Abstract
This paper describes a design scheme of performance adaptive PID controllers for nonlinear systems. This control system is constructed by data-driven system identification and model predictive-based PID controller. The user-specified parameter included in the criterion of the model predictive controller is adjusted in consideration of the control performance assessment. The behavior of the newly proposed control scheme is examined by a numerical simulation example.