An escalator ins on a continuous cycle and there is absolutely no “melocho” in sight. I don’t see why it can be ossur.
There are types of escalators that run very slowly until someone steps on, then the escalator gets up to normal speed until it’s empty again. BG airport has these, and I’ve seen them elsewhere as well.