2017
DOI: 10.1088/1361-6587/aa8d05
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Path-oriented early reaction to approaching disruptions in ASDEX Upgrade and TCV in view of the future needs for ITER and DEMO

Abstract: Routine reaction to approaching disruptions in tokamaks is currently largely limited to machine protection by mitigating an ongoing disruption, which remains a basic requirement for ITER and DEMO [1]. Nevertheless, a mitigated disruption still generates stress to device. Additionally, in future fusion devices, high-performance discharge time itself will be very valuable. Instead of reacting only on generic features, occurring shortly before the disruption, the ultimate goal is to actively avoid approaching dis… Show more

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Cited by 44 publications
(63 citation statements)
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References 40 publications
(60 reference statements)
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“…Clear resonance islands are seen for each harmonic, as well as a nonlinearly generated resonance at m/n = 5/2. The position of the m/n = 2 island agrees broadly with that measured in similar discharges [40] (note that Orbit normalization and the fact that ψ p (0) = 0, coincides with the usual tokamak ρ).…”
Section: Asdex Upgradesupporting
confidence: 82%
“…Clear resonance islands are seen for each harmonic, as well as a nonlinearly generated resonance at m/n = 5/2. The position of the m/n = 2 island agrees broadly with that measured in similar discharges [40] (note that Orbit normalization and the fact that ψ p (0) = 0, coincides with the usual tokamak ρ).…”
Section: Asdex Upgradesupporting
confidence: 82%
“…Experiments indicate that the cooling of tokamak boundary plasma together with the subsequent increase of the plasma edge collisionality is a strong factor limiting the maximum achievable density in tokamaks, providing a strong link between the edge collisionality and density limit [2][3][4][5][6][7]. A Multifaceted Asymmetric Radiation From the Edge (MARFE) is often observed when approaching the density limit [8][9][10][11][12][13], supporting the hypothesis of a strong edge physics role. Experiments also demonstrated that the Greenwald limit can be exceeded through pellet injection that mainly increases the core, and only weakly, the edge density [14].…”
mentioning
confidence: 75%
“…From this perspective, several machine learning methods have been developed. They cover a wide range of techniques from Fuzzy logic classifiers to neural networks [4][5][6][7][8][9][10][11][12][13][14][15]. In recent years, a new predictor, Advanced Predictor Of DISruptions (APODIS), based on Support Vector Machines (SVMs), has been deployed in the JET real-time network and has performed very satisfactorily in terms of both success rate and false alarms, in a long series of campaigns without any need for retraining [7].…”
Section: Disruptions In Tokamaks: An Operational Perspectivementioning
confidence: 99%