EDS Data Platforms
The Data Platforms infrastructure provides the foundation for scientific data management throughout the entire experimental lifecycle. This integrated ecosystem enables seamless acquisition, processing, analysis, and visualization of experimental data in real-time.
Composed of interconnected components including DAQ, DRP, AMI, and OM systems, this infrastructure supports efficient workflows from raw data collection to actionable scientific insights, enabling researchers to maximize the scientific output of their experiments.
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Our Data Platforms systems provides the foundation for data acquisition and real-time processing at LCLS.
Data Acquisition systems for experimental stations.
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Data Reduction Pipeline for real-time data processing.
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Analysis & Monitoring Interface for experiment control.
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OnlineMonitor for beam diagnostic visualization.
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MLCV for Data Platforms
Machine Learning tools integrated with the platforms above:
ML accelerated feedback loops
Real-time analysis with neural networks
Smart data filtering