Real-Time Plasma State Prediction via FPGA-Accelerated Quantized Recurrent Probabilistic Neural Networks

arXiv:2609.23141 · physics.plasm-ph, cs.LG · Submitted 2026-09-19 · Read on arXiv

physics.plasm-ph, cs.LG

Submitted: 2026-09-19

Updated: 2026-09-19

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Quantization — 1× in this paper · explained in 12 episodes
• Quantization-Aware Training — 1× in this paper · explained in 3 episodes

Related papers

• Reconstruction of Multiscale Plasma Dynamics Across Operating Regimes
• Is Your AI Fast Enough to Run a Fusion Reactor?
• GyroSwin: 5D Surrogates for Gyrokinetic Plasma Turbulence Simulations
• Electromagnetic ghosts in pair plasmas
• Collisionless whistler heat-flux instability in ultra-high- beta plasmas
• On the double-adiabatic equations in the relativistic regime