An iterative deep learning procedure for determining electron scattering cross-sections from transport coefficients

An iterative deep learning procedure for determining electron scattering cross-sections from transport coefficients

We propose improvements to the artificial neural network (ANN) method of determining electron scattering cross-sections from swarm data proposed by coauthors. A limitation inherent to this problem, known as the inverse swarm problem, is the non-unique nature of its solutions, particularly when there...

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Bibliographic Details
Main Authors: Dale L Muccignat, Gregory G Boyle, Nathan A Garland, Peter W Stokes, Ronald D White
Format: Article
Language:English
Published: IOP Publishing 2024-01-01
Series:Machine Learning: Science and Technology
Subjects:
swarm analysis
inverse problem
Boltzmann equation
machine learning
Online Access:https://doi.org/10.1088/2632-2153/ad2fed

Internet

https://doi.org/10.1088/2632-2153/ad2fed

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