Hierarchical-embedding autoencoder with a predictor (HEAP) as efficient architecture for learning long-term evolution of complex multi-scale physical systems
Fuente:
arXiv
Saved in:
| Main Authors: | Khrabry, Alexander, Startsev, Edward, Powis, Andrew, Kaganovich, Igor |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Deep Wave Network for Modeling Multi-Scale Physical Dynamics
by: Khrabry, Alexander I., et al.
Published: (2026)
by: Khrabry, Alexander I., et al.
Published: (2026)
Accelerating kinetic plasma simulations with machine learning generated initial conditions
by: Powis, Andrew T., et al.
Published: (2025)
by: Powis, Andrew T., et al.
Published: (2025)
Sheath electron heating in surface wave discharges driven at microwave frequencies
by: Eremin, Denis, et al.
Published: (2025)
by: Eremin, Denis, et al.
Published: (2025)
Three-dimensional Helical-rotating Plasma Structures in Beam-generated Partially Magnetized Plasmas
by: Chen, Jian, et al.
Published: (2025)
by: Chen, Jian, et al.
Published: (2025)
Establishing Criteria for the Transition from Kinetic to Fluid Modeling in Hollow Cathode Analysis
by: Villafana, Willca, et al.
Published: (2024)
by: Villafana, Willca, et al.
Published: (2024)
Investigating Instabilities in Magnetized Low-pressure Capacitively-Coupled RF Plasma using Particle-in-Cell (PIC) Simulations
by: Ganta, Sathya, et al.
Published: (2024)
by: Ganta, Sathya, et al.
Published: (2024)
Numerical thermalization in 2D PIC simulations: Practical estimates for low temperature plasma simulations
by: Jubin, Sierra, et al.
Published: (2024)
by: Jubin, Sierra, et al.
Published: (2024)
Ion-neutral and neutral-neutral scattering in argon at KeV energies and implications for high-aspect-ratio etching
by: Khrabrov, Alexander V., et al.
Published: (2026)
by: Khrabrov, Alexander V., et al.
Published: (2026)
Partially Ionized Plasma Physics and Technological Applications
by: Kaganovich, Igor, et al.
Published: (2026)
by: Kaganovich, Igor, et al.
Published: (2026)
Modeling the low-pressure high-voltage branch of the Paschen curve for hydrogen and deuterium
by: Khrabrov, Alexander V., et al.
Published: (2024)
by: Khrabrov, Alexander V., et al.
Published: (2024)
Encoding of linear kinetic plasma problems in quantum circuits via data compression
by: Novikau, Ivan, et al.
Published: (2024)
by: Novikau, Ivan, et al.
Published: (2024)
Simulation Studies of Resonant Excitation of Electron Bernstein Waves in Capacitive Discharges
by: Gautam, Deepak, et al.
Published: (2025)
by: Gautam, Deepak, et al.
Published: (2025)
Resonantly Driven Electron Bernstein Waves in Magnetized Low-Pressure Capacitive Discharges
by: Gautam, Deepak, et al.
Published: (2025)
by: Gautam, Deepak, et al.
Published: (2025)
On applications of quantum computing to plasma simulations
by: Dodin, I. Y., et al.
Published: (2020)
by: Dodin, I. Y., et al.
Published: (2020)
Excitation of electrostatic solitary waves and surface waves in ion beam neutralization process
by: Nuwal, Nakul, et al.
Published: (2022)
by: Nuwal, Nakul, et al.
Published: (2022)
Particle-In-Cell Informed Kinetic Modeling of Nonlinear Skin Effects in Low-Frequency Inductively Coupled Plasmas
by: Sun, Haomin, et al.
Published: (2025)
by: Sun, Haomin, et al.
Published: (2025)
Benchmark for two-dimensional large scale coherent structures in partially magnetized ExB plasmas -- Community collaboration & lessons learned
by: Powis, Andrew T., et al.
Published: (2025)
by: Powis, Andrew T., et al.
Published: (2025)
Data efficiency and long term prediction capabilities for neural operator surrogate models of core and edge plasma codes
by: Carey, N., et al.
Published: (2024)
by: Carey, N., et al.
Published: (2024)
Nonlinear skin effect regime when a radio frequency electromagnetic field penetrates into a background plasma
by: Sun, Haomin, et al.
Published: (2025)
by: Sun, Haomin, et al.
Published: (2025)
Improved algorithm for a two-dimensional Darwin particle-in-cell code
by: Sydorenko, Dmytro, et al.
Published: (2024)
by: Sydorenko, Dmytro, et al.
Published: (2024)
LCODE: Quasistatic code for simulating long-term evolution of three-dimensional plasma wakefields
by: Kargapolov, I. Yu., et al.
Published: (2024)
by: Kargapolov, I. Yu., et al.
