Mirai Nishioka

Safe Model-based Control from Signal Temporal Logic Specifications Using Recurrent Neural Networks

We propose a policy search approach to learn controllers from specifications given as Signal Temporal Logic (STL) formulae. The system model, which is unknown but assumed to be an affine control system, is learned together with the control policy. The model is implemented as two feedforward neural n…