M dwarf spectral indices at moderate resolution: accurate $T_{\mathrm{eff}}$ and [Fe/H] for 178 southern stars
E. Costa-Almeida, G. F. Porto de Mello, R. E. Giribaldi, D. Lorenzo, Oliveira, M. L. Ubaldo-Melo

TL;DR
This paper introduces a PCA-based calibration method to accurately determine effective temperatures and metallicities of M dwarfs using moderate resolution spectra, enabling large-scale stellar characterization.
Contribution
The study presents a novel, model-independent PCA calibration for deriving $T_{\mathrm{eff}}$ and [Fe/H] from moderate resolution spectra of M dwarfs, validated with a large sample.
Findings
Calibration achieves 81 K and 0.12 dex uncertainties in $T_{\mathrm{eff}}$ and [Fe/H]
Median uncertainties are 105 K and 0.23 dex, respectively
Metallicity distribution peaks at [Fe/H] ≈ -0.10 dex
Abstract
We present a spectroscopic and photometric calibration to derive effective temperatures and metallicities [Fe/H] for M dwarfs, based on a Principal Component Analysis of 147 spectral indices measured off moderate resolution ), high S/N () spectra in the 8390-8834 region, plus the JH color. Internal uncertainties, estimated by the residuals, are 81 K and 0.12 dex, respectively, for and [Fe/H], the calibrations being valid for 3050 K 4100 K and 0.45 [Fe/H] 0.50 dex. The PCA calibration is a competitive model-independent method to derive and [Fe/H] for large samples of M dwarfs, well suited to the available database of far-red spectra. The median uncertainties are 105 K and 0.23 dex for and [Fe/H], respectively, estimated by Monte Carlo…
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