Form API Submit Button for Multiple Forms
Not really. Drupal form may try to redirect you after successful submit. If 3 forms try, which redirect should work? And that's only one example.

Create fourth form function. In it, call all 3 existing ones, clean up mess with submit functions, validators and redirects, and it should work. Or simply merge your forms into one, why you needed three?