How can I specify the width and height of the Featured Image in TwentyTwelve theme?

To set the height and width of the_post_thumbnail use the following:

the_post_thumbnail( array(height,width))

Where it would show in code like this:

if ( has_post_thumbnail() )
the_post_thumbnail( array(200,999))

More Info on Post Thumbnails