Adaptive H-infinity control for a class of non-linear systems using neural networks

作者:Liu Y*; Jia Y M
来源:IET Control Theory and Applications, 2009, 3(7): 813-822.
DOI:10.1049/iet-cta.2008.0329

摘要

An adaptive H-infinity controller is designed for a class of non-linear dynamical systems by using neural networks (NNs) to approximate the unknown system function. It is shown that under bounded initial conditions, the H-infinity performance from the external disturbance to the controlled output is achieved with a prescribed attenuation level. A systematic design procedure is then developed for the synthesis of the adaptive H-infinity controller by solving two linear matrix inequalities (LMIs). Finally, a numerical example is included to demonstrate the effectiveness of the proposed controller.