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A batch-to-batch optimal control method is presented for batch processes under input and output constraints with batch wise error feedback. Generally it is very difficult to acquire an accurate mechanistic model for a batch process. Because support vector machine is powerful for the problems characterized by small samples, nonLinearity, high dimension and local minima, support vector regression model...
Efficiency optimization control of salient pole permanent magnet synchronous motor (PMSM) based on maximum ratio of torque to current is presented. From basic equations of PMSM in reference frame, the method of maximum ratio of torque to current was derived using maximum principle. Then, based on the Least Squares Support Vector Machine (LSSVM), modeling of LSSVM controller of maximum ratio of torque...
PID controllers have been widely used in many industries. They can provide robust and reliable performance for most systems. However, it is well known that the automatic controlled systems are susceptible to faults and the faults can cause a malfunction of the loop. The main motivation in this paper is to present a design scheme of controllers using the least squares support vector machines (LS-SVM)...
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