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Journal Articles

Multi-level noise reduction for 2D backlighting x-ray radiography using Frequency Residual U-Net

Editor’s PickOpen Access
Rui Hua, Chaoyu Sun, Chuankui Sun, Bolun Chen, Wenyong Miao, Shaoyong Tu, Zhongjing Chen, Yongteng Yuan, Changyin Sun, Liang Guo
Journal: Physics of Plasmas
Phys. Plasmas 32, 073902 (2025)
https://doi.org/10.1063/5.0256601
Published: July 2025
View articletitled, Multi-level noise reduction for 2D backlighting x-ray radiography using Frequency Residual U-Net
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Journal Articles

Latent space mapping: Revolutionizing predictive models for divertor plasma detachment control

Editor’s PickOpen Access
Ben Zhu, Menglong Zhao, Xue-Qiao Xu, Anchal Gupta, KyuBeen Kwon, Xinxing Ma, David Eldon
Journal: Physics of Plasmas
Phys. Plasmas 32, 062508 (2025)
https://doi.org/10.1063/5.0267930
Published: June 2025
View articletitled, Latent space mapping: Revolutionizing predictive models for divertor plasma detachment control
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Journal Articles

A generative artificial intelligence framework for long-time plasma turbulence simulations

Open Access
B. Clavier, D. Zarzoso, D. del-Castillo-Negrete, E. Frénod
Journal: Physics of Plasmas
Phys. Plasmas 32, 063905 (2025)
https://doi.org/10.1063/5.0255386
Published: June 2025
View articletitled, A generative artificial intelligence framework for long-time plasma turbulence simulations
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Journal Articles

Data-driven discovery of nonlinear dynamics in complex systems through phase-space informed neural ordinary differential equations

Open Access
David Garrido González, Nathaniel Saura, Sadruddin Benkadda, Peter Beyer
Journal: Physics of Plasmas
Phys. Plasmas 32, 063904 (2025)
https://doi.org/10.1063/5.0270212
Published: June 2025
View articletitled, Data-driven discovery of nonlinear dynamics in complex systems through phase-space informed neural ordinary differential equations
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Journal Articles

Machine learning enhanced predictions of ICRF heating: Overcoming numerical limitations via data curation

Open Access
A. Sanchez-Villar, Z. Bai, N. Bertelli, E. W. Bethel, J. Hillairet, T. Perciano, S. Shiraiwa, G. M. Wallace, J. C. Wright
Journal: Physics of Plasmas
Phys. Plasmas 32, 062504 (2025)
https://doi.org/10.1063/5.0268341
Published: June 2025
View articletitled, Machine learning enhanced predictions of ICRF heating: Overcoming numerical limitations via data curation
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Journal Articles

Machine learning-based prediction of laser ablation impulse from plasma spectra

Open Access
Heyan Gao, Ying Wang, Jifei Ye, Anmin Chen, Ming Wen, Diankai Wang, Bangdeng Du, Sai Li, Qianqian Cui
Journal: Physics of Plasmas
Phys. Plasmas 32, 063301 (2025)
https://doi.org/10.1063/5.0257411
Published: June 2025
View articletitled, Machine learning-based prediction of laser ablation impulse from plasma spectra
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Journal Articles

Laser aberration signatures in expelled electrons from a tenuous gas

Open Access
A. E. Raymond, S. Ravichandran, S.-W. Bahk, A. Longman, L. Roso, R. Fedosejevs, C. Mileham, I. A. Begishev, S. Qin, N. Dauphin, J. Shamlian, W. T. Hill, III, H. G. Rinderknecht
Journal: Physics of Plasmas
Phys. Plasmas 32, 062101 (2025)
https://doi.org/10.1063/5.0272444
Published: June 2025
View articletitled, Laser aberration signatures in expelled electrons from a tenuous gas
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Journal Articles

Three-dimensional reconstruction of inertial confinement fusion hot-spot plasma from x-ray and nuclear diagnostics on OMEGA

FeaturedScilightOpen Access
K. Churnetski, K. M. Woo, W. Theobald, R. Betti, L. Ceurvorst, C. J. Forrest, V. Gopalaswamy, P. V. Heuer, S. T. Ivancic, J. P. Knauer, A. Lees, M. Michalko, M. J. Rosenberg, R. C. Shah, C. Stoeckl, C. A. Thomas, S. P. Regan
Journal: Physics of Plasmas
Phys. Plasmas 32, 052711 (2025)
https://doi.org/10.1063/5.0268312
Published: May 2025
View articletitled, Three-dimensional reconstruction of inertial confinement fusion hot-spot plasma from x-ray and nuclear diagnostics on OMEGA
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Journal Articles

Investigating characteristics of the growth rates from QuaLiKiz using an interpretable surrogate model

Open Access
A. Gillgren, E. Fransson, A. Ludvig-Osipov, W. Enström, L. Flyckt, M. Green, M. Kvartsén, Y. Liljegren, E. Olsson, A. Orthag, H. Wennberg, P. Strand
Journal: Physics of Plasmas
Phys. Plasmas 32, 052306 (2025)
https://doi.org/10.1063/5.0261456
Published: May 2025
View articletitled, Investigating characteristics of the growth rates from QuaLiKiz using an interpretable surrogate model
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Journal Articles

