Title :
Algorithms for the Automatic Identification of MARFEs and UFOs in JET Database of Visible Camera Videos
Author :
Murari, A. ; Camplani, M. ; Cannas, B. ; Mazon, D. ; Delaunay, F. ; Usai, P. ; Delmond, J.F.
Author_Institution :
Consorzio RFX, Associazione EURATOM-ENEA per la Fusione, Padova, Italy
Abstract :
MARFE instabilities and UFOs leave clear signatures in JET fast visible camera videos. Given the potential harmful consequences of these events, particularly as triggers of disruptions, it would be important to have the means of detecting them automatically. In this paper, the results of various algorithms to identify automatically the MARFEs and UFOs in JET visible videos are reported. The objective is to retrieve the videos, which have captured these events, exploring the whole JET database of images, as a preliminary step to the development of real-time identifiers in the future. For the detection of MARFEs, a complete identifier has been finalized, using morphological operators and Hu moments. The final algorithm manages to identify the videos with MARFEs with a success rate exceeding 80%. Due to the lack of a complete statistics of examples, the UFO identifier is less developed, but a preliminary code can detect UFOs quite reliably.
Keywords :
Tokamak devices; plasma diagnostics; plasma instability; plasma toroidal confinement; video cameras; Hu moments; JET fast visible camera videos; JET image database; MARFE detection; MARFE instabilities; UFO identifier; automatic identification; final algorithm; morphological operators; preliminary code; preliminary step; real-time identifiers; Algorithm design and analysis; Cameras; Databases; Object recognition; Plasma diagnostics; Real time systems; Video signal processing; Hu moments; MARFE detection system (MDS); unidentified flying objects (UFOs); video processing;
Journal_Title :
Plasma Science, IEEE Transactions on
DOI :
10.1109/TPS.2010.2080691