Relativistic electron model in the outer radiation belt using a neural network approach X Chu, D Ma, J Bortnik, WK Tobiska, A Cruz, SD Bouwer, H Zhao, Q Ma, ... Space Weather 19 (12), e2021SW002808, 2021 | 51 | 2021 |
Modeling the dynamic variability of sub‐relativistic outer radiation belt electron fluxes using machine learning D Ma, X Chu, J Bortnik, SG Claudepierre, WK Tobiska, A Cruz, ... Space Weather 20 (8), e2022SW003079, 2022 | 29 | 2022 |
Opening the black box of the radiation belt machine learning model D Ma, J Bortnik, X Chu, SG Claudepierre, Q Ma, A Kellerman Space Weather 21 (4), e2022SW003339, 2023 | 17 | 2023 |
Application of recurrent neural network to modeling Earth's global electron density S Huang, W Li, XC Shen, Q Ma, X Chu, D Ma, J Bortnik, L Capannolo, ... Journal of Geophysical Research: Space Physics 127 (9), e2022JA030695, 2022 | 17 | 2022 |
Auroral beads in conjunction with kinetic Alfvén waves in the equatorial inner‐magnetosphere S Tian, LR Lyons, Y Nishimura, JR Wygant, RL Lysak, CP Ferradas, X An, ... Geophysical research letters 49 (9), e2022GL098457, 2022 | 7 | 2022 |
The challenge to understand the zoo of particle transport regimes during resonant wave-particle interactions for given survey-mode wave spectra O Allanson, D Ma, A Osmane, JM Albert, J Bortnik, CEJ Watt, ... Frontiers in astronomy and space sciences 11, 1332931, 2024 | 6 | 2024 |
Machine learning interpretability of outer radiation belt enhancement and depletion events D Ma, J Bortnik, Q Ma, M Hua, X Chu Geophysical Research Letters 51 (1), e2023GL106049, 2024 | 6 | 2024 |
Distribution and evolution of chorus waves modeled by a neural network: The importance of imbalanced regression X Chu, J Bortnik, W Li, XC Shen, Q Ma, D Ma, D Malaspina, S Huang Space Weather 21 (10), e2023SW003524, 2023 | 5 | 2023 |
Evaluating the performance of empirical models of total electron density and whistler-mode wave amplitude in the Earth’s inner magnetosphere Q Ma, X Chu, D Ma, S Huang, W Li, J Bortnik, XC Shen Frontiers in Astronomy and Space Sciences 10, 1232702, 2023 | 5 | 2023 |
Nonlinear Landau resonant interaction between whistler waves and electrons: Excitation of electron-acoustic waves D Ma, X An, A Artemyev, J Bortnik, V Angelopoulos, XJ Zhang Physics of Plasmas 31 (2), 2024 | 4 | 2024 |
Dependence of electron flux dropouts in the Earth's outer radiation belt on energy and driving parameters during geomagnetic storms M Hua, J Bortnik, D Ma Journal of Geophysical Research: Space Physics 128 (10), e2023JA031882, 2023 | 4 | 2023 |
Modeling ring current proton fluxes using artificial neural network and Van Allen Probe measurements J Li, J Bortnik, X Chu, D Ma, S Tian, CP Wang, JW Manweiler, ... Space Weather 21 (5), e2022SW003257, 2023 | 4 | 2023 |
Deep learning model of hiss waves in the plasmasphere and plumes and their effects on radiation belt electrons S Huang, W Li, Q Ma, XC Shen, L Capannolo, M Hanzelka, X Chu, D Ma, ... Frontiers in Astronomy and Space Sciences 10, 1231578, 2023 | 3 | 2023 |
Imbalanced regressive neural network model for whistler‐mode hiss waves: Spatial and temporal evolution X Chu, J Bortnik, XC Shen, Q Ma, W Li, D Ma, D Malaspina, S Huang, ... Journal of Geophysical Research: Space Physics 129 (8), e2024JA032761, 2024 | 1 | 2024 |
Modeling the dynamic global distribution of the ring current oxygen ions using artificial neural network technique Q Wang, C Yue, J Li, J Bortnik, D Ma, CW Jun Space Weather 22 (6), e2023SW003779, 2024 | 1 | 2024 |
Fine structure of magnetospheric magnetosonic waves: 1. Elementary rising‐tone emissions within individual harmonic J Li, J Bortnik, S Tian, Q Ma, X An, D Ma, X Chu, J Wygant, WS Kurth, ... Journal of Geophysical Research: Space Physics 129 (3), e2024JA032462, 2024 | 1 | 2024 |
Simulating the Earth's outer radiation belt electron fluxes and their upper limit: A unified physics‐based model driven by the AL index D Ma, J Bortnik, Q Ma, M Hua, X Chu Geophysical Research Letters 51 (10), e2024GL109169, 2024 | | 2024 |
Machine‐learning based identification of the critical driving factors controlling storm‐time outer radiation belt electron flux dropouts M Hua, J Bortnik, D Ma Geophysical Research Letters 51 (10), e2024GL108268, 2024 | | 2024 |
Local acceleration and loss processes of relativistic electrons through fusing machine learning and Fokker-Planck diffusion models X Chu, Q Ma, J Bortnik, W Li, D Ma AGU Fall Meeting Abstracts 2023, SM12A-06, 2023 | | 2023 |
The Nature of Particle Transport During Cyclotron Resonant Interactions Depends on Timescales and the Pitch-Angle O Allanson, D Ma, A Osmane, J Bortnik, J Albert, J Spencer, C Watt, ... AGU Fall Meeting Abstracts 2023, SM14A-06, 2023 | | 2023 |