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Open Access

Peer-reviewed

Research Article

Study on the quantitative analysis of Tilianin based on Raman spectroscopy combined with deep learning

Wen Jiang ,

Contributed equally to this work with: Wen Jiang, Wei Liu

Roles Conceptualization, Formal analysis

Affiliation The Sixth Affiliated Hospital of Xinjiang Medical University, Urumqi, China
⨯
Wei Liu ,

Contributed equally to this work with: Wen Jiang, Wei Liu

Roles Writing – original draft, Writing – review & editing

Affiliation College of Software, Xinjiang University, Urumqi, China
⨯
Xiaotong Xin,

Roles Funding acquisition, Investigation

Affiliation College of Software, Xinjiang University, Urumqi, China
⨯
Wei Zhang,

Roles Software, Supervision

Affiliation The First Affiliated Hospital of Xinjiang Medical University, Urumqi, China
⨯
Junhui Chen,

Roles Investigation, Project administration

Affiliation The Sixth Affiliated Hospital of Xinjiang Medical University, Urumqi, China
⨯
Jieyu Liu,

Roles Data curation, Resources, Software, Writing – original draft

Affiliation The Sixth Affiliated Hospital of Xinjiang Medical University, Urumqi, China
⨯
Yanqi Ma,

Roles Data curation, Formal analysis

Affiliation The Sixth Affiliated Hospital of Xinjiang Medical University, Urumqi, China
⨯
Cheng Chen,

Roles Software, Supervision

Affiliation College of Software, Xinjiang University, Urumqi, China
⨯
Xiaomei Pan

Roles Conceptualization, Writing – original draft

* E-mail: ydww1103@163.com

Affiliation The Sixth Affiliated Hospital of Xinjiang Medical University, Urumqi, China

https://orcid.org/0009-0008-1476-3267

⨯

Study on the quantitative analysis of Tilianin based on Raman spectroscopy combined with deep learning

Wen Jiang,
Wei Liu,
Xiaotong Xin,
Wei Zhang,
Junhui Chen,
Jieyu Liu,
Yanqi Ma,
Cheng Chen,
Xiaomei Pan

x

Published: June 18, 2025
https://doi.org/10.1371/journal.pone.0325530

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Quantitative analysis
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Deep learning
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Raman spectroscopy
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Vibration
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Mass spectrometry
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High performance liquid chromatography
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Machine learning
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