The attempted launch occurred a day after the regime of Kim Jong Un showed off a bevy of new missiles and launchers at a large-scale military parade.
"The missile blew up almost immediately. The type of missile is still being assessed," the US Pacific Command (USPACOM) said in a statement.
The US Pacific Command detected and tracked what it assessed was a North Korean missile, the statement said.
"The launch of the ballistic missile occurred near Sinpo," US Pacific Command spokesman CDR Dave Benham said.
"USPACOM is fully committed to working closely with its allies in the Republic of Korea and in Japan to maintain security," Benham said.
Meanwhile, US Defence Secretary Jim Mattis has said that President Donald Trump and his military team are aware of the missile launch.
"The President and his military team are aware of North Korea's most recent unsuccessful missile launch. The President has no further comment," said Mattis.
The launch came just hours before Mike Pence, the US vice president, arrived in Seoul for talks with the South Korean government over how to deal with Pyongyang's nuclear ambition.
North Korean state media has made no comment on the launch.
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