Abstract: We examine how a human–robot interaction (HRI) system may be designed when input–output data from previous experiments are available. Our objective is to learn an optimal impedance in the assistance design for a cooperative ...

Abstract: In many nonlinear systems, the observability of the system is dependent on its state and control input. Thus, incorporating observability into a control scheme can enhance an observer's ability to recover accurate estimates ...