TENORS
(Table model ENabled fitting of blazaR Seds)
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 neural network can then be used to fit blazars SEDs.
A public version of the neural network is 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