Search Results - "Böckenhoff, Daniel"

Physics-regularized neural network of the ideal-MHD solution operator in Wendelstein 7-X configurations by Merlo, Andrea, Böckenhoff, Daniel, Schilling, Jonathan, Lazerson, Samuel Aaron, Pedersen, Thomas Sunn

“…The computational cost of constructing 3D magnetohydrodynamic (MHD) equilibria is one of the limiting factors in stellarator research and design. Although…”
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Physics-regularized neural network of the ideal-MHD solution operator in Wendelstein 7-X configurations by Merlo, Andrea, Böckenhoff, Daniel, Schilling, Jonathan, Lazerson, Samuel Aaron, Pedersen, Thomas Sunn, team, the W7-X

“…The computational cost of constructing 3D magnetohydrodynamic (MHD) equilibria is one of the limiting factors in stellarator research and design. Although…”
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Accelerated Bayesian inference of plasma profiles with self-consistent MHD equilibria at W7-X via neural networks by Merlo, Andrea, Pavone, Andrea, Böckenhoff, Daniel, Pasch, Ekkehard, Fuchert, Golo, Brunner, Kai Jakob, Rahbarnia, Kian, Schilling, Jonathan, Höfel, Udo, Kwak, Sehyun, Svensson, Jakob, Pedersen, Thomas Sunn, team, the W7-X

“…High-$\langle \beta \rangle$ operations require a fast and robust inference of plasma parameters with a self-consistent MHD equilibrium. Precalculated MHD…”
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Proof of concept of a fast surrogate model of the VMEC code via neural networks in Wendelstein 7-X scenarios by Merlo, Andrea, Böckenhoff, Daniel, Schilling, Jonathan, Höfel, Udo, Kwak, Sehyun, Svensson, Jakob, Pavone, Andrea, Lazerson, Samuel Aaron, Pedersen, Thomas Sunn, Team, W7-X

“…Nucl. Fusion 61 (2021) 096039 In magnetic confinement fusion research, the achievement of high plasma pressure is key to reaching the goal of net energy…”
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