The

mobile robot has to find the optimal path which reduces the number of steps to be taken between the

starting point and the target ending point. GAs can overcome many problems encountered by

traditional search techniques such as the gradient based methods. The proposed controlling algorithm

allows four-neighbor movements, so that path-planning can adapt with complicated search spaces with