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Enterprise AI Analysis: Accelerating Advanced Light Source Science Through Multi-Facility HPC Workflows

HPC-POWERED SCIENTIFIC DISCOVERY

Accelerating Light Source Science with Multi-Facility HPC Workflows

Revolutionizing data processing and analysis at the Advanced Light Source (ALS) using NERSC and ALCF, our infrastructure dramatically improves time-to-insight for complex experiments.

Transforming Scientific Workflows

Our integrated infrastructure dramatically improves data throughput, analysis speed, and reproducibility for synchrotron light source experiments at LBNL.

0x Faster Time-to-Insight
0 min Minutes for High-Quality Reconstructions
0 TB TB Daily Data Processed

Deep Analysis & Enterprise Applications

Select a topic to dive deeper, then explore the specific findings from the research, rebuilt as interactive, enterprise-focused modules.

Architecture Overview
Performance & Impact
Case Studies

The system integrates the ALS microtomography beamline with NERSC and ALCF HPC facilities, automating data movement, processing, and visualization. It uses a mix of LabVIEW, EPICS, Slurm, PBS, and Globus Compute interfaces.

End-to-End Workflow Process

Data Acquisition (ALS)
Streaming Transfer (pvapy)
NERSC Real-time Reconstruction (<10s preview)
File Transfer (Globus)
HPC Reconstruction (NERSC/ALCF)
Visualization & Analysis (itk-vtk-viewer)

Our infrastructure significantly reduces experimental friction, improves data throughput, and ensures reproducibility. Median file-based reconstruction times are consistently 20-30 minutes.

100x Improvement in Time-to-Insight

Streaming reconstructions provide previews in under 10 seconds, fundamentally changing how experiments are conducted and enabling real-time decision-making.

Workflow Performance Comparison

Feature Traditional Workflow HPC-Augmented Workflow
Preview Turnaround
  • Hours
  • Under 10 seconds
Full Reconstruction
  • Days
  • 20-30 minutes
Data Volume Handling
  • Limited
  • Petabytes/day capable
Access to HPC
  • Manual/Complex
  • Automated/Seamless

The system enables rapid sample exchange and side-by-side volumetric comparison for materials science and facilitates reanalysis and sharing of historical data, enhancing scientific communication.

Feather Morphology Comparison

Rapid sample exchange and side-by-side volumetric comparison allowed scientists to immediately reveal structural differences in chicken and sandgrouse feathers, accelerating studies from hours to minutes. This highlights the power of fast feedback in experimental design.

Fracking Proppant Analysis

Historical micro-CT data reanalysis using our infrastructure, including reconstruction and segmentation, was textured in Blender and exported for VR, enhancing scientific communication and outreach. This demonstrates reproducibility and shareability of complex results.

Calculate Your Potential ROI

Estimate the time and cost savings your enterprise could achieve by automating advanced scientific data workflows with HPC integration.

Estimated Annual Impact

Potential Annual Savings $0
Hours Reclaimed Annually 0

Our Implementation Roadmap

A phased approach to integrate multi-facility HPC workflows into your research operations, ensuring a smooth transition and rapid value realization.

Discovery & Planning

Assess current workflows, define requirements, and establish integration points with existing control systems at your facility.

Infrastructure Setup

Deploy containerized services, configure high-speed data movement solutions (e.g., Globus, pvapy), and set up HPC job submission for NERSC/ALCF.

Workflow Integration

Integrate beamline control software with Prefect orchestration and adapt technique-specific analysis codes for efficient HPC execution.

Testing & Optimization

Validate end-to-end workflows, optimize performance for diverse data volumes, and fine-tune resource allocations for specific experiments.

Training & Rollout

Provide comprehensive user training, establish robust support channels, and plan expansion to additional beamlines or user facilities.

Ready to Accelerate Your Scientific Research?

Connect with our experts to design an HPC-integrated workflow tailored to your facility's unique needs and scientific goals.

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