Do the LEDs all use the same amount of current? If the amp rating is the same for each, you could put them in parallel and then sum the voltages and provide that voltage with a voltage regulator.
Look up LM317, it is a voltage regulator.
Also, see this:
Low cost LED lights - EcoRenovator