Yep.
BTW....This is old news. Back in 1978 there was a study on this very subject that reached the same conclusion for both PV AND electronics, which were both being touted by the environmentalist movement as "clean" industrial developments. I remember seeing it as one of the power systems professors in the Mechanical Engineering department passed out copies in his classes.