The nature of statistical learning theory
The nature of statistical learning theory
Least Squares Support Vector Machine Classifiers
Neural Processing Letters
Direct adaptive NN control of a class of nonlinear systems
IEEE Transactions on Neural Networks
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An improved hybrid adaptive controller is proposed for a class of nonaffine nonlinear systems based on sliding mode control (SMC) and support vector machine (SVM) in this paper. The sliding mode controller ensures the robustness of the closed loop system while the support vector machine is used to adaptive tracking. Moreover, the Lyapunov stability theory is employed to grantee the global stability. The simulation results have shown the effectiveness of the proposed method.