The nature of statistical learning theory
The nature of statistical learning theory
An approach of nonlinear model multi-step-ahead predictive control based on SVM
ICCS'05 Proceedings of the 5th international conference on Computational Science - Volume Part III
SVM multiregression for nonlinear channel estimation in multiple-input multiple-output systems
IEEE Transactions on Signal Processing
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A variable structure control (VSC) algorithm for nonlinear system based on feed-forward and feedback technology is developed. A method based on feed-forward SVM (FFSVM) is brought forward to eliminate external disturbance. In order to reduce difference and to track desired trajectory, a feedback SVM (FBSVM) is introduced into the feed-forward system by adopting VSC algorithm. And so recognition and control designing are combined, and recognition of system is avoided. High track speed and robustness are granted. Simulation shows the effectiveness of the scheme.