Publications

2025

  1. ACS Nano
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    Machine Learning Interpretation of Optical Spectroscopy Using Peak-Sensitive Logistic Regression
    Ziyang Wang, Jeewan Ranasinghe, Wenjing Wu, and 7 more authors
    ACS nano, 2025
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2024

  1. Book Chapter
    Optical Properties and Emerging Phenomena of Two-Dimensional Materials
    Kunyan Zhang, Arpit Jain, Wenjing Wu, and 3 more authors
    In Novel Optical Materials, 2024
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  2. Nanoscale
    Unveiling brain disorders using liquid biopsy and Raman spectroscopy
    Jeewan C Ranasinghe, Ziyang Wang, and Shengxi Huang
    Nanoscale, 2024
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2023

  1. 2D Materials
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    Measuring complex refractive index through deep-learning-enabled optical reflectometry
    Ziyang Wang, Yuxuan Cosmi Lin, Kunyan Zhang, and 2 more authors
    2D Materials, 2023
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  2. ISBI
    Strain-Level Identification and Analysis of Avian Coronavirus Using Raman Spectroscopy and Interpretable Machine Learning
    Peng Jin, Yin-Ting Yeh, Jiarong Ye, and 8 more authors
    In 2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI), 2023
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  3. M.S. Thesis
    High-Dimensional Spectroscopy Analysis with Machine Learning Techniques
    Ziyang Wang
    2023

2022

  1. ACS Nano
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    Rapid biomarker screening of Alzheimer’s disease by interpretable machine learning and graphene-assisted Raman spectroscopy
    Ziyang Wang, Jiarong Ye, Kunyan Zhang, and 8 more authors
    ACS nano, 2022
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  2. Engineered 2D materials for optical bioimaging and path toward therapy and tissue engineering
    Jeewan C Ranasinghe, Arpit Jain, Wenjing Wu, and 3 more authors
    Journal of Materials Research, 2022
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  3. ACS photonics
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    Understanding the excitation wavelength dependence and thermal stability of the SARS-CoV-2 receptor-binding domain using surface-enhanced raman scattering and machine learning
    Kunyan Zhang, Ziyang Wang, He Liu, and 8 more authors
    ACS photonics, 2022
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  4. PNAS
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    Accurate virus identification with interpretable Raman signatures by machine learning
    Jiarong Ye, Yin-Ting Yeh, Yuan Xue, and 8 more authors
    Proceedings of the National Academy of Sciences, 2022
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  5. APS March
    Deep-learning-enabled optical ellipsometry for complex thin films and 2D materials
    Ziyang Wang, Yuxuan Lin, Shengxi Huang, and 6 more authors
    In APS March Meeting Abstracts, 2022
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  6. Biosensors
    Raman spectroscopy on brain disorders: transition from fundamental research to clinical applications
    Jeewan C Ranasinghe, Ziyang Wang, and Shengxi Huang
    Biosensors, 2022
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