activity
20232025
most citedShallow Recurrent Decoder for Reduced Order Modeling of Plasma Dynamics

7 citations · 12 across the 10 of their papers we have counts for

collaborators

10 papers

physics.plasm-ph2025

Benchmark for two-dimensional large scale coherent structures in partially magnetized ExB plasmas -- Community collaboration & lessons learned

Andrew T. Powis, Eduardo Ahedo, Alejandro Álvarez Laguna +38

Low-temperature plasmas are essential to both fundamental scientific research and critical industrial applications. As in many areas of science, numerical simulations have become a…

physics.plasm-ph2025

Investigation of the influence of electrostatic excitation on instabilities and electron transport in ExB plasma configurations

Maryam Reza, Farbod Faraji, Aaron Knoll +1

Partially magnetized plasmas in ExB configurations - where the electric and magnetic fields are mutually perpendicular - exhibit a cross-field transport behavior, which is widely b…

physics.plasm-ph2024★ 1 cited

Latest progress on the reduced-order particle-in-cell scheme: II. Quasi-3D implementation and verification

Maryam Reza, Farbod Faraji, Aaron Knoll

Across many plasma applications, the underlying phenomena and interactions among the involved processes are known to exhibit three-dimensional characteristics. Furthermore, the glo…

physics.plasm-ph2024

Latest progress on the reduced-order particle-in-cell scheme: I. refining the underlying formulation

Maryam Reza, Farbod Faraji, Aaron Knoll

The particle-in-cell (PIC) method is a well-established and widely used kinetic plasma modelling approach that provides a hybrid Lagrangian-Eulerian approach to solve the plasma ki…

physics.plasm-ph2024★ 7 cited

Shallow Recurrent Decoder for Reduced Order Modeling of Plasma Dynamics

J. Nathan Kutz, Maryam Reza, Farbod Faraji +1

Reduced order models are becoming increasingly important for rendering complex and multiscale spatio-temporal dynamics computationally tractable. The computational efficiency of su…

physics.plasm-ph2024★ 2 cited

Data-driven local operator finding for reduced-order modelling of plasma systems: II. Application to parametric dynamics

Farbod Faraji, Maryam Reza, Aaron Knoll +1

Real-world systems often exhibit dynamics influenced by various parameters, either inherent or externally controllable, necessitating models capable of reliably capturing these par…

physics.plasm-ph2024★ 2 cited

Data-driven local operator finding for reduced-order modelling of plasma systems: I. Concept and verifications

Farbod Faraji, Maryam Reza, Aaron Knoll +1

Reduced-order plasma models that can efficiently predict plasma behavior across various settings and configurations are highly sought after yet elusive. The demand for such models…

physics.plasm-ph2023

Effects of the applied fields' strength on the plasma behavior and processes in ExB plasma discharges of various propellants: II. Magnetic field

Maryam Reza, Farbod Faraji, Aaron Knoll

We present in this part II the effects of the magnetic field intensity on the properties of the plasma discharge and the underlying phenomena for different propellant's ion mass. T…

physics.plasm-ph2023

Effects of the applied fields' strength on the plasma behavior and processes in ExB plasma discharges of various propellants: I. Electric field

Maryam Reza, Farbod Faraji, Aaron Knoll

We present, in this two-part article, an extensive study on the influence that the magnitudes of the applied electric (E) and magnetic (B) fields have on a collisionless plasma dis…

physics.plasm-ph2023

Influence of the magnetic field's curvature on the radial-azimuthal dynamics of a Hall thruster plasma discharge with different propellants

Maryam Reza, Farbod Faraji, Aaron Knoll

The topology of the applied magnetic field is an important design aspect of Hall thrusters. For modern Hall thrusters, the field topology most often features curved lines with a co…