Automated Methods for Abundance Determination

As the multiplexing power of spectroscopic instruments increases, so does the need for automated analysis. In practice, the bottleneck for speed is the calculation of model spectra to evaluate the likelihood of candidate parameters. This presentation gives an overview of the steps required for automating spectroscopic analyses, focusing on the speedups achievable by precomputing regular grids of synthetic spectra for on-the-fly interpolation, and a new technique based on precomputed irregular grids capable of tackling problems with much higher dimensionality, as in the case when we are interested in deriving the abundances of multiple elements. Accuracy, ease of use and portability will be discussed.

Publication Details

Journal
ArXiv.org
Published
2025-03-22
Primary Topic
Spectroscopy and Laser Applications
Type
article
Field-Weighted Citation Impact
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article

Automated Methods for Abundance Determination

ArXiv.org
Spectroscopy and Laser Applications
article

Automated Methods for Abundance Determination

article en

Abstract

As the multiplexing power of spectroscopic instruments increases, so does the need for automated analysis. In practice, the bottleneck for speed is the calculation of model spectra to evaluate the likelihood of candidate parameters. This presentation gives an overview of the steps required for automating spectroscopic analyses, focusing on the speedups achievable by precomputing regular grids of synthetic spectra for on-the-fly interpolation, and a new technique based on precomputed irregular grids capable of tackling problems with much higher dimensionality, as in the case when we are interested in deriving the abundances of multiple elements. Accuracy, ease of use and portability will be discussed.

ArXiv.org
Openalex Percentile: Top 55%
Spectroscopy and Laser Applications
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Automated Methods for Abundance Determination · ArXiv.org (2025) | TGRS Research Map | TGRS