Remember that this is based on heat transfer! You could absolutely harvest energy using this thing from the sun, but you would need a way to keep the other end of the device cold so that heat could continuously flow from one side to the other. Perhaps a dark coating on one side and a reflective coating on the other would cause more heat to flow from the dark side to the reflective side?

Let me know if you try it!