A.I. for Nuclear Physics Workshop

Mar 4, 2020, 8:30 AM → Mar 6, 2020, 6:00 PM US/Eastern

CEBAF Center

The A.I. for Nuclear Physics workshop will explore the ways in which A.I. can be used to advance research in fundamental nuclear physics and in the design and operations of large-scale accelerator facilities.

A.I. for Science Report https://www.anl.gov/ai-for-science-report

CHEP-May2021 CHEP-May2021.pptx

Slide Template AI-NP-Template.pptx

Wed, March 4

1 Welcome, workshop goals...

Slides AI-welcome.pptx

2 View from DOE AITO

Speaker: Dimitri Kusnezov (Department of Energy)

Slides JLAB_v2.pptx

3 A.I. for Science Townhall Summary

Speaker: David Womble (ORNL)

Slides 20200304_Womble_JLab_presentation.pdf

4 A.I. Technologies Overview

Speaker: Frank Alexander (BNL)

Slides JLAB-FJA-v7-Alexander.pdf

Coffee Break

5 The NSAC Long Range Plan

Speaker: Tim Hallman (DOE)

Slides Hallman_JLAB_AI_Workshop_03042020.pptx

6 Survey: Status of A.I. in Nuclear Structure Theory

Speaker: Witek Nazarewicz (JLab)

Slides Nazarewicz-AI-JLab2020new.pptx

7 Survey: Status of A.I. in Experimental Analysis

Speaker: Yue-Shi Lai (LBNL)

Slides ylai-ainp-20200304-3.pdf

8 Survey: Status of A.I. for Accelerator Operations

Speaker: Sandra Biedron (University of New Mexico)

Slides Talk_Biedron.pptx

Group Photo

Working Lunch: Pick up boxed lunches and bring to working group meeting room

9 Working Group: Accelerator Science and Operations (Steven Lidia, MSU/Malachi Schram, PNNL)

Speakers: Malachi Schram (PNNL), Steve Lidia (MSU)

Slides

• AI-for-Accelerator-Design&Simulation_Mustapha.pptx
• AI_for_NP_TENNANT.pptx
• AI-NP-AcceleratorBreakout_v3.pptx
• AI-NP-AcceleratorBreakout_v4.pptx
• AI-NP-AcceleratorBreakout_v5.pptx
• AI_OpticsOptimizers_Amthor.pdf
• AI_OpticsOptimizers_Amthor.pptx
• Gao_LEReC_Cooling_withML.pptx
• ML_Study_at_AWA_Jefferson_AI.pptx
• ReinforcementLearningForControl
• Yao_AI_workshop_nuclear_physics.pptx

10 Working Group: Bayesian Inference for Quantum Correlation Functions (Wally Melnitchouk, JLab)

Speaker: Wally Melnitchouk (Jefferson Lab)

Slides

• Alberto.Accardi.pdf
• Alexei.Prokudin.pdf
• Andrea.Signori.pdf
• Carlota.Andres.pdf
• Chris.Cocuzza.pdf
• Christian.Weiss.pdf
• Juan.Rojo.pdf
• Nobuo.Sato.pdf
• Patrick.Barry.pdf
• schedule.pdf
• Simonetta.Liuti.pdf
• Yiyu.Zhou.pdf

Working Group: Event Generation and Simulation

Convener: Dr Markus Diefenthaler (Jefferson Lab)

11 Overview

Speaker: Dr Markus Diefenthaler (Jefferson Lab)

Slides Diefenthaler-AI-NP-Simulations-Introduction.pdf

12 Empirically Trained Hadronic Event Regenerator (ETHER)

Speaker: Prof. Yaohang Li (Old Dominion University)

Slides Li-AI-NP-ETHER.pptx

13 AI-optimized Detector Design

Speaker: Dr Cristiano Fanelli (MIT)

Slides Fanelli-AI-NP-AIOptimizedDetectorDesign.pdf

14 “The Human Is the Loop”: Advances in Human-Centered AI

Speaker: Prof. Nicholas Polys (Virginia Tech)

Slides Polys-AI-NP-HumanCenteredAI.pdf

15 Discussion

16 Working Group: Experimental Methods (Michelle Kuchera, Davidson College/Mario Cromaz, LBNL)

Speakers: Mario Cromaz (LBNL), Michelle Kuchera (Davidson College)

17 Working Group: Lattice QCD and other Quantum Field Theories (Paulo Bedaque, UMD/Kostas Orginos, JLab)

Speakers: Prof. Kostas Orginos (William and Mary / JLab), Paulo Bedaque (University of Maryland)

18 Working Group: Nuclear Structure Theory (Witold Nazarewicz, MSU/Dean Lee, MSU)

Speakers: Prof. Dean Lee (Michigan State University), Witek Nazarewicz (JLab)

