Apple has sent out their iPad event invites, which have confirmed that the event will be taking place on March 7th, 2012. The event will be taking place in San Francisco at 10AM Pacific/1PM Eastern.
The Yerba Buena Center for the Arts will be the venue, for what will likely be called the iPad 3.
The invitation simply says, we have something you really need to see. And touch.