DOE OSTI · code-173286
Synapse v1.0
Abstract
Synapse (SYNergistic software platform for AI, Physics Simulations, and Experiments) is a software package meant to deploy real-time guidance from simulations during experimental campaigns, The software package contains functionalities to collect data from simulations (e.g. running at NERSC) and experiments (e.g. from the BELLA facility at LBNL) into a database, train ML surrogate models from this data, and display the predictions of the surrogate model in the control room of an experimental facility, so as to guide on-going experimental campaign. This software was developed as part of an on-going LDRD.
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Lehe, Remi [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)], Huebl, Axel [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)], Shapoval, Olga [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)], Jambunathan, Revathi [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)], Zoni, Edoardo [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)], Garten, Marco [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)], Diaz, Andrea [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)], Rodriguez, Ethan [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)], Dhamrait, Arjun [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)]. 2025-10-30. Synapse v1.0. https://doi.org/10.11578/dc.20260115.1
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