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Article ? AI-assigned paper type based on the abstract. Classification may not be perfect — flag errors using the feedback button. Tier 2 ? Original research — experimental, observational, or case-control study. Direct primary evidence. Detection Methods Sign in to save

Material analysis with polarization holography and machine learning

2023 1 citation ? Citation count from OpenAlex, updated daily. May differ slightly from the publisher's own count. Score: 30 ? 0–100 AI score estimating relevance to the microplastics field. Papers below 30 are filtered from public browse.
Yanmin Zhu, Yanmin Zhu, Yanmin Zhu, Jianqing Huang, Yanmin Zhu, Jianqing Huang, Jianqing Huang, Yanmin Zhu, Jianqing Huang, Yanmin Zhu, Yuxing Li, Yanmin Zhu, Yanmin Zhu, Yuxing Li, Yanmin Zhu, Jianqing Huang, Yunping Zhang, Yanmin Zhu, Yanmin Zhu, Yanmin Zhu, Yanmin Zhu, Jianqing Huang, Yuxing Li, Yuxing Li, Jianqing Huang, Edmund Y. Lam Yanmin Zhu, Yanmin Zhu, Edmund Y. Lam Edmund Y. Lam Jianqing Huang, Yuxing Li, Yuxing Li, Edmund Y. Lam Edmund Y. Lam Edmund Y. Lam Edmund Y. Lam Edmund Y. Lam Edmund Y. Lam Edmund Y. Lam Yanmin Zhu, Yanmin Zhu, Jianqing Huang, Jianqing Huang, Jianqing Huang, Jianqing Huang, Jianqing Huang, Jianqing Huang, Jianqing Huang, Jianqing Huang, Jianqing Huang, Jianqing Huang, Edmund Y. Lam Edmund Y. Lam Edmund Y. Lam Yunping Zhang, Yunping Zhang, Yunping Zhang, Yunping Zhang, Edmund Y. