Title of article :
Kalman filters for real-time magnetic island phase tracking
Author/Authors :
Borgers، نويسنده , , D.P. and Lauret، نويسنده , , M. and de Baar، نويسنده , , M.R.، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2013
Pages :
11
From page :
2922
To page :
2932
Abstract :
For control of neoclassical tearing modes (NTMs) and the resulting rotating magnetic islands in tokamak plasmas, the frequency and phase of the magnetic islands need to be accurately tracked in real-time. In previous experiments on TEXTOR, this was achieved using a phase-locked loop (PLL). For ASDEX Upgrade however, the desired frequency range in which the islands are to be tracked (100 Hz–10 kHz) is much larger than is possible with a PLL. In this contribution, an extended Kalman filter (EKF) and an unscented Kalman filter (UKF) are proposed for real-time frequency, phase and amplitude tracking of sinusoidal signals, based on noisy measurements. Compared to PLLs, the EKF and UKF are able to track sinusoidal signals in a much larger frequency range. The filters are applied on synthetic data and on experimental data from the TEXTOR and TCV tokamaks, from which we conclude that the UKF can be useful for real-time control of magnetic islands on ASDEX Upgrade.
Keywords :
Unscented Kalman Filter , Magnetic islands , NTM control , Extended Kalman Filter , Real-time , Phase Tracking
Journal title :
Fusion Engineering and Design
Serial Year :
2013
Journal title :
Fusion Engineering and Design
Record number :
2370428
Link To Document :
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