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02/27/2023
Learning Electron Bunch Distribution along a FEL Beamline by Normalising Flows
Understanding and control of Laser-driven Free Electron Lasers remain to...
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11/09/2022
Continual learning autoencoder training for a particle-in-cell simulation via streaming
The upcoming exascale era will provide a new generation of physics simul...
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10/16/2021
Challenges Porting a C++ Template-Metaprogramming Abstraction Layer to Directive-based Offloading
HPC systems employ a growing variety of compute accelerators with differ...
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06/01/2021
Invertible Surrogate Models: Joint surrogate modelling and reconstruction of Laser-Wakefield Acceleration by invertible neural networks
Invertible neural networks are a recent technique in machine learning pr...
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06/01/2021
Data-Driven Shadowgraph Simulation of a 3D Object
In this work we propose a deep neural network based surrogate model for ...
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09/08/2020