TENORS
(Table model ENabled fitting of blazaR Seds)
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My collaborators and I used SOPRANO to simulates millions of spectra. We used these spectra as a learning set for a convolutional neural network which approximate the spectra with great accuracy.
This process can be repeted for different models.
The neural networks can then be used to fit blazars SEDs.
A public version of these neural networks are available on the mmdc website: http://www.mmdc.am/ .
I show below an example of a fit with the synchrotron self-Compton model for Mrk 421 a famous blazar.
SSC model fitting to the SED of MRK 421
SSC model fitting to the SED of MRK 421
Red : best fit model, grey model posterior. The data are overlaid on the spectral energy distribution.
Posterior distribution of the fit parameters for Mrk 421
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