The amount of storage and the current setting directly affect the hold-up time for the lighting. The dimmer you run them, the longer they'll last during power interruptions.
Here's a 1,000uf cap that will drop in and double the capacitance. It is taller than the 470uf cap, but the same lead spacing and diameter.
