The xx and Gorillaz are also up for gongs at next month's ceremony in London.
The Icelandic star, who already has five of the coveted gongs to her name, will go up against the likes of Alicia Keys and Lorde in the category for "International Female Solo Artist." Other nominees working in electronic music include LCD Soundsystem ("International Group") and The xx, who join Gorillaz in the run for the "British Group" award.
The ceremony will take place on Wednesday, February 21st at London's O2 Arena. Comedian Jack Whitehall will host, with performances from Foo Fighters, Stormzy and Ed Sheeran among others.
Check out the full list of awards and nominees.