DIFFER
DIFFER Publication

Kalman filters for real-time magnetic island phase tracking

Author
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.

Year of Publication
2013
Journal
Fusion Engineering and Design
Volume
88
Number
11
Number of Pages
2922 - 2932
DOI
10.1016/j.fusengdes.2013.06.014
PId
08373f9f4d3a1005aa9d5d93aa798877
Alternate Journal
Fusion Eng. Des.
Label
OA
Attachment
Journal Article
Download citation