Mischief and Subi reefs are among the artificial islands China has used to expand its offensive capabilities in the region.
The United States, which has a testy relationship with the Myanmar military has said it would provide assistance.
This year's exercise marks 40 years of joint drills aimed at strengthening the U.S. and Philippines' defense capabilities in the Indo-Pacific.