A Fuzzy PID fusion controller is designed through continuous updating of its output scaling factor. Instead of using a unitary Fuzzy or PID algorithm, a fusion weighted summation rule bases are used in parallel which improved performance of the proposed fuzzy PID controllers compared to others. Its effectiveness is studied through simulation as well as real-time experimentation in a distributed controller on a ship course control system.