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physics.data-an2024★ 2 cited
Physics-informed Meta-instrument for eXperiments (PiMiX) with applications to fusion energy
Zhehui Wang, Shanny Lin, Miles Teng-Levy +24
Data-driven methods (DDMs), such as deep neural networks, offer a generic approach to integrated data analysis (IDA), integrated diagnostic-to-control (IDC) workflows through data…
physics.data-an2021
Neural Network for 3D ICF Shell Reconstruction from Single Radiographs
Bradley T. Wolfe, Zhizhong Han, Jonathan S. Ben-Benjamin +8
In inertial confinement fusion (ICF), X-ray radiography is a critical diagnostic for measuring implosion dynamics, which contains rich 3D information. Traditional methods for recon…