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SpaceWeather

To expect flare class using CNN with VGG19

Writer : Kang-San Jeon (daiayjks@gmail.com)

Code

  • [Reference] TF_FLARE.py
    • Reference code of laboratory of Yong-Jae Moon, Univ.Kyunghee, Republic of Korea
    • Using tensorflow
  • main.py
    • train and test code
    • Using keras
  • prepare_data.py
    • To prepare image data to train and test
    • readFits

      This function read the fits file and show a histogram of image value, image, and clipped image

    • savePngFromFits

      This function save image to png from fits

    • convertLabel(with change_datetime)

      This function convert format of label text file to classify images by flare classes

    • classifyImage

      This function classify images by flare classes

    • Flare event label site

public_fits_image folder

  • Written by Min-Su Shin
  • Astrophysics, Department of Physics, University of Oxford (2012 - )
  • Department of Astronomy, University of Michigan (2009 - 2012)
  • Department of Astrophysical Sciences, Princeton University (2005 - 2009)

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To expect flare class using CNN

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