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I wouldn't think you could provide enough power via solar to make up for the weight of the panels. What's the expected life on these?

NASA has flown a few prototype solar powered UAVs. See wikipedia for more info: http://en.wikipedia.org/wiki/NASA_Pathfinder

I think this was on HN the other day actually: