24 citations · 42 across the 11 of their papers we have counts for
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physics.plasm-ph2023★ 6 cited
Accelerating Particle-in-Cell Kinetic Plasma Simulations via Reduced-Order Modeling of Space-Charge Dynamics using Dynamic Mode Decomposition
Indranil Nayak, Fernando L. Teixeira, Dong-Yeop Na +2
We present a data-driven reduced-order modeling of the space-charge dynamics for electromagnetic particle-in-cell (EMPIC) plasma simulations based on dynamic mode decomposition (DM…
physics.plasm-ph2020★ 24 cited
Detection and Prediction of Equilibrium States in Kinetic Plasma Simulations via Mode Tracking using Reduced-Order Dynamic Mode Decomposition
Indranil Nayak, Mrinal Kumar, Fernando L. Teixeira
A dynamic mode decomposition (DMD) based reduced-order model (ROM) is developed for tracking, detection, and prediction of kinetic plasma behavior. DMD is applied to the high-fidel…