Neural network surrogates of Bayesian diagnostic models for fast inference of 
plasma parameters

Pavone, A.; Svensson, J.; Krychowiak, M.; Hergenhahn, U.; Winters, V.; Kornejew, P.; Kwak, S.; Hoefel, U.; Koenig, R.; Wolf, R. C.; W7-X Team, Max Planck Institute for Plasma Physics, Max Planck Society

doi:10.1063/5.0043772

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Neural network surrogates of Bayesian diagnostic models for fast inference of plasma parameters

MPS-Authors

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Pavone, A.
Stellarator Heating and Optimisation (E3), Max Planck Institute for Plasma Physics, Max Planck Society;

/persons/resource/persons110611

Svensson, J.
Stellarator Dynamics and Transport (E5), Max Planck Institute for Plasma Physics, Max Planck Society;

/persons/resource/persons109720

Krychowiak, M.
Stellarator Edge and Divertor Physics (E4), Max Planck Institute for Plasma Physics, Max Planck Society;

/persons/resource/persons109362

Hergenhahn, U.
Stellarator Edge and Divertor Physics (E4), Max Planck Institute for Plasma Physics, Max Planck Society;
External Organizations;

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Winters, V.
Stellarator Dynamics and Transport (E5), Max Planck Institute for Plasma Physics, Max Planck Society;

/persons/resource/persons109675

Kornejew, P.
Stellarator Edge and Divertor Physics (E4), Max Planck Institute for Plasma Physics, Max Planck Society;

/persons/resource/persons203629

Kwak, S.
Stellarator Dynamics and Transport (E5), Max Planck Institute for Plasma Physics, Max Planck Society;

/persons/resource/persons191408

Hoefel, U.
Stellarator Heating and Optimisation (E3), Max Planck Institute for Plasma Physics, Max Planck Society;

/persons/resource/persons109653

Koenig, R.
Stellarator Edge and Divertor Physics (E4), Max Planck Institute for Plasma Physics, Max Planck Society;

/persons/resource/persons110827

Wolf, R. C.
Stellarator Heating and Optimisation (E3), Max Planck Institute for Plasma Physics, Max Planck Society;

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https://doi.org/10.1063/5.0043772
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Citation

Pavone, A., Svensson, J., Krychowiak, M., Hergenhahn, U., Winters, V., Kornejew, P., et al. (2021). Neural network surrogates of Bayesian diagnostic models for fast inference of plasma parameters. Review of Scientific Instruments, 92: 033531. doi:10.1063/5.0043772.

Cite as: https://hdl.handle.net/21.11116/0000-0007-F0F2-8

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