| |
Neural Network Aided Unscented Kalman Filter for Sensorless Control of PMSM
| [View]
[Download]
|
| Author(s) |
Jakub TALLA, Zdenek PEROUTKA |
| Abstract |
This paper introduces neural network aided unscented Kalman filter (NNUKF) for sensorless control of ac motor drives. Unscented Kalman filter (UKF) is completed by on-line trained neural network which compensates unmodeled dynamics and uncertainties of a drive model. This technique significantly improves behaviour of estimator in critical operating states, especially in low speeds. |
| Download |
| Filename: | 0904-epe2011-full-11384724.pdf |
| Filesize: | 318.9 KB |
|
| Type |
Members Only |
| Date |
Last modified 2012-01-26 by System |
| |
 |