AI4EIC 2023 Annual Workshop

Session

AI/ML for ePIC and Beyond

28 Nov 2023, 10:00

Conveners

AI/ML for ePIC and Beyond

• Derek Anderson (Iowa State University)
• Anselm Vossen (member@duke.edu;faculty@duke.edu)

34. Introduction: ePIC Overview

John Lajoie (Iowa State University)

28/11/2023, 10:00

2. Performance optimization for a scintillating glass electromagnetic calorimeter at EIC

Dmitrii Kalinkin (University of Kentucky)

28/11/2023, 10:15

Successful realization of EIC scientific program requires designing
and constructing high-performance particle detectors. Recent
developments in the field of scientific computing and increased
availability of high performance computing resources have made it
possible to perform optimization of multi-parameter designs, even when
the latter require longer computational times (for example...

8. Object Condensation for Track Building in a Backward Electron Tagger at the EIC

Dr Simon Gardner (University of Glasgow)

28/11/2023, 10:40

Quasi-real photoproduction measurements at the Electron Ion Collider will require a far backward electron tagger to detect electrons scattered at small angles close to the beam line. A high occupancy is expected in the electron tagger, leading to many possible permutations of hits deposited by the electrons into single electron tracks. To avoid a slow and computationally expensive...

10. The Optimal use of Segmentation for Sampling Calorimeters

Fernando Torales Acosta (Staff@lbl.gov;Member@lbl.gov;Other@lbl.gov)

28/11/2023, 11:20

One of the key design choices of any sampling calorimeter is how fine to make the longitudinal and
transverse segmentation. To inform this choice, we study the impact of calorimeter segmentation
on energy reconstruction. To ensure that the trends are due entirely to hardware and not to a sub-
optimal use of segmentation, we deploy deep neural networks to perform the reconstruction....

35. AID(2)E: AI-Assisted Detector Design at EIC

Cristiano Fanelli (W&M)

28/11/2023, 11:45

36. Flash Talks

28/11/2023, 12:10

37. Discussion

28/11/2023, 12:55