Published: (2024)
Rarefied xenon flow in orificed hollow cathodes
by: Taunay, Pierre-Yves C. R., et al.
Published: (2024)
by: Taunay, Pierre-Yves C. R., et al.
Published: (2024)
DeepPropNet: an operator learning-based predictor for thermal plasma properties
by: Wang, Zuo, et al.
Published: (2026)
by: Wang, Zuo, et al.
Published: (2026)
Higher-order nonequilibrium term: Effective power density quantifying evolution towards or away from local thermodynamic equilibrium
by: Barbhuiya, M. Hasan, et al.
Published: (2024)
by: Barbhuiya, M. Hasan, et al.
Published: (2024)
Multi-Electrode Dielectric Barrier Discharge Actuators: Geometrical Optimization of High Power Density Array
by: Tang, Anthony, et al.
Published: (2024)
by: Tang, Anthony, et al.
Published: (2024)
AC-Augmented Dielectric Barrier Discharge
by: Tang, Anthony, et al.
Published: (2024)
by: Tang, Anthony, et al.
Published: (2024)
Empirical scaling laws for self-focused laser pulses in nitrogen plasmas
by: Martelli, Lorenzo, et al.
Published: (2025)
by: Martelli, Lorenzo, et al.
Published: (2025)
Time evolutions of information entropies in a one-dimensional Vlasov-Poisson system
by: Maekaku, K., et al.
Published: (2024)
by: Maekaku, K., et al.
Published: (2024)
Quasi-monoenergetic multi-GeV electron acceleration in a plasma waveguide
by: Lahaye, Ronan, et al.
Published: (2025)
by: Lahaye, Ronan, et al.
Published: (2025)
Embedding physical symmetries into machine-learned reduced plasma physics models via data augmentation
by: McGrae-Menge, Madox C., et al.
Published: (2025)
by: McGrae-Menge, Madox C., et al.
Published: (2025)
Role of field ionization in laser pulse evolution during interaction of long laser pulse with gaseous hydrogen atoms
by: Elnaz Khalilzadeh, et al.
Published: (2024)
by: Elnaz Khalilzadeh, et al.
Published: (2024)
Laser ion acceleration from concave targets by subpicosecond pulses
by: Lezhnin, K. V., et al.
Published: (2026)
by: Lezhnin, K. V., et al.
Published: (2026)
ThinCurr: An open-source 3D thin-wall eddy current modeling code for the analysis of large-scale systems of conducting structures
by: Hansen, Christopher, et al.
Published: (2024)
by: Hansen, Christopher, et al.
Published: (2024)
DC-Augmented Dielectric Barrier Discharge (DCA-DBD)
by: Tang, Anthony, et al.
Published: (2024)
by: Tang, Anthony, et al.
Published: (2024)
Automated simulation-based design via multi-fidelity active learning and optimisation for laser direct drive implosions
by: Crilly, A. J., et al.
Published: (2025)
by: Crilly, A. J., et al.
Published: (2025)
Longitudinal tapering in meter-scale gas jets for increased efficiency of laser plasma accelerators
by: Li, R., et al.
Published: (2024)
by: Li, R., et al.
Published: (2024)
Chaotic diffusion in multi-scale turbulence
by: Huang, Yueheng, et al.
Published: (2021)
by: Huang, Yueheng, et al.
Published: (2021)
Quantum Chemistry Model of Surface Reactions and Kinetic Model of Diamond Growth: Effects of CH3 Radicals and C2H2 Molecules at Low-Temperatures CVD
by: Barsukov, Yuri, et al.
Published: (2024)
by: Barsukov, Yuri, et al.
Published: (2024)
Critical velocity-space mode scalings in linear and nonlinear Landau damping for the Vlasov--Poisson system
by: Guberman, Noah K., et al.
Published: (2026)
by: Guberman, Noah K., et al.
Published: (2026)
Organic reactions in plasma–liquid systems for environmental applications
by: Yury Gorbanev, et al.
Published: (2024)
by: Yury Gorbanev, et al.
Published: (2024)
Similar Items
-
Deep Wave Network for Modeling Multi-Scale Physical Dynamics
by: Khrabry, Alexander I., et al.
Published: (2026) -
Accelerating kinetic plasma simulations with machine learning generated initial conditions
by: Powis, Andrew T., et al.
Published: (2025) -
Sheath electron heating in surface wave discharges driven at microwave frequencies
by: Eremin, Denis, et al.
Published: (2025) -
Three-dimensional Helical-rotating Plasma Structures in Beam-generated Partially Magnetized Plasmas
by: Chen, Jian, et al.
Published: (2025) -
Establishing Criteria for the Transition from Kinetic to Fluid Modeling in Hollow Cathode Analysis
by: Villafana, Willca, et al.
Published: (2024)