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Absolute Photon Energy Calibration Method for Hard X-Ray FELs using Crystals

Contributors: Christian Grech, Marc Guetg, Gianluca Geloni (MXL, DESY and EuXFEL)

Contents:

  • Hough_Transform_PoC.ipynb = using hough transform line detection to determine photon energy calibration error;
  • Template_Matching_PoC.ipynb = using cross-correlation to determine photon energy calibration error;
  • Model_Calibration.ipynb = used to plot the model on top of measured scans to test the model calibration.

Requirements: Python 3, Matplotlib, Pandas, Numpy, Pytz, Skimage

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Machine learning applied for the calibration of the Hard X-Ray Single-Shot Spectrometer at the European XFEL

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