The riddle of the space asteroid start-up has been solved.

On Tuesday, Planetary Resources Inc., whose mission has been shrouded in secrecy, will outline in Seattle its plan to send an unmanned spacecraft to an asteroid and mine it for valuable metals and water that could be used in further space exploration or returned to earth.

The company,...