most citedAccelerating Particle-in-Cell Kinetic Plasma Simulations via Reduced-Order Modeling of Space-Charge Dynamics using Dynamic Mode Decomposition

6 citations

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2 papers

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…

cs.CV2022★ 5 cited

Halftoning with Multi-Agent Deep Reinforcement Learning

Haitian Jiang, Dongliang Xiong, Xiaowen Jiang +3

Deep neural networks have recently succeeded in digital halftoning using vanilla convolutional layers with high parallelism. However, existing deep methods fail to generate halfton…