We determined the time-dependent geometry, including high-frequency oscillations, of the plasma density in TAE's C-2W experiment [Gota et al., Nucl. Fusion 59, 112009 (2019)]. This was done as a joint Bayesian reconstruction from a 14-chord FIR interferometer in the midplane, 32 Mirnov probes at the periphery, and 8 shine-through detectors at the targets of the neutral beams. For each point in time, we recovered, with credibility intervals, the radial density profile of the plasma; bulk plasma displacement; and amplitudes, frequencies, and phases of the azimuthal modes n = 1, …, 4. Also reconstructed were the radial profiles of the deformations associated with each of the azimuthal modes. Bayesian posterior sampling was done via Hamiltonian Monte Carlo with custom preconditioning. This gave us a comprehensive uncertainty quantification of the reconstructed values, including correlations and some understanding of multimodal posteriors.
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June 2021
Research Article|
June 16 2021
Multi-instrument Bayesian reconstruction of plasma shape evolution in the C-2W experiment
M. Dikovsky
;
M. Dikovsky
a)
1
Google Research, Google Inc
, 1600 Amphitheatre Parkway, Mountain View, California 94043, USA
a)Author to whom correspondence should be addressed: [email protected]
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E. A. Baltz
;
E. A. Baltz
1
Google Research, Google Inc
, 1600 Amphitheatre Parkway, Mountain View, California 94043, USA
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R. Von Behren;
R. Von Behren
1
Google Research, Google Inc
, 1600 Amphitheatre Parkway, Mountain View, California 94043, USA
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S. Geraedts;
S. Geraedts
1
Google Research, Google Inc
, 1600 Amphitheatre Parkway, Mountain View, California 94043, USA
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A. Kast
;
A. Kast
1
Google Research, Google Inc
, 1600 Amphitheatre Parkway, Mountain View, California 94043, USA
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I. Langmore;
I. Langmore
1
Google Research, Google Inc
, 1600 Amphitheatre Parkway, Mountain View, California 94043, USA
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T. Madams;
T. Madams
1
Google Research, Google Inc
, 1600 Amphitheatre Parkway, Mountain View, California 94043, USA
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P. Norgaard;
P. Norgaard
1
Google Research, Google Inc
, 1600 Amphitheatre Parkway, Mountain View, California 94043, USA
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J. C. Platt;
J. C. Platt
1
Google Research, Google Inc
, 1600 Amphitheatre Parkway, Mountain View, California 94043, USA
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J. Romero
;
J. Romero
2
TAE Technologies Inc
, 19631 Pauling, Foothill Ranch, California 92610, USA
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T. Roche
;
T. Roche
2
TAE Technologies Inc
, 19631 Pauling, Foothill Ranch, California 92610, USA
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R. Smith;
R. Smith
2
TAE Technologies Inc
, 19631 Pauling, Foothill Ranch, California 92610, USA
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E. Trask
;
E. Trask
2
TAE Technologies Inc
, 19631 Pauling, Foothill Ranch, California 92610, USA
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S. Dettrick
;
S. Dettrick
2
TAE Technologies Inc
, 19631 Pauling, Foothill Ranch, California 92610, USA
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H. Gota
;
H. Gota
2
TAE Technologies Inc
, 19631 Pauling, Foothill Ranch, California 92610, USA
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J. B. Titus
;
J. B. Titus
2
TAE Technologies Inc
, 19631 Pauling, Foothill Ranch, California 92610, USA
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R. M. Magee
R. M. Magee
2
TAE Technologies Inc
, 19631 Pauling, Foothill Ranch, California 92610, USA
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a)Author to whom correspondence should be addressed: [email protected]
Phys. Plasmas 28, 062503 (2021)
Article history
Received:
March 05 2021
Accepted:
May 25 2021
Citation
M. Dikovsky, E. A. Baltz, R. Von Behren, S. Geraedts, A. Kast, I. Langmore, T. Madams, P. Norgaard, J. C. Platt, J. Romero, T. Roche, R. Smith, E. Trask, S. Dettrick, H. Gota, J. B. Titus, R. M. Magee; Multi-instrument Bayesian reconstruction of plasma shape evolution in the C-2W experiment. Phys. Plasmas 1 June 2021; 28 (6): 062503. https://doi.org/10.1063/5.0049530
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