Machine Learning for Stellar Magnetic Field Determination

• Published in: International journal of computational intelligence systems Vol. 11; no. 1; pp. 608 - 615
• Main Authors: Córdova Barbosa, J. P., Navarro Jiménez, S. G., Ramírez Vélez, J. C.
• Format: Journal Article
• Language: English
• Published: Dordrecht Springer Netherlands 2018; Springer
• Subjects: Artificial Neural Networks; Machine Learning; Parameter Determination; Research Article; Stellar: Magnetic Fields; Artificial Neural Networks; Machine Learning; Stellar: Magnetic Fields; Parameter Determination

In this work we present the results for the automatic determination of the mean longitudinal magnetic field in polarized stellar spectra through the analysis of spectropolarimetric observations. In order to determine this important parameter, we first developed a synthetic database encompassing a se...