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Jiahao Liu

affiliation not provided to SSRN

  • affiliation not provided to SSRN

SCHOLARLY PAPERS

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Scholarly Papers (1)

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A Rapid Wine Brand Identification Method Based on the Joint Application of Sers and Machine Learning Techniques

Downloads 41 (1,209,354)

A Rapid Wine Brand Identification Method Based on the Joint Application of Sers and Machine Learning Techniques

Number of pages: 12 Posted: 10 Jul 2025
Danheng Gao, Haoran Meng, Qihan Zhang, Meng Luo, Kang He, Zhaonan Huang, Jiahao Liu, Tao Geng and Weimin Sun
affiliation not provided to SSRN, Harbin Engineering University, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Harbin Engineering University and Harbin Engineering University
Downloads 23 (1,486,852)

Abstract:

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SERS technology, Machine learning, no-preparation detection, brand identification, red wine

A Rapid Wine Brand Identification Method Based on the Joint Application of Sers and Machine Learning Techniques

Number of pages: 12 Posted: 09 Jul 2025
Danheng Gao, Haoran Meng, Qihan Zhang, Meng Luo, Kang He, Zhaonan Huang, Jiahao Liu, Tao Geng and Weimin Sun
affiliation not provided to SSRN, Harbin Engineering University, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Harbin Engineering University and Harbin Engineering University
Downloads 18 (1,537,408)

Abstract:

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SERS technology, Machine learning, no-preparation detection, brand identification, red wine