China has vehemently opposed the combat exercises and increased deployments of American forces to Asia, including in the Philippines.
Troops are looking at the Arctic to counter ongoing efforts by Russia and China there.
More than 6,500 troops will participate in the month-long exercise.
South Korea's air force says the drill involved a B-52 bomber from the United States and fighter jets from South Korea and Japan.
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