CANBERRA, Australia—Australia will join an expanded campaign against Islamic State militants in Iraq, Prime Minister Tony Abbott said, revealing that warplanes would begin bombing missions within days.

The country is part of a U.S.-led coalition to counter what he described as a growing international threat from radical insurgent groups.

“It...