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| Open AccessAvoiding fusion plasma tearing instability with deep reinforcement learning
Artificial intelligence control is used to avoid the emergence of disruptive tearing instabilities in the magnetically confined fusion plasma in the DIII-D tokamak reactor.
- Jaemin Seo
- , SangKyeun Kim
- & Egemen Kolemen
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A sustained high-temperature fusion plasma regime facilitated by fast ions
A magnetic confinement regime established at the Korea Superconducting Tokamak Advanced Research device enables the generation of plasmas over 108 kelvin for 20 seconds with the aid of fast ions without plasma edge instabilities or impurity accumulation.
- H. Han
- , S. J. Park
- & Y.-S. Na
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Article
| Open AccessMagnetic control of tokamak plasmas through deep reinforcement learning
A newly designed control architecture uses deep reinforcement learning to learn to command the coils of a tokamak, and successfully stabilizes a wide variety of fusion plasma configurations.
- Jonas Degrave
- , Federico Felici
- & Martin Riedmiller
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Article
| Open AccessDemonstration of reduced neoclassical energy transport in Wendelstein 7-X
Previously documented record values of the fusion triple product in the stellarator Wendelstein 7-X are shown to be evidence for reduced neoclassical energy transport in this optimized device.
- C. D. Beidler
- , H. M. Smith
- & M. Zuin
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Letter |
Predicting disruptive instabilities in controlled fusion plasmas through deep learning
Using data from plasma-based tokamak nuclear reactors in the US and Europe, a machine-learning approach based on deep neural networks is taught to forecast disruptions, even those in machines on which the algorithm was not trained.
- Julian Kates-Harbeck
- , Alexey Svyatkovskiy
- & William Tang
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Letter |
Magnetic reconnection from a multiscale instability cascade
Laboratory observations show how a macroscopic magnetohydrodynamic plasma instability drives a fine-scale secondary instability that is associated with magnetic reconnection.
- Auna L. Moser
- & Paul M. Bellan
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News |
Antimatter held for questioning
Magnetically trapped atoms could test fundamental physics.
- Eugenie Samuel Reich
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News |
Delays prompt reshuffle at ITER fusion project
Interim director appointed to Europe's part of programme.
- Geoff Brumfiel
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Research Highlights |
Physics: Plasma pinch
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Letter |
A large coronal loop in the Algol system
The close binary Algol system contains a radio-bright KIV sub-giant star in a very close and rapid orbit with a main sequence B8 star. Evidence points to the existence of an extended, complex coronal magnetosphere originating at the cooler K subgiant, but the detailed morphology of the subgiant's corona and its possible interaction with its companion are unknown. Multi-epoch radio imaging of the Algol system now reveals a large coronal loop suggestive of a persistent asymmetric magnetic field structure aligned between the two stars.
- W. M. Peterson
- , R. L. Mutel
- & W. M. Goss