AUREIS mini-workshop on data-flows for Intelligent Sensing

Friday Jun 27, 2025, 8:00 AM → 4:35 PM America/Los_Angeles

40/1-195 - Sycamore (SLAC)

Angelo Dragone (SLAC), Arianna Gleason (SLAC)

SLAC Microelectronics Project ‘Adaptive Ultra-fast Energy-Efficient Intelligent Sensing Technologies’ (AURIES) is part of a new DoE Microelectronics Energy Efficiency Center for Advanced Technologies (MEERCAT), which aims to develop new technologies for intelligent sensing. In this workshop, we will discuss the computational aspects of analysis

Recording - link

Format – 15 mins talk + 5 mins Q&A followed by a roundtable

 

Additional shared material LLNL_edge_computing.pptx

8:00 AM → 8:20 AM AUREIS

Speaker: Angelo Dragone (SLAC)

AUREIS Workshop on Data flows for Intelligent sensing 062725.pptx

8:20 AM → 10:00 AM Coherent Diffractive Imaging

Convener: Arianna Gleason (SLAC)

8:20 AM GPU-based real-time data-reduction approaches for LCLS-II

Speaker: Paul O'Grady (SLAC)

AUREIS Workshop.pptx

8:40 AM Thoughts on on-chip data processing for X-ray detectors

Speaker: Antonino Miceli (Argonne National Laboratory)

Thoughts-OnChip-Processing-Nino-AUREIS-workshop-2025.pptx

9:00 AM Pre-processing pipeline for ptychographic imaging

Speaker: Kevin Mertes (Los Alamos National Laboratory)

AUREIS mini-workshop for Intelligent Sensing.pptx

9:20 AM AI-enabled workflows at the hard X-ray nanoprobe beamline

Speaker: Tao Zhou (Argonne National Laboratory)

AUREIS2025_TZhou.pptx

9:40 AM Structured light for surpassing optics and detector limitations

Speaker: Doga Gürsoy (Argonne National Laboratory)

doga-presentation.pdf

10:00 AM → 10:10 AM Break

10:10 AM → 12:10 PM Scattering and Diffraction - 1

Convener: Ryan Coffee (SLAC)

10:10 AM High-energy X-ray diffraction & Tomography

Speaker: Hemant Sharma (Argonne National Laboratory)

AUREIS_HEDM_Sharma.pptx

10:30 AM Deep learning pipeline for real-time bragg preak finding

Speaker: Cong Wang (SLAC)

Cong presentation

10:50 AM Bulk dislocation dynamics imaging in real-time using dark field X-ray microscopy

Speakers: Brinthan Kanesalingam (Stanford University), Leora Dresselhaus-Marais (Stanford University)

SLAC talk_2.pptx

11:10 AM Realtime data reduction for XPCS

Speaker: Miaoqi Chu (Argonne National Laboratory)

2025_0627_realtime_xpcs_MChu_ANL.pptx

11:30 AM XPCS Analysis from LCLS

Speaker: Yanwen Sun (SLAC)

analysis_protocol_for_ultrafast_XPCS.pptx

11:50 AM X-ray diffuse scattering: Small differences on a constant background

Speaker: Tim van Driel (SLAC)

X-ray_Diffuse_Scattering-timbvd.pptx

12:10 PM → 1:10 PM Lunch break

1:10 PM → 2:10 PM Scattering and Diffraction - 2

Convener: Antonino Miceli (Argonne National Laboratory)

1:10 PM Federated AI/ML and Compression for Experimental Light Source and Neutron Data

Speaker: Rick Archibald (Oak Ridge National Laboratory)

AUREIS_Archibald(1).pptx

1:30 PM PCA and similar for compression

Speaker: Frederic Poitevin (SLAC)

AUREIS 2025.pptx

1:50 PM Ultrafast Electron Diffraction analysis

Speakers: Alexander Reid (SLAC), Fuhao Ji (SLAC)

AUREIS mini-workshop_UED_v1.pdf

2:10 PM → 3:30 PM Workflows from other fields and novel functionality examples

Convener: Jana Thayer (SLAC)

2:10 PM FES Workflows

Speaker: Ryan Coffee (SLAC)

AUREIS_rnc_FES.pdf

2:30 PM Intelligent real-time collider workflows for novel discovery potential

Speaker: Julia Gonski (SLAC)

0627_jgonski_AUREIUSwkshp.pdf

2:50 PM Toward Hardware-Aware ML Inference: Exploring Inference Across Different Hardware Platforms

Speaker: Abhilasha Dave (SLAC)

Toward Hardware Aware ML Inference Exploring Inference Across Different Hardware Platforms.pdf

3:10 PM Reconfigurable on-pixel analog and mixed-signal IPs

Speaker: Llorenc Fanals-i-Batllori (SLAC National Accelerator Laboratory)

AUREIS_reconfigurable_on-pixel_IPs.pdf

3:30 PM → 3:40 PM break

3:40 PM → 4:35 PM Roundtable Discussion