Summary report from the mini-conference on Digital Twins for Fusion Research

Open Access
D. P. Schissel, R. M. Nazikian, T. Gibbs
Journal: Physics of Plasmas
Phys. Plasmas 32, 050601 (2025)
https://doi.org/10.1063/5.0273586
Published: May 2025
View articletitled, Summary report from the mini-conference on Digital Twins for Fusion Research
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Journal Articles

Quantitative modeling of inward particle transport in linear plasma device using machine learning techniques

Open Access
Y. Zhou, Z. Zhang, T. Xu, R. Yuan, G. Chen, C. Xiao
Journal: Physics of Plasmas
Phys. Plasmas 32, 052303 (2025)
https://doi.org/10.1063/5.0260698
Published: May 2025
View articletitled, Quantitative modeling of inward particle transport in linear plasma device using machine learning techniques
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Journal Articles

Exploring scenarios for enhanced fuel compression and performance on the National Ignition Facility with machine-learning-aided design techniques

Open Access
P. F. Schmit, C. R. Weber, D. S. Clark, A. L. Kritcher, S. A. MacLaren
Journal: Physics of Plasmas
Phys. Plasmas 32, 042708 (2025)
https://doi.org/10.1063/5.0243836
Published: April 2025
View articletitled, Exploring scenarios for enhanced fuel compression and performance on the National Ignition Facility with machine-learning-aided design techniques
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Journal Articles

A microwave reflection diagnostics of inhomogeneous plasma distribution based on multi-peak points phenomenon

Open Access
Min Yang, Sa Jia, Longjie Qiao, Haoyan Liu, Jin Li, Jiu Wen Yang, Shiyu Yin, Yuxuan Gao
Journal: Physics of Plasmas
Phys. Plasmas 32, 042113 (2025)
https://doi.org/10.1063/5.0263342
Published: April 2025
View articletitled, A microwave reflection diagnostics of inhomogeneous plasma distribution based on multi-peak points phenomenon
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Journal Articles

Using deep learning for the detection of UFOs within the JET tokamak

Open Access
Matthew Field, Steve Etches, Daniel Collishaw-Schepman, Jacob Connors, Pedro Carvalho, Scott Silburn, EUROfusion Tokamak Exploitation Team, JET Contributors
Journal: Physics of Plasmas
Phys. Plasmas 32, 042508 (2025)
https://doi.org/10.1063/5.0261120
Published: April 2025
View articletitled, Using deep learning for the detection of UFOs within the JET tokamak
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Journal Articles

Designing a quantum-accurate machine-learning potential to enable large-scale simulations of deuterium under shock

Open Access
J. X. D'Souza, S. X. Hu, D. I. Mihaylov, V. V. Karasiev, V. N. Goncharov, S. Zhang
Journal: Physics of Plasmas
Phys. Plasmas 32, 042701 (2025)
https://doi.org/10.1063/5.0254638
Published: April 2025
View articletitled, Designing a quantum-accurate machine-learning potential to enable large-scale simulations of deuterium under shock
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Journal Articles

Enhanced laser-driven ion acceleration through random walk-based target modulation design

Open Access
Pudu Zhang, Weiquan Wang, Ze Li, Yuqing Wei, Hongyu Zhou, Guobo Zhang, Debin Zou, Xiaohu Yang, Yan Yin, Fuqiu Shao
Journal: Physics of Plasmas
Phys. Plasmas 32, 043103 (2025)
https://doi.org/10.1063/5.0248174
Published: April 2025
View articletitled, Enhanced laser-driven ion acceleration through random walk-based target modulation design
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Journal Articles

A physics-constrained deep learning treatment of runaway electron dynamics

FeaturedOpen Access
Christopher J. McDevitt, Jonathan S. Arnaud, Xian-Zhu Tang
Journal: Physics of Plasmas
Phys. Plasmas 32, 042503 (2025)
https://doi.org/10.1063/5.0253370
Published: April 2025
View articletitled, A physics-constrained deep learning treatment of runaway electron dynamics
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Journal Articles

An efficient surrogate model of secondary electron formation and evolution

FeaturedOpen Access
Christopher J. McDevitt, Jonathan S. Arnaud, Xian-Zhu Tang
Journal: Physics of Plasmas
Phys. Plasmas 32, 042504 (2025)
https://doi.org/10.1063/5.0253374
Published: April 2025
View articletitled, An efficient surrogate model of secondary electron formation and evolution
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Journal Articles

Accuracy of Kohn–Sham density functional theory for warm- and hot-dense matter equation of state

Open Access
Phanish Suryanarayana, Arpit Bhardwaj, Xin Jing, Shashikant Kumar, John E. Pask
Journal: Physics of Plasmas
Phys. Plasmas 32, 033905 (2025)
https://doi.org/10.1063/5.0249729
Published: March 2025
View articletitled, Accuracy of Kohn–Sham density functional theory for warm- and hot-dense matter equation of state
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Journal Articles

Understanding of parameter dependence among the radiative collapse data in LHD plasmas with a causal discovery approach

Open Access
A. Anzai, E. Narita, M. Honda, Y. Morishita, S. Murakami
Journal: Physics of Plasmas
Phys. Plasmas 32, 033903 (2025)
https://doi.org/10.1063/5.0254059
Published: March 2025
View articletitled, Understanding of parameter dependence among the radiative collapse data in LHD plasmas with a causal discovery approach
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