Machine Learning, Computation, and Beam Dynamics

Presentations

• ML-Driven Phase Space Tomography at LANSCE

  ORAL

  March 16, 2026, 10:30 AM – March 16, 2026, 10:42 AM

  Presenters

  • Christopher A Leon

    • Los Alamos National Laboratory (LANL)

  Authors

  • Christopher A Leon

    • Los Alamos National Laboratory (LANL)

  • Alexander Scheinker

    • Los Alamos National Laboratory (LANL)

  • Petr M Anisimov

    • Los Alamos National Laboratory

  View abstract →

• Machine learning applications for improving accelerator operations at the hadron injector complex at BNL

  ORAL

  March 16, 2026, 10:42 AM – March 16, 2026, 10:54 AM

  Publication: Y. Gao et al., "Applying Bayesian Optimization to Achieve Optimum Cooling at the Low Energy RHIC Electron Cooling System", Physical Review Accelerators and Beams 25, 014601 (2022).
  W. Lin et al., "Simulation Studies and Machine Learning Applications at the Coherent electron Cooling experiment at RHIC", in Proc. IPAC'22, Bangkok, Thailand, Jun. 2022, pp. 2387-2390.
  X. Gu et al., "Enhancing beam intensity in RHIC EBIS beamline via GPTune machine learning-driven optimization", in Proc. IPAC'24, Nashville, TN, May 2024, pp. 118-120.
  T. Balasooriya et al., "Reinforcement Learning for Charged Particle Beam Control to Minimize Injection Mismatch in Particle Accelerators", ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Hyderabad, India, 2025, pp. 1-5.
  W. Lin, "Maintaining optimal beam brightness and luminosity using machine learning", 16th International Conference on Heavy Ion Accelerator Technology, Michigan State University, East Lansing, Jun. 2025.
  W. Lin et al., "Improve beam brightness with bayesian optimization at the AGS booster injection at BNL", in Proc. NAPAC2025, Sacramento, CA, Aug. 2025, pp. 157-159.
  E. Hamwi et al., "Application of Bayesian optimization to BtA injection at BNL", in Proc. NAPAC2025, Sacramento, CA, Aug. 2025, pp. 58-60.
  W. Lin et al., "Machine learning assisted Bayesian calibration of accelerator digital twin from orbit response data", in Proc. NAPAC2025, Sacramento, CA, Aug. 2025, pp. 177-180.
  W. Lin et al., "Digital Twin Development for the NASA Space Radiation Laboratory", submitted to Physical Review Accelerators and Beams.

  Presenters

  • Weijian Lin

    • Brookhaven National Laboratory (BNL)

  Authors

  • Weijian Lin

    • Brookhaven National Laboratory (BNL)

  • Kevin A. Brown

    • Brookhaven National Laboratory (BNL)

  • Georg H Hoffstaetter de Torquat

    • Cornell Laboratory for Accelerator-based Sciences and Education
    • Cornell University

  • Eiad Hamwi

    • Cornell University

  • Vincent Schoefer

    • Brookhaven National Laboratory (BNL)

  • Yuan Gao

    • Brookhaven National Laboratory (BNL)

  • Trevor Olsen

    • Brookhaven National Laboratory (BNL)

  • Levente Hajdu

    • Brookhaven National Laboratory (BNL)

  • Christopher Kelly

    • Brookhaven National Laboratory (BNL)

  • Nathan Urban

    • Brookhaven National Laboratory (BNL)

  • Xiaofeng Gu

    • Brookhaven National Laboratory (BNL)

  • Ryan Roussel

    • SLAC National Accelerator Laboratory

  • Auralee Edelen

    • SLAC National Accelerator Laboratory

  • Armen Kasparian

    • Jefferson Lab

  • Malachi Schram

    • Jefferson Lab

  • Yinan Wang

    • Rensselaer Polytechnic Institute (RPI)

  • Tia Miceli

    • Fermi National Accelerator Laboratory (FNAL)

  • Christopher Hall

    • RadiaSoft LLC

  • David Sagan

    • Cornell University

  View abstract →

• Dynamic Focusing to Suppress Emittance Transfer in Crab-Crossing Flat Beam Collisions

  ORAL

  March 16, 2026, 10:54 AM – March 16, 2026, 11:06 AM

  Publication: Submitted to Physical Review Letters, Accession Code: LF20549.

