In this follow-up article, we investigate the use of convolutional neural network for deriving stellar parameters from observed spectra. Using hyperparameters determined previously, we have constructed a Neural Network architecture suitable for the derivation of T eff {T}_{{\rm{eff}}} , log g \log g , [ M / H ] \left[M\hspace{0.1em}\text{/}\hspace{0.1em}H] , and v e sin i {v}_{e}\sin i . The network was constrained by applying it to databases of AFGK synthetic spectra at different resolutions. Then, parameters of A stars from Polarbase, SOPHIE, and ELODIE databases are derived, as well as those of FGK stars from the spectroscopic survey of stars in the solar neighbourhood. The network model’s average accuracy on the stellar parameters is found to be as low as 80 K for T eff {T}_{{\rm{eff}}} , 0.06 dex for log g \log g , 0.08 dex for [ M / H ] \left[M\hspace{0.1em}\text{/}\hspace{0.1em}H] , and 3 km/s for v e sin i {v}_{e}\sin i for AFGK stars.
Contents
- Research Articles
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February 28, 2023
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June 14, 2023
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September 26, 2023
- Review Article
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August 26, 2023
- Special Issue: New Technology for Space Environment Detection Based on Beidou Constellation
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February 2, 2023
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February 10, 2023
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Open AccessA low-energy ion spectrometer with large field of view and wide energy range onboard a Chinese GEO satelliteFebruary 14, 2023
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February 22, 2023
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February 24, 2023
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Open AccessDesign and validation of a space plasma environment detector for BeiDou navigation satelliteMarch 31, 2023
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April 1, 2023
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April 21, 2023
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June 30, 2023
- Special Issue: Modern Stellar Astronomy 2022
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Open AccessCrossmatching of high-proper motion L, T, and Y brown dwarfs with large photometric surveysFebruary 16, 2023
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February 18, 2023
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March 3, 2023
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March 9, 2023
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April 25, 2023
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Open AccessInvestigation of the halo effect in the evolution of a nonstationary disk of spiral galaxiesJune 26, 2023
- Special Issue: Astromineralogy and cosmochemistry of the Kaba meteorite
- Special Issue: The Hubble Tension: Current Research and New Perspectives
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Open AccessLate-time dark energy and Hubble tensionMay 9, 2023
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August 1, 2023