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Journal Articles

Deep learning via CNN for identification of blue core phenomenon in helicon plasma discharge

Xianyi Yin, Qinlong Song, Shiyang Cheng, Haibao Zhang
Journal: Physics of Plasmas
Phys. Plasmas 31, 123901 (2024)
https://doi.org/10.1063/5.0233814
Published: December 2024
View article titled, Deep learning via CNN for identification of blue core phenomenon in helicon plasma discharge
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Journal Articles

Deep learning based x-ray spectrometer for high repetition rate characterization of betatron radiation

Editor’s Pick
N. F. Beier, V. Senthilkumaran, E. Kriz, S. Fourmaux, F. Légaré, T. Ma, A. E. Hussein
Journal: Physics of Plasmas
Phys. Plasmas 31, 103106 (2024)
https://doi.org/10.1063/5.0219183
Published: October 2024
View article titled, Deep learning based x-ray spectrometer for high repetition rate characterization of betatron radiation
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Journal Articles

Data-driven prediction of scaling and ignition of inertial confinement fusion experiments

Editor’s Pick
Jim A. Gaffney, Kelli Humbird, Andrea Kritcher, Michael Kruse, Eugene Kur, Bogdan Kustowski, Ryan Nora, Brian Spears
Journal: Physics of Plasmas
Phys. Plasmas 31, 092702 (2024)
https://doi.org/10.1063/5.0215962
Published: September 2024
View article titled, Data-driven prediction of scaling and ignition of inertial confinement fusion experiments
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Journal Articles

Phase retrieval for refraction-enhanced x-ray radiography using a deep neural network

S. Jiang, O. L. Landen, H. D. Whitley, S. Hamel, R. A. London, P. Sterne, S. B. Hansen, S. X. Hu, G. W. Collins, Y. Ping
Journal: Physics of Plasmas
Phys. Plasmas 31, 093901 (2024)
https://doi.org/10.1063/5.0211331
Published: September 2024
View article titled, Phase retrieval for refraction-enhanced x-ray radiography using a deep neural network
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Journal Articles

A deep learning approach to fast analysis of collective Thomson scattering spectra

M. Pokornik, D. P. Higginson, G. Swadling, D. Larson, K. Moczulski, B. Pollock, E. Tubman, P. Tzeferacos, H. S. Park, F. Beg, A. Arefiev, M. Manuel
Journal: Physics of Plasmas
Phys. Plasmas 31, 072115 (2024)
https://doi.org/10.1063/5.0201148
Published: July 2024
View article titled, A deep learning approach to fast analysis of collective Thomson scattering spectra
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Journal Articles

The capability of a deep learning based ODE solution for low temperature plasma chemistry

Bo Yin, Yifei Zhu, Xiancong Chen, Yun Wu
Journal: Physics of Plasmas
Phys. Plasmas 31, 063504 (2024)
https://doi.org/10.1063/5.0208790
Published: June 2024
View article titled, The capability of a deep learning based ODE solution for low temperature plasma chemistry
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Journal Articles

A physics-informed deep learning description of Knudsen layer reactivity reduction

Christopher J. McDevitt, Xian-Zhu Tang
Journal: Physics of Plasmas
Phys. Plasmas 31, 062701 (2024)
https://doi.org/10.1063/5.0207372
Published: June 2024
View article titled, A physics-informed deep learning description of Knudsen layer reactivity reduction
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Journal Articles

Deep learning-based predictive models for laser direct drive at the Omega Laser Facility

R. Ejaz, V. Gopalaswamy, A. Lees, C. Kanan, D. Cao, R. Betti
Journal: Physics of Plasmas
Phys. Plasmas 31, 052703 (2024)
https://doi.org/10.1063/5.0195675
Published: May 2024
View article titled, Deep learning-based predictive models for laser direct drive at the Omega Laser Facility
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Journal Articles

Representation learning algorithms for inferring machine independent latent features in pedestals in JET and AUG

A. E. Järvinen, A. Kit, Y. R. J. Poels, S. Wiesen, V. Menkovski, L. Frassinetti, M. Dunne, ASDEX Upgrade Team,, JET Contributors
Journal: Physics of Plasmas
Phys. Plasmas 31, 032508 (2024)
https://doi.org/10.1063/5.0177005
Published: March 2024
View article titled, Representation learning algorithms for inferring machine independent latent features in pedestals in JET and AUG
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Journal Articles

On learning latent dynamics of the AUG plasma state

A. Kit, A. E. Järvinen, Y. R. J. Poels, S. Wiesen, V. Menkovski, R. Fischer, M. Dunne, ASDEX-Upgrade Team
Journal: Physics of Plasmas
Phys. Plasmas 31, 032504 (2024)
https://doi.org/10.1063/5.0174128
Published: March 2024
View article titled, On learning latent dynamics of the AUG plasma state
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Journal Articles

Deep learning approaches for modeling laser-driven proton beams via phase-stable acceleration

Yao-Li Liu, Yen-Chen Chen, Chun-Sung Jao, Mao-Syun Wong, Chun-Han Huang, Han-Wei Chen, Shogo Isayama, Yasuhiro Kuramitsu
Journal: Physics of Plasmas
Phys. Plasmas 31, 013106 (2024)
https://doi.org/10.1063/5.0178238
Published: January 2024
View article titled, Deep learning approaches for modeling laser-driven proton beams via phase-stable acceleration
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Includes: Supplementary data
Journal Articles

A physics-informed deep learning model of the hot tail runaway electron seed

Editor’s Pick
Christopher J. McDevitt
Journal: Physics of Plasmas
Phys. Plasmas 30, 092501 (2023)
https://doi.org/10.1063/5.0164712
Published: September 2023
View article titled, A physics-informed deep learning model of the hot tail runaway electron seed
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