Normalising various time series, best approach

I was wondering what the best approach for comparing several time series (different units). Which approach would be best: I am guessing standardising (z scores) however, as one of the time series is fairly static whilst the others vary quite significantly I was wondering which would be the best approach and if there was a neat way to do this in MATLAB