The nature of statistical learning theory
The nature of statistical learning theory
Machine Learning
A Tutorial on Support Vector Machines for Pattern Recognition
Data Mining and Knowledge Discovery
Wavelet support vector machine
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
A comparison of methods for multiclass support vector machines
IEEE Transactions on Neural Networks
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In this paper, a speed and mechanical torque observer is proposed in this paper. By using wavelet least squared support vector regressions (WLSVR) to model nonlinear relationship between the variables of the motor, the observer calculates the speed and mechanical torque on the basis of the voltage, the current and the frequency of the stator of the AC Asynchronous Electrical Dynamometer. Experiments have proved effectiveness of the proposed observer. The proposed method has paved a new way for the measurement of the speed and mechanical torque of the AC Asynchronous Electrical Dynamometer in the power- testing system. It is a useful way to simplify the structure of the currently used measurement system.