Chaotic dynamics in evolutionary autonomous mobile robot and fitness evaluation with complexity measure

We have previously shown that regularity as a deterministic chaos exists in the internal state of mobile robot during the autonomous behavior. We here explored experimentally with a miniature mobile robot how the fractal dimension relates with the behavioral property, especially in regard to the robustness. We report that the control architecture with higher dimension is resistant to noise while the one with lower dimension exhibits smooth trajectory in the behavior.