Yes, you should always email the person you are interested in working with. But I think response rates, speeds, and styles vary. Even if the professor is not responding, it doesn’t mean you shouldn’t apply. They might be busy. Or inundated with emails. Or on leave. Etc. If you don’t hear in about ten days or two weeks, no harm in following up.