1 code implementation • 29 Mar 2016 • Carlo Graziani, Petros Tzeferacos, Donald Q. Lamb, Chikang Li
Proton radiography is an important diagnostic method for laser plasma experiments, and is particularly important in the analysis of magnetized plasmas.
Plasma Physics Instrumentation and Detectors
no code implementations • 29 Mar 2021 • Agnimitra Dasgupta, Carlo Graziani, Zichao Wendy Di
Tomographic reconstruction, despite its revolutionary impact on a wide range of applications, suffers from its ill-posed nature in that there is no unique solution because of limited and noisy measurements.
1 code implementation • 23 Mar 2022 • Nick Rittler, Carlo Graziani, Jiali Wang, Rao Kotamarthi
We discuss an approach to probabilistic forecasting based on two chained machine-learning steps: a dimensional reduction step that learns a reduction map of predictor information to a low-dimensional space in a manner designed to preserve information about forecast quantities; and a density estimation step that uses the probabilistic machine learning technique of normalizing flows to compute the joint probability density of reduced predictors and forecast quantities.
no code implementations • 27 May 2022 • Carlo Graziani, Marieme Ngom
Modern advanced manufacturing and advanced materials design often require searches of relatively high-dimensional process control parameter spaces for settings that result in optimal structure, property, and performance parameters.
no code implementations • 26 Sep 2023 • Marieme Ngom, Carlo Graziani
We introduce OS-net (Orbitally Stable neural NETworks), a new family of neural network architectures specifically designed for periodic dynamical data.