Design of optimal nonlinear sliding modes based on neural networks

In this paper, for nonlinear systems in concise forms, variable strategy with optimal sliding mode is proposed based on multi-layer neural networks. The sliding mode of variable structure control systems is designed via optimal control theory, then design method of switching functions is given. The neural networks based on control laws derived from such switching functions ensuring the optimal sliding mode in variable structure control systems.