Centralized Power Supply...

We are going to build a mobile robot that can supply different ranges of voltages. We want to design a centralize circuit that supply the SRV1 Camera plus Wifi Module, the Pan-tilt servo motor and to dc motors. Also, what would the best battery that we could use in this kind of circuit. What are the specifications of the battery that we would use.