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A new tool, Cinema:Bandit, offers real-time data visualization for shock physics experiments at X-ray light sources. This open-source application aids experimenters in making informed decisions and performing detailed post hoc analysis.

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Area of Science:

  • Materials Science
  • Physics
  • Data Science

Background:

  • Analyzing complex data from shock physics experiments at X-ray light sources presents significant challenges.
  • Real-time data exploration is crucial for optimizing experimental parameters and decision-making during beamtime.

Purpose of the Study:

  • To introduce Cinema:Bandit, an open-source, web-based visualization tool for analyzing shock physics experimental data.
  • To demonstrate the tool's capability in a continuous workflow for real-time data exploration and post hoc analysis.

Main Methods:

  • Developed Cinema:Bandit, integrating with experimental workflows to process raw detector data into an aggregated database format.
  • Utilized parallel coordinates for visualizing and filtering disparate data types, including experimental parameters, line graphs, and images.
  • Demonstrated the tool on shock-compressed titanium data from the Matter in Extreme Conditions hutch at the Linac Coherent Light Source.

Main Results:

  • Cinema:Bandit enables real-time visual exploration of aggregated experimental datasets.
  • The tool effectively visualizes and filters diverse data types, accommodating irregular sampling of experimental parameters.
  • Successful application on shock physics data demonstrates its utility for informing beamline decisions.

Conclusions:

  • Cinema:Bandit provides a valuable solution for real-time data analysis and visualization in shock physics experiments.
  • The tool enhances experimental efficiency and facilitates in-depth data interpretation at X-ray light sources.