In this paper, we present a new modeling method based on hybrid dynamical system coupled with a self-organizing data-mining algorithm. We also present a robust controller design method based quadratic programming. The proposed modeling and controller design method is applied to the problem of the automatic parking problem of the unmanned vehicle.