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Journal Articles

Inference of flow shear from reciprocating plasma potential measurements by means of Gaussian process regression

T. Nishizawa, P. Manz, S. Tokuda, G. Grenfell, M. Sasaki, S. Inagaki, Y. Kawachi, A. Fujisawa
Journal: Physics of Plasmas
Phys. Plasmas 32, 032507 (2025)
https://doi.org/10.1063/5.0254473
Published: March 2025
View article titled, Inference of flow shear from reciprocating plasma potential measurements by means of Gaussian process regression
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Journal Articles

Numerical investigation of positive and negative streamers in CO2/O2 mixtures

Hafiz Muhammad Tahir Nisar, Muhammad Farasat Abbas, Guang Yu Sun
Journal: Physics of Plasmas
Phys. Plasmas 32, 022109 (2025)
https://doi.org/10.1063/5.0247448
Published: February 2025
View article titled, Numerical investigation of positive and negative streamers in CO<sub>2</sub>/O<sub>2</sub> mixtures
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Journal Articles

A Gaussian process based surrogate approach for the optimization of cylindrical targets

William P. Gammel, Joshua Paul Sauppe, Paul Bradley
Journal: Physics of Plasmas
Phys. Plasmas 31, 072705 (2024)
https://doi.org/10.1063/5.0204411
Published: July 2024
View article titled, A Gaussian process based surrogate approach for the optimization of cylindrical targets
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Journal Articles

Toward machine-learning-assisted PW-class high-repetition-rate experiments with solid targets

D. A. Mariscal, B. Z. Djordjevic, R. Anirudh, J. Jayaraman-Thiagarajan, E. S. Grace, R. A. Simpson, K. K. Swanson, T. C. Galvin, D. Mittelberger, J. E. Heebner, R. Muir, E. Folsom, M. P. Hill, S. Feister, E. Ito, K. Valdez-Sereno, J. J. Rocca, J. Park, S. Wang, R. Hollinger, R. Nedbailo, B. Sullivan, G. Zeraouli, A. Shukla, P. Turaga, A. Sarkar, B. Van Essen, S. Liu, B. Spears, P.-T. Bremer, T. Ma
Journal: Physics of Plasmas
Phys. Plasmas 31, 073105 (2024)
https://doi.org/10.1063/5.0190553
Published: July 2024
View article titled, Toward machine-learning-assisted PW-class high-repetition-rate experiments with solid targets
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Journal Articles

Automatic JOREK calibration via batch Bayesian optimization

E. Crovini, S. J. P. Pamela, A. B. Duncan, JOREK Team
Journal: Physics of Plasmas
Phys. Plasmas 31, 063901 (2024)
https://doi.org/10.1063/5.0191997
Published: June 2024
View article titled, Automatic JOREK calibration via batch Bayesian optimization
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Journal Articles

A multifidelity Bayesian optimization method for inertial confinement fusion design

J. Wang, N. Chiang, A. Gillette, J. L. Peterson
Journal: Physics of Plasmas
Phys. Plasmas 31, 032706 (2024)
https://doi.org/10.1063/5.0191543
Published: March 2024
View article titled, A multifidelity Bayesian optimization method for inertial confinement fusion design
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Journal Articles

Gaussian process regression models for the properties of micro-tearing modes in spherical tokamaks

W. A Hornsby, A. Gray, J. Buchanan, B. S. Patel, D. Kennedy, F. J. Casson, C. M. Roach, M. B. Lykkegaard, H. Nguyen, N. Papadimas, B. Fourcin, J. Hart
Journal: Physics of Plasmas
Phys. Plasmas 31, 012303 (2024)
https://doi.org/10.1063/5.0174478
Published: January 2024
View article titled, Gaussian process regression models for the properties of micro-tearing modes in spherical tokamaks
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Journal Articles

On the transport of tracer particles in two-dimensional plasma edge turbulence

T. Gheorghiu, F. Militello, J. Juul Rasmussen
Journal: Physics of Plasmas
Phys. Plasmas 31, 013901 (2024)
https://doi.org/10.1063/5.0172484
Published: January 2024
View article titled, On the transport of tracer particles in two-dimensional plasma edge turbulence
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Journal Articles

Coupling multi-fidelity xRAGE with machine learning for graded inner shell design optimization in double shell capsules

N. N. Vazirani, M. J. Grosskopf, D. J. Stark, P. A. Bradley, B. M. Haines, E. N. Loomis, S. L. England, W. A. Scales
Journal: Physics of Plasmas
Phys. Plasmas 30, 062704 (2023)
https://doi.org/10.1063/5.0129565
Published: June 2023
View article titled, Coupling multi-fidelity xRAGE with machine learning for graded inner shell design optimization in double shell capsules
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Journal Articles

