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Beams & Applications Seminar

B&A Seminars

Discussion on AIML applications to particle accelerators (internal to ANL)

→ America/Chicago
Description

Abstract: The purpose of this roundtable is to provide an overview of current AI/ML projects in the field of accelerators at ANL and to explore opportunities for collaboration across groups and directorates. The discussion will focus on identifying synergies between ongoing efforts, sharing expertise, and leveraging resources to address challenges in accelerator science using AI/ML techniques. In the near term, the roundtable aims to foster collaboration and align efforts to maximize impact. In the mid-term, the goal is to formulate joint proposals that can address anticipated funding opportunities, including the expected call for proposals in November. It is hoped that this roundtable serves as a platform to strengthen inter-group connections and develop innovative, large-scale projects that advance the application of AI/ML in accelerator science and technologies. 

 

Agenda:

  • Introduction: Overview of the meeting goals and format. (P. Piot, 5 mins)
  • The Big Picture: Discussion of AmSC, ModCon, and Lighthouses proposals and their relevance to accelerator science. (TBC, 10 mins)
  • Part I: ANL Current/Past Efforts and Interests (90 mins)
    • Applying Language Models for Accelerator Control and Information Retrieval (30 mins): Current efforts at APS and ATLAS, with potential connections to HEP and CELS. Moderator: Rajat Sanju
    • Accelerator Operation and Anomaly Detection (30 mins): Efforts focused on beam operation, including: ATLAS (beamline tuning) and AWA (beam-based alignment), APS (injection efficiency), XSD (X-ray control), related efforts at XMC. Moderator:  Adwaith Ravichandran
    • Accelerator Modeling and Precise Diagnostics (30 mins): Topics include phase-space reconstruction, digital twin models, and differentiable models. Work at APS, AWA, XSD, MCS on optimization techniques. Moderator: Chenran Xu 
  • Part II: Discussion
    • Underlying Framework and Multimodal Data Standardization: Exploring the need for a unified framework and standardized data formats across modalities. 
    • MOAT Opportunities and Organizational Strategies: Identifying opportunities within MOAT and discussing how to effectively organize efforts. Needs from AmSC?
    • Cross-Directorate Collaborations and Funding: Strategies for fostering collaborations across directorates and securing funding for joint initiatives. 
  • Close out and how do we continue? 
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