When the solar panel is loaded so that its voltage drops to 12V then its power to the LED is only 12V x 560mA= 6.72W, not 10W. The LED will not have full brightness.
If you add a battery then you must adds a battery charger circuit and a circuit to detect low light levels, then switch between...