How to make my dog stop doing this?

My bed is right next to the window and my dog often runs to my bed and barks at people passing. It's gotten to the point that he broke TWO windows (he puts his paws against the window which creates pressure). There is a huge crack in my window right now for the the second time. And it's not cheap.

I don't know what to do! Should I yell at him? I've done that quite alot and he stops, when I'm not home, or when I'm not near he'll go to my window again, like he doesn't remember not to do it. He's not dumb, I got him to stop chewing on furniture by spraying a bitter spray on it a few times and he stopped. He hasn't done it in one year.

But what do I do about the window thing???