  Presenters

  • Derong Xu

    • Brookhaven National Laboratory (BNL)

  Authors

  • Derong Xu

    • Brookhaven National Laboratory (BNL)

  • Michael M Blaskiewicz

    • Brookhaven National Laboratory (BNL)

  • Yue Hao

    • Michigan State University

  • Yun Luo

    • Brookhaven National Laboratory (BNL)

  • Christoph Montag

    • Brookhaven National Laboratory (BNL)

  • Sergei Nagaitsev

    • Brookhaven National Laboratory (BNL)

  • Boris Podobedov

    • Brookhaven National Laboratory (BNL)

  • Vadim Ptitsyn

    • Brookhaven National Laboratory

  • Ferdinand J Willeke

    • Brookhaven National Laboratory (BNL)

  • Binping Xiao

    • Brookhaven National Laboratory

  • J S Berg

    • Brookhaven National Laboratory

  View abstract →

• Design Progress for the 22 GeV CEBAF Energy Upgrade

  ORAL

  March 16, 2026, 11:06 AM – March 16, 2026, 11:18 AM

  Presenters

  • S.Alex Bogacz

    • Jefferson Lab/Jefferson Science Associates

  Authors

  • S.Alex Bogacz

    • Jefferson Lab/Jefferson Science Associates

  View abstract →

• Improvements in the Guinea-Pig Simulation Framework for Incoherent Pair Creation at the FCC-ee

  ORAL

  March 16, 2026, 11:18 AM – March 16, 2026, 11:30 AM

  Presenters

  • Katie Kudela

    • Massachusetts Institute of Technology

  Authors

  • Katie Kudela

    • Massachusetts Institute of Technology

  • Jan Eysermans

    • Massachusetts Institute of Technology (MIT)

  • Mariarosaria D'Alfonso

    • Massachusetts Institute of Technology (MIT)
    • Massachusetts Institute of Technology

  • Christoph M.E. Paus

    • Massachusetts Institute of Technology

  View abstract →

• Development of ultra high power compact X-band pulse compressor

  ORAL

  March 16, 2026, 11:30 AM – March 16, 2026, 11:42 AM

  Presenters

  • Ankur Dhar

    • SLAC National Accelerator Laboratory

  Authors

  • Ankur Dhar

    • SLAC National Accelerator Laboratory

  • Mohamed Othman

    • SLAC National Accelerator Laboratory

  • Valery Dolgashev

    • SLAC National Accelerator Lab

  View abstract →

• Investigation of the effect of low temperature baking on frequency and RF field dependence of surface resistance using multi-mode coaxial cavity

  ORAL

  March 16, 2026, 11:42 AM – March 16, 2026, 11:54 AM

  Presenters

  • Fariha Ahmed

    • Old Dominion University

  Authors

  • Fariha Ahmed

    • Old Dominion University

  • Pashupati Dhakal

    • Jefferson Lab/Jefferson Science Associates

  • Jean R Delayen

    • Old Dominion Univ/Jefferson Lab

  • Joshua L Vega

    • Old Dominion University

  • Alexander V Gurevich

    • Old Dominion University

  • Subashini Uddika De Silva

    • Old Dominion University

  View abstract →

• Electron beam: Simulation and Analysis

  ORAL

  March 16, 2026, 11:54 AM – March 16, 2026, 12:06 PM

  Publication: None yet

  Presenters

  • Viviana Vladutescu

    • New York City College of Technology

  Authors

  • Brandon Palencia

    • New York College of Technology/CUNY

  • Viviana Vladutescu

    • New York City College of Technology

  • William N Li

    • Brookhaven National Laboratory
    • Brookhaven National Laboratory/DOE

  • Tahsinur Rahman

    • New York City College of Technology/CUNY

  • Mikhail P Polyanskiy

    • Brookhaven National Laboratory

  • Tianyi Zhao

    • New York City College of Technology/CUNY

  • Jorge D Chavez

    • New York City College of Technology/CUNY

  • Vikas Teotia

    • BNL/DOE

  • Marcus Babzien

    • Brookhaven National Laboratory

  • Li Geng

    • NYCCT/CUNY

  • Giovanni Ossola

    • NYCCT/CUNY

  • Mark A Palmer

    • Brookhaven National Laboratory
    • Brookhaven National Laboratory (BNL)

  • Joseph Rukaj

    • New York City College of Technology/CUNY

  • Lufeng Leng

    • New York City College of Technology/CUNY

  • Mithila Islam

    • New York City College of Technology/CUNY

  • Oscar Situ

    • New York City College of Technology/CUNY

  View abstract →

• Abstract Withdrawn

  ORAL · Withdrawn

  March 16, 2026, 12:06 PM – March 16, 2026, 12:18 PM

  View abstract →