Laser-induced breakdown spectroscopy chemometrics for ChemCam Mars <i>in situ</i> data analysis based on deep learning and pretrained-model-based transfer learning

A novel scheme to analyze Mars in situ LIBS spectra by integrating deep learning with pretrained-model-based transfer learning.

Authors

Xuesen Xu (ORCID: https://orcid.org/0000-0001-9050-893X)
Zhicheng Cui (ORCID: https://orcid.org/0000-0002-9807-9583)
Fan Yang (ORCID: https://orcid.org/0000-0003-1874-0392)
Jianyu Wang
Rong Shu (ORCID: https://orcid.org/0000-0002-3620-4617)
O. Forni (ORCID: https://orcid.org/0000-0001-6772-9689)
A. Cousin (ORCID: https://orcid.org/0000-0001-7823-7794)
Yuwei Chen (ORCID: https://orcid.org/0000-0003-0148-3609)
Luning Li (ORCID: https://orcid.org/0000-0003-2375-2259)
Weiming Xu (ORCID: https://orcid.org/0000-0003-4215-0288)

Institutions

Centre National de la Recherche Scientifique (FR)
Université Toulouse III - Paul Sabatier (FR)
Université Fédérale de Toulouse Midi-Pyrénées (FR)
Shanghai Institute of Technical Physics (CN)
University of Chinese Academy of Sciences (CN)
Institut de Recherche en Astrophysique et Planétologie (FR)

Publication Details

Journal: Journal of Analytical Atomic Spectrometry
Published: 2025-01-01
DOI: https://doi.org/10.1039/d4ja00407h
Citations: 7
Primary Topic: Laser-induced spectroscopy and plasma
Type: article
Field-Weighted Citation Impact: 6.05

Funders

Natural Science Foundation of Shanghai
National Natural Science Foundation of China
Shanghai Rising-Star Program
National Key Research and Development Program of China

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article

Laser-induced breakdown spectroscopy chemometrics for ChemCam Mars in situ data analysis based on deep learning and pretrained-model-based transfer learning

Xuesen Xu, Zhicheng Cui, Fan Yang, Jianyu Wang et al.

Jan 1, 2025

7 citations

Journal of Analytical Atomic Spectrometry

Laser-induced spectroscopy and plasma

6.05

article

Laser-induced breakdown spectroscopy chemometrics for ChemCam Mars in situ data analysis based on deep learning and pretrained-model-based transfer learning

Xuesen Xu, Zhicheng Cui, Fan Yang, Jianyu Wang, Rong Shu, O. Forni, A. Cousin, Yuwei Chen, Luning Li, Weiming Xu

January 1, 2025article en

7 citations

Abstract

A novel scheme to analyze Mars in situ LIBS spectra by integrating deep learning with pretrained-model-based transfer learning.

Journal of Analytical Atomic SpectrometryVol. 40(9)

Centre National de la Recherche Scientifique (FR), Université Toulouse III - Paul Sabatier (FR), Université Fédérale de Toulouse Midi-Pyrénées (FR), Shanghai Institute of Technical Physics (CN), University of Chinese Academy of Sciences (CN), Institut de Recherche en Astrophysique et Planétologie (FR)

Natural Science Foundation of Shanghai, National Natural Science Foundation of China, Shanghai Rising-Star Program, National Key Research and Development Program of China

Openalex Percentile: Top 3%

Laser-induced spectroscopy and plasma

6.05

DOI Source OpenAlex

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Laser-induced breakdown spectroscopy chemometrics for ChemCam Mars <i>in situ</i> data analysis based on deep learning and pretrained-model-based transfer learning — Xuesen Xu, Zhicheng Cui, et al. · Journal of Analytical Atomic Spectrometry (2025) | TGRS Research Map | TGRS