Synthetic star flare light curves with added QPP

This dataset contains 90,000 synthetic light curves of solar/stellar flares. Flare light curves are generated using three flare models: Devenport, Gryciuk and two half-Gaussian. For 50% of light curves, decaying Quasi-periodic Pulsations (QPP) are added. The file structure of the dataset is as follo...

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Hauptverfasser: Belov, Sergey, Bromhall, Anne-Marie, Kolotkov, Dmitrii, Nakariakov, Valery
Format: Dataset
Sprache:eng
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Zusammenfassung:This dataset contains 90,000 synthetic light curves of solar/stellar flares. Flare light curves are generated using three flare models: Devenport, Gryciuk and two half-Gaussian. For 50% of light curves, decaying Quasi-periodic Pulsations (QPP) are added. The file structure of the dataset is as follows: - general_info.txt contains the description of the dataset parameters used - file_info_Exp.csv contains the values of parameters used to generate light curves using the Devenport model - file_info_Gryciuk.csv contains the values of parameters used to generate light curves using the Gryciuk model - file_info_Double_Gauss contains the values of parameters used to generate light curves using the two half-Gaussian model - dataset_info.csv contains a list of the parameters used to generate the dataset - labels_train.csv contains a list of flare id and labels for train data - labels_test.csv contains a list of flare id and labels for test data - labels_val.csv contains a list of flare id and labels for validation data - Sims_noise.zip contains synthetic flare light curves with added noise (white, red or both) - Sims_nonoise.zip contains synthetic flare light curves without added noise
DOI:10.7910/dvn/unrtn6