Slides

• Giuliani.pdf
• Jain.pptx
• Jlab_AI_2020_v2.pdf
• Lee.pdf

Wrap Up

Reception

Thu, March 5

19 A.I. and Inverse Problems

Speaker: Yuesheng Xu (ODU)

Slides Xu-JLab-workshop-talk2020-5.pdf

20 CANDLE Project

Speaker: Arvind Ramanathan (Argonne National Lab)

Slides Ramanathan-JLAB-CANDLE_Mar52020.pptx

21 A.I. for CEBAF Operations

Speaker: Anna Shabalina (Jefferson Lab)

Slides AI_NP_workshop_Shabalina.pptx

22 Enabling A.I. for Science with Data Standards

Speaker: Ryan Ly (LBL)

Slides Ly-AI_NP_workshop.pptx

Coffee Break

23 A.I. for HEP

Speaker: Mark Neubauer (University of Illinois)

Slides AINuclear_Neubauer.pdf AINuclear_Neubauer.pptx

24 A.I. in NP - Data Science perspective

Speaker: Michelle Kuchera (Davidson College)

Slides Kuchera-AI_NP.pdf

25 Hackathon Summary and Awards

Speakers: Christopher Tennant (Jefferson Lab), Dr Peter Alonzi (University of Virginia), Thomas Britton (JLab)

Slides

• AI2020-Hack-Oxpecker.pdf
• AI-NP-Hackathon_Palpatine.pptx
• AI_workshop_hackathon_awards.pdf

Technology Break

Working Lunch: Pick up boxed lunches and bring to working group meeting room

26 Working Group: Accelerator Science (Steven Lidia, MSU/Malachi Schram, PNNL)

Speakers: Malachi Schram (PNNL), Steve Lidia (MSU)

27 Working Group: Bayesian Inference for Quantum Correlation Functions (Wally Melnitchouk, JLab)

Speaker: Wally Melnitchouk (Jefferson Lab)

Slides

• GrandChallenges.pdf
• Heramb.Pendyala.pdf
• Jake.Bringewatt.pdf
• Jake.Ethier.pdf
• Kostas.Orginos.pdf
• Luisa.Velasco.pdf
• Manal.Almaeen.pdf
• Nobuo.Sato-CNF.pdf
• Nobuo.Sato-UMCEG.pdf
• schedule.pdf
• Tianbo.Liu.pdf
• Yaohang.Li.pdf
• Yaohang.Li.pptx
• Yasir.Alanazi.pdf

Working Group: Event Generation and Simulation

Convener: Dr Markus Diefenthaler (Jefferson Lab)

28 Review of March 4 discussion

Speaker: Dr Markus Diefenthaler (Jefferson Lab)

29 Event classification with ML at CLAS12

Speaker: Noëlie Cherrier (CEA Saclay)

Slides Cherrier-AI-NP-EventClassification.pdf

30 CLAS12 Tracking with ML

Speaker: Dr Veronique Ziegler (Jefferson Lab)

Slides Ziegler-AI-NP-Tracking.pdf

31 ML to reconstruct DIS kinematics

Speaker: Abdullah Farhat (Old Dominion University)

Slides Farhat-AI-NP-DISReconstruction.pdf

32 Discussion

33 Working Group: Experimental Methods (Michelle Kuchera, Davidson College/Mario Cromaz, LBNL)

Speakers: Mario Cromaz (LBNL), Michelle Kuchera (Davidson College)

Slides

• JLab-AI_Workshop.pdf
• Shahina.pdf
• Tommy_NSCL.pdf
• ylai-20200304.pdf

34 Working Group: Lattice QCD and other Quantum Field Theories (Paulo Bedaque, UMD/Kostas Orginos, JLab)

Speakers: Prof. Kostas Orginos (William and Mary / JLab), Paulo Bedaque (University of Maryland)

Slides

• Akio Tomiya
• Andrei Alexandru
• Giovani Pederiva
• Kimmy Cushman
• Phiala Shanahan

35 Working Group: Nuclear Structure Theory (Witold Nazarewicz, MSU/Dean Lee, MSU)

Speakers: Prof. Dean Lee (Michigan State University), Witek Nazarewicz (JLab)

Wrap-up

Fri, March 6

Breakout Summaries

slides

• Accelerator_Recap__-__Read-Only.pdf
• AI-NP-Template.pdf
• Boehnlein-AI-summary-v2.pdf
• Diefenthaler-AI-NP-Simulations-Summary.pdf
• Lee_summary_nuclear_theory.pdf
• LQCD-review.pdf
• Melnitchouk.pdf

36 Summary Talk

Workshop Adjourn

Writing Sessions for Conveners: Note: Lunch will be available in L102 at Noon