NN robustness design of nonlinear structure systems

The neural-network (NN) model is adopted to overcome the modeling error problem of nonlinear systems. According to the controlled system, the H infinity criterion is derived based on the Lyapunov method. Based on the stability criterion, the nonlinear systems are guaranteed to be stable. The control problem can be reformulated into the linear matrix inequality (LMI) problem.