activity
20082021
most citedDetermining cross sections from transport coefficients using deep neural networks

34 citations · 149 across the 9 of their papers we have counts for

collaborators

9 papers

physics.chem-ph2021★ 8 cited

Toward a complete and comprehensive cross section database for electron scattering from NO using machine learning

Peter W. Stokes, Ronald D. White, Laurence Campbell +1

We review experimental and theoretical cross sections for electron scattering in nitric oxide (NO) and form a comprehensive set of plausible cross sections. To assess the accuracy…

physics.plasm-ph2021★ 9 cited

An improved set of electron-THFA cross sections refined through a neural network-based analysis of swarm data

Peter W. Stokes, Sean P. Foster, Madalyn J. E. Casey +6

We review experimental and theoretical cross sections for electron transport in -tetrahydrofurfuryl alcohol (THFA) and, in doing so, propose a plausible complete set. To assess…

physics.plasm-ph2020★ 18 cited

Self-consistent electron-THF cross sections derived using data-driven swarm analysis with a neural network model

Peter W. Stokes, Madalyn J. E. Casey, Daniel G. Cocks +4

We present a set of self-consistent cross sections for electron transport in gaseous tetrahydrofuran (THF), that refines the set published in our previous study [J. de Urquijo et a…

physics.plasm-ph2019★ 34 cited

Determining cross sections from transport coefficients using deep neural networks

Peter W. Stokes, Daniel G. Cocks, Michael J. Brunger +1

We present a neural network for the solution of the inverse swarm problem of deriving cross sections from swarm transport data. To account for the uncertainty inherent to this some…

physics.chem-ph2019

Temperature-induced negative differential conductivity

M J E Casey, D G Cocks, G J Boyle +4

We report on the existence of temperature induced negative differential conductivity (NDC) for electrons in gaseous nitrogen. The important role of superelastic rotational collisio…

physics.atom-ph2016★ 28 cited

Ab-initio electron scattering cross-sections and transport in liquid xenon

Greg Boyle, Robert McEachran, Daniel Cocks +4

Ab-initio electron - liquid phase xenon fully differential cross-sections for electrons scattering in liquid xenon are developed from a solution of the Dirac-Fock scattering equati…