Neural network surrogate models for equations of state

Katherine L. Mentzer, J. Luc Peterson
Journal: Physics of Plasmas
Phys. Plasmas 30, 032704 (2023)
https://doi.org/10.1063/5.0126708
Published: March 2023
View article titled, Neural network surrogate models for equations of state
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Journal Articles

Machine learning on the ignition threshold for inertial confinement fusion

Chen Yang, Cunbo Zhang, Congzhang Gao, Xuefeng Xu, Chengxin Yu, Shuaichuang Wang, Zhengfeng Fan, Jie Liu
Journal: Physics of Plasmas
Phys. Plasmas 29, 082702 (2022)
https://doi.org/10.1063/5.0097554
Published: August 2022
View article titled, Machine learning on the ignition threshold for inertial confinement fusion
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Journal Articles

On validity of quasi-linear theory for non-resonant pitch-angle diffusion by finite amplitude parallel propagating Alfvén waves

Y. Nariyuki, M. Sasaki, T. Hada
Journal: Physics of Plasmas
Phys. Plasmas 29, 034501 (2022)
https://doi.org/10.1063/5.0079286
Published: March 2022
View article titled, On validity of quasi-linear theory for non-resonant pitch-angle diffusion by finite amplitude parallel propagating Alfvén waves
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Journal Articles

Coupling 1D xRAGE simulations with machine learning for graded inner shell design optimization in double shell capsules

N. N. Vazirani, M. J. Grosskopf, D. J. Stark, P. A. Bradley, B. M. Haines, E. Loomis, S. L. England, W. A. Scales
Journal: Physics of Plasmas
Phys. Plasmas 28, 122709 (2021)
https://doi.org/10.1063/5.0063745
Published: December 2021
View article titled, Coupling 1D xRAGE simulations with machine learning for graded inner shell design optimization in double shell capsules
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Journal Articles

Beyond optimization—supervised learning applications in relativistic laser-plasma experiments

Jinpu Lin, Qian Qian, Jon Murphy, Abigail Hsu, Alfred Hero, Yong Ma, Alexander G. R. Thomas, Karl Krushelnick
Journal: Physics of Plasmas
Phys. Plasmas 28, 083102 (2021)
https://doi.org/10.1063/5.0047940
Published: August 2021
View article titled, Beyond optimization—supervised learning applications in relativistic laser-plasma experiments
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Includes: Supplementary data
Journal Articles

Identification of time scales of the violation of the Stokes–Einstein relation in Yukawa liquids

Zahra Ghannad
Journal: Physics of Plasmas
Phys. Plasmas 28, 043702 (2021)
https://doi.org/10.1063/5.0046172
Published: April 2021
View article titled, Identification of time scales of the violation of the Stokes–Einstein relation in Yukawa liquids
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Journal Articles

Plasma parameter profile inference from limited data utilizing second-order derivative priors and physic-based constraints

Editor’s Pick
T. Nishizawa, M. Cavedon, R. Dux, F. Reimold, U. von Toussaint, ASDEX Upgrade Team
Journal: Physics of Plasmas
Phys. Plasmas 28, 032504 (2021)
https://doi.org/10.1063/5.0039011
Published: March 2021
View article titled, Plasma parameter profile inference from limited data utilizing second-order derivative priors and physic-based constraints
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Journal Articles

Turbulent transport of fast ions in tokamak plasmas in the presence of resonant magnetic perturbations

D. I. Palade
Journal: Physics of Plasmas
Phys. Plasmas 28, 022508 (2021)
https://doi.org/10.1063/5.0035541
Published: February 2021
View article titled, Turbulent transport of fast ions in tokamak plasmas in the presence of resonant magnetic perturbations
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Journal Articles

Simulation of plasma instabilities artificially induced in the equatorial ionosphere

Jingfan Gao, Lixin Guo, Zheng-Wen Xu, Haisheng Zhao
Journal: Physics of Plasmas
Phys. Plasmas 27, 092902 (2020)
https://doi.org/10.1063/5.0013329
Published: September 2020
View article titled, Simulation of plasma instabilities artificially induced in the equatorial ionosphere
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Journal Articles

Modeling gas–shell mixing in ICF with separated reactants

K. K. Mackay, J. E. Pino
Journal: Physics of Plasmas
Phys. Plasmas 27, 092704 (2020)
https://doi.org/10.1063/5.0014856
Published: September 2020
View article titled, Modeling gas–shell mixing in ICF with separated reactants
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Journal Articles

Characterizing filamentary magnetic structures in counter-streaming plasmas by Fourier analysis of proton images

Joseph Levesque, Carolyn Kuranz, Timothy Handy, Mario Manuel, Frederico Fiuza
Journal: Physics of Plasmas
Phys. Plasmas 26, 102303 (2019)
https://doi.org/10.1063/1.5100728
Published: October 2019
View article titled, Characterizing filamentary magnetic structures in counter-streaming plasmas by Fourier analysis of proton images
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