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Juan Pablo Gonzalez-Aguilera
Juan Pablo Gonzalez-Aguilera
Department of Physics and Enrico Fermi Institute, University of Chicago
Verified email at uchicago.edu - Homepage
Title
Cited by
Cited by
Year
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
312023
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
272021
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
212022
Towards fully differentiable accelerator modeling
J Gonzalez-Aguilera, Y Kim, R Roussel, A Edelen, C Mayes
Proc. IPAC'23, 1725-1729, 2023
72023
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
32024
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, ...
Physical Review Accelerators and Beams 27 (7), 074601, 2024
12024
Detailed characterization of coherent synchrotron radiation effects using generative phase space reconstruction
J Gonzalez-Aguilera, Y Kim, R Roussel, A Edelen
Proc. IPAC'24, 2442-2445, 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, ...
Proc. IPAC'21, 960-962, 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
PROGRESS ON COMBINING DIGITAL TWINS AND MACHINE LEARNING-BASED CONTROL FOR ACCELERATORS AT SLAC
AL Edelen, R Roussel, E Cropp, C Emma, C Mayes, D Ratner, J Bellister, ...
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