@InProceedings{VieiraRodrDalLMura:2018:ReShFo,
author = "Vieira, Lu{\'{\i}}s Eduardo Antunes and Rodr{\'{\i}}guez
Gomez, Jenny Marcela and Dal Lago, Alisson and Muralikrishna,
Amita",
affiliation = "{Instituto Nacional de Pesquisas Espaciais (INPE)} and {Instituto
Nacional de Pesquisas Espaciais (INPE)} and {Instituto Nacional de
Pesquisas Espaciais (INPE)} and {Instituto Nacional de Pesquisas
Espaciais (INPE)}",
title = "Reconstruction and short-term forecast of the total solar
irradiance",
year = "2018",
organization = "Simp{\'o}sio Brasileiro de Geof{\'{\i}}sica Espacial e
Aeronomia, 7. (SBGEA)",
abstract = "The Total Solar Irradiance (TSI) is the radiation generated by the
Sun in different wavelengths and received by the Earth (1AU). This
radiation affects the Earth's climate on large time scales. The
accurate values of the solar irradiance are important in climate
and atmospheric models. The Total Solar Irradiance (TSI) were
considered constant with a value approximately \∼ 1.361
Wm-2, but observations have revealed some variations in different
time scales. These observations are restricted to the last few
solar cycles and are subject to large uncertainties. We present a
model to reconstruct in near-real time the evolution of the Total
Solar Irradiance based on the solar surface magnetic field from
the Helioseismic and Magnetic Imager (HMI) on board the Solar
Dynamics Observatory (SDO) at 6173 A with a resolution of one
arcsecond. Our model is based on the assumption that the
irradiance variability is due to the evolution of the solar
magnetic field. We employ a Layer-Recurrent Network (LRN) to model
the relationship between the complex evolution of the photospheric
magnetic field and the solar irradiance. The input parameters are
determined from observations, the magnetic structures are
identified and classified according to the area of the solar disk
covered. This reconstruction of the total irradiance (TSI) in near
real time is available on the website of the Estudo e
Monitoramento Brasileiro Do Clima Espacial (EMBRACE) at the
National Institute for Space Research (INPE).",
conference-location = "Santa Maria, RS",
conference-year = "05-09 nov",
language = "pt",
targetfile = "vieira_reconstruction.pdf",
urlaccessdate = "04 maio 2024"
}