AI in the Accelerator Division

Friday Nov 12, 2021, 1:00 PM → 4:30 PM US/Eastern

(Click on Go to Map for Bluejeans connection) (BlueJeans)

Christopher Tennant (Jefferson Lab)

1 Welcome and Introduction

Speaker: Christopher Tennant (Jefferson Lab)

Welcome_TENNANT.pdf

2 AI for Sparse-to-Dense Mapping of Site Radiation Dose

Speaker: Adam Stavola

2021_AI_JLabRad_Brief.pptx

3 LLRF DAQ for AI/ML

Speaker: Rama Bachimanchi (Jefferson Lab)

LLRF_AI_workshop.pptx

4 SRF Cavity Instability Detection

Speaker: Dennis Turner (Jefferson Lab)

slides.pdf

5 C100 Fault Prediction

Speaker: Lasitha Vidyaratne (Jefferson Lab)

SRF AI presentation - v2.pptx

6 Uncertainty Aware Anomaly Detection for SNS

Speaker: Malachi Schram (Thomas Jefferson National Accelerator Facility)

M.Schram_AI_Townhall_UQAcceleratorTalk_v4.pdf

7 Reinforcement Learning for Accelerator Control for FNAL

Speaker: Malachi Schram (Thomas Jefferson National Accelerator Facility)

M.Schram_AI_Townhall_RLAcceleratorTalk_v4.pdf

8 Multi Objective Optimization of Cryogenic Heat Load and Trip Rates

Speaker: Kishan Rajput

9 Global Orbit Locks

Speaker: Adam Carpenter (Jefferson Lab)

Orbit-Lock-lightning-talk.pdf

10 Field Emission Management

Speaker: Adam Carpenter (Jefferson Lab)

FE-lightning-talk.pdf

11 Thoughts to Improve the Performance of Polarized Electron Sources by AI/ML

Speaker: Shukui Zhang

ACC AI presentation-Zhang final.pdf

12 Smart Alarm for the CEBAF Injector

Speaker: Christopher Tennant (Jefferson Lab)

Smart_Alarm_TENNANT.pdf

13 Graph Analytics for CEBAF Operations

Speaker: Christopher Tennant (Jefferson Lab)

Graph_Analytics_TENNANT.pdf

14 Semi-Autonomous Mobile Diagnostic

Speaker: Christopher Tennant (Jefferson Lab)

Mobile_Diagnostic_TENNANT.pdf

Discussion: Data

Convener: Adam Carpenter

Data-discussionpptx.pdf

Discussion: Challenges

Convener: Matt Poelker (Jefferson Lab)

Data-discussionpptx.pdf