Mathematical approaches to control methods for realizing robot intelligence are discussed. In particular, control theory of hybrid dynamical systems, foundations on simultaneous localization and mapping (SLAM) for robot motion planning, and control theory on integrated information process of perception, decision, and motion are introduced.