A Neural Network Based Pre-Selection of Big Data in Photon Science

@article{Becker2014ANN,
  title={A Neural Network Based Pre-Selection of Big Data in Photon Science},
  author={Daniel Becker and Achim Streit},
  journal={2014 IEEE Fourth International Conference on Big Data and Cloud Computing},
  year={2014},
  pages={71-76}
}
One of the challenges of scientific data collection on a big data scale is the problem of storing all data. An example of this is femtosecond crystallography. Here, small crystals are illuminated by a pulsed X-ray laser beam and the resulting diffraction patterns are recorded by a detector device. However, only a minor portion of the diffraction data can be used in subsequent analyses because the crystal hit rate is small. In this paper, neural networks are explored for identifying useful… CONTINUE READING

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