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Compressive Sensing for Dynamic XRF Scanning.

George Kourousias1, Fulvio Billè2, Roberto Borghes2

  • 1Elettra - Sincrotrone Trieste S.C.p.A, 34149 Basovizza, Trieste, Italy. george.kourousias@elettra.eu.

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|June 21, 2020
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Summary
This summary is machine-generated.

Compressive Sensing (CS) offers a novel approach to X-Ray Fluorescence (XRF) scanning, enabling faster and more detailed chemical composition mapping. This technique allows for previously unfeasible complex structural studies, like large-scale brain imaging, by acquiring data more efficiently.

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Area of Science:

  • Materials Science
  • Analytical Chemistry
  • Biomedical Imaging

Background:

  • X-Ray Fluorescence (XRF) scanning is vital for chemical composition mapping in scientific research.
  • Current XRF imaging faces limitations in speed and resolution for complex structures, hindering applications like large-scale brain imaging.
  • Advancements in XRF detectors and sources improve performance but do not fully address time constraints for demanding studies.

Purpose of the Study:

  • To introduce and evaluate Compressive Sensing (CS) strategies for sparse XRF scanning.
  • To enable challenging scientific experiments currently limited by traditional XRF acquisition methods.
  • To demonstrate the feasibility of CS for dynamic XRF scans.

Main Methods:

  • Implementing sparse XRF scanning by selectively skipping acquisition points.
  • Dynamically varying acquisition times and scan settings based on conditional criteria.
  • Developing and testing various CS strategies for dynamic XRF data acquisition.
  • Conducting a proof-of-principle experiment at the TwinMic beamline, Elettra synchrotron.

Main Results:

  • Demonstrated the potential of Compressive Sensing for dynamic XRF scans.
  • Showcased the ability of CS to acquire data in a reduced manner, overcoming time constraints.
  • Validated the effectiveness of CS strategies in a synchrotron environment.

Conclusions:

  • Compressive Sensing presents a viable approach to enhance XRF scanning capabilities.
  • This method facilitates complex experiments, such as large-scale brain imaging, previously deemed unfeasible.
  • The study proposes a technical solution for integrating CS into beamline acquisition software for broader adoption.