Turn-key constrained parameter space exploration for particle accelerators using Bayesian active learning R Roussel, JP Gonzalez-Aguilera, YK Kim, E Wisniewski, W Liu, P Piot, ... Nature Communications 12 (1), 1-7, 2021 | 26 | 2021 |
Phase space reconstruction from accelerator beam measurements using neural networks and differentiable simulations R Roussel, A Edelen, C Mayes, D Ratner, JP Gonzalez-Aguilera, S Kim, ... Physical Review Letters 130 (14), 145001, 2023 | 24 | 2023 |
Differentiable Preisach Modeling for Characterization and Optimization of Particle Accelerator Systems with Hysteresis R Roussel, A Edelen, D Ratner, K Dubey, JP Gonzalez-Aguilera, YK Kim, ... Physical Review Letters 128 (20), 204801, 2022 | 18 | 2022 |
Towards fully differentiable accelerator modeling J Gonzalez-Aguilera, YK Kim, R Roussel, A Edelen, C Mayes Proc. IPAC 23, 1725-1729, 2023 | 4 | 2023 |
Four-Dimensional Phase-Space Reconstruction of Flat and Magnetized Beams Using Neural Networks and Differentiable Simulations S Kim, JP Gonzalez-Aguilera, P Piot, G Chen, S Doran, YK Kim, W Liu, ... arXiv preprint arXiv:2402.18244, 2024 | 1 | 2024 |
Efficient 6-dimensional phase space reconstruction from experimental measurements using generative machine learning R Roussel, JP Gonzalez-Aguilera, A Edelen, E Wisniewski, A Ody, W Liu, ... arXiv preprint arXiv:2404.10853, 2024 | | 2024 |
Bayesian Techniques for Accelerator Characterization and Control RJ Roussel, AL Edelen, JP Gonzalez-Aguilera, YK Kim, CE Mayes SLAC National Accelerator Lab., Menlo Park, CA (United States), 2022 | | 2022 |
Bayesian active learning for autonomous parameter space exploration in particle accelerators JP Gonzalez-Aguilera, R Roussel, YK Kim APS April Meeting Abstracts 2022, F01. 054, 2022 | | 2022 |
Beam Diagnostics for Multi-Objective Bayesian Optimization at the Argonne Wakefield Accelerator Facility JP Gonzalez-Aguilera, R Roussel, YK Kim, W Liu, P Piot, JG Power, ... IPAC 21, Campinas, Brasil, 2021 | | 2021 |
Novel Accelerator Diagnostic Development for Multi-Objective Bayesian Optimization at the Argonne Wakefield Accelerator Facility JP Gonzalez Aguilera, R Roussel, YK Kim APS April Meeting Abstracts 2021, E15. 008, 2021 | | 2021 |
Implementación de algoritmos de aprendizaje supervisado en la búsqueda de estrellas variables JP González Aguilera Universidad de los Andes, 2019 | | 2019 |