

Yes, I see no reason not to.

In that case, you may want to consider a partition by series. So, at each iteration, a subset of the series is used for training and another subset for validation.

Even if the data is independent, Monte Carlo CV can be a great approach for cross-validation.