We acquire the knowledge by interacting with the environment. Also we acquire the control skill of our body and also that of tool. This kind of capability is realized by our brain. The brain can learn new environment. Our aim of research is to realize this brain funciton on computer with the same way of the brain. One of the main topic is motor control of the arm.