There was another thread on here years back about a guy trying to build a mobile audio system for his bike. It had to run off a 12v battery. I have no idea what ever happened with that.
What kind of power source do you have? For example, if it has to be self powered, meaning battery and/or generator, the efficiency is your first priority. If you have unlimited power, then compactness is your priority.