I could be wrong, but don’t those joint US/ROK naval exercises usually take place in the Sea of Japan?
The Yellow Sea is where all the post Korean War naval skirmishes have taken place between the ROK and NORKs
George Washington was in the Yellow Sea last October training with the ROK navy :
http://www.flickr.com/photos/usnavynvns/4019412309/