Abstract
In this study, we treat the cooperative agents systems in which there are multiple autonomous mobile robots, and the 3-Dimensional balancing problem is given. This problem is an example of corresponding tasks to find the appropriate movements for multiple mobile robots. Each robot agent on a flat board keeps being balanced state by using evolutionary robotics approach. The behaviors of mobile robots are calculated by corresponding neuro-controller which consists of artificial neural networks. Particle swarm optimization method is applied to evolve weight values of the neuro-controller. Numerical simulations are carried out by a simulator constructed based on 3-D physical engine PhysX. As a result of simulations, usefulness of our approach is clarified.