Low-cost smartphone-based LIBS combined with deep learning image processing for accurate lithology recognition-Reference-Cited by-同舟云学术

Low-cost smartphone-based LIBS combined with deep learning image processing for accurate lithology recognition

Published:2021 Issue: Volume: Page:
ISSN:1359-7345
Container-title:Chemical Communications
language:en
Short-container-title:Chem. Commun.

Author:

Wang Xu¹²³⁴⁵,Chen Sha¹²³⁴⁵,Wu Mengfan⁶⁷⁸⁴⁵^ORCID,Zheng Ruiqin¹²³⁴⁵,Liu Zhuo⁹³⁴⁵,Zhao Zhongjun¹⁰³⁴⁵,Duan Yixiang¹²³⁴⁵

Affiliation:

1. Research Centre of Analytical Instrumentation

2. School of Mechanical Engineering

3. Sichuan University

4. Chengdu

5. P. R. China

6. College of Life Sciences

7. Key Laboratory of Bio-resource and Eco-environment

8. Ministry of Education, Sichuan University

9. School of Aeronautics and Astronautics

10. College of Chemical Engineering

Abstract

A multi-channel smartphone-based spectrometer was developed for LIBS. The spectra and the spatial spectral distributions of plasma plumes were recorded as images and processed through a deep learning model for accurate rock type prediction.

Funder

Fundamental Research Funds for the Central Universities

Publisher

Royal Society of Chemistry (RSC)

Subject

Materials Chemistry,Metals and Alloys,Surfaces, Coatings and Films,General Chemistry,Ceramics and Composites,Electronic, Optical and Magnetic Materials,Catalysis

Link

http://pubs.rsc.org/en/content/articlepdf/2021/CC/D1CC01844B

Reference17 articles.

1. Laser-induced breakdown spectroscopy (LIBS) for food analysis: A review

2. Applications of laser-induced breakdown spectroscopy in cultural heritage and archaeology: a critical review

3. Advances in Laser-Induced Breakdown Spectroscopy analysis for geology: A critical review

4. Feasibility study of rock identification at the surface of Mars by remote laser-induced breakdown spectroscopy and three chemometric methods

5. Applications of laser-induced breakdown spectroscopy (LIBS) combined with machine learning in geochemical and environmental resources exploration

Cited by 10 articles. 订阅此论文施引文献订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献

1. Smartphone-based diagnostics with coherent and infrared imaging for cultural heritage;Journal of Physics: Photonics;2024-08-14

2. Application of deep learning in laser-induced breakdown spectroscopy: a review;Artificial Intelligence Review;2023-09-12

3. Small-sample stacking model for qualitative analysis of aluminum alloys based on femtosecond laser-induced breakdown spectroscopy;Optics Express;2023-08-02

4. Study on adaptive parameter internal mode control method for argon-oxygen refining ferrochrome alloy;AIP Advances;2023-05-01

5. Visualization and accuracy improvement of soil classification using laser-induced breakdown spectroscopy with deep learning;iScience;2023-03