25–29 May 2026
La Biodola - Isola d'Elba (Italy)
Europe/Rome timezone
NB: The submission deadline for the Student Paper Awards is Monday, 11 May.

Real-Time Machine-Learning Inference Workflows at FRIB using EJFAT and ESNet

27 May 2026, 11:05
1h
Elena Room (Hotel Hermitage)

Elena Room

Hotel Hermitage

Poster presentation AI, Machine Learning, Real Time Simulation, Intelligent Signal Processing AI, Machine Learning, Real Time Simulation, Intelligent Signal Processing - PS

Speaker

Giordano Cerizza (Facility for Rare Isotope Beams @ Michigan State University)

Description

The Facility for Rare Isotope Beams (FRIB) is a United States Department of Energy Office of Science user facility focused on studying problems of national interest in low-energy nuclear physics. Real-time or near real-time analysis methods are critical tools for enabling FRIB science as new detectors and data acquisition technologies which allow for higher data rates and volumes are incorporated into laboratory systems. In addition, many experiments rely on computationally intensive analysis tasks where real-time processing on local computer systems is not feasible. The Energy Sciences Network (ESnet) provides the networking backbone for the ESnet-JLab FPGA Accelerated Transport (EJFAT) Load Balancers which, combined with the EJFAT Event Segmentation And Reassembly (E2SAR) software libraries, provide a platform for streaming data over UDP from FRIB to offsite locations such as the National Energy Research Scientific Computing Center (NERSC), where more computational resources are available to experimenters. An automated workflow was developed to stream data from files over ESnet from an FRIB experiment to NERSC using EJFAT/E2SAR, process digitized detector waveform traces at NERSC using a machine-learning inference framework, extract features of interest from the trace data, and send the results back to FRIB. A summary of the workflow as

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Author

Aaron Chester (Facility for Rare Isotope Beams)

Co-authors

Bashir Sadeghi (Research Associate at the Facility for Rare Isotope Beams (FRIB)) Ben Crider (Mississippi State University Department of Physics and Astronomy) Derek Howard (Energy Sciences Network) Giordano Cerizza (Facility for Rare Isotope Beams @ Michigan State University) Ilya Baldin (Jefferson Lab) Jerry Vasquez (Facility for Rare Isotope Beams) Paul Reece (Facility for Rare Isotope Beams) Sean Nicholas Liddick (FRIB/MSU) Stacey Sheldon (Energy Sciences Network) Tom Rockwell (Facility for Rare Isotope Beams) Yatish Kumar

Presentation materials

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