You can do that if you wish. I recommend that you don't. You might have a problem figuring out the wiring. Meaning you might have to connect a ground wire between the two controllers. It depends.
Do yourself a favor and stick to a 12 station controller.
Maybe you can fix the controller you have. Tell us about the fading out part. When does this happen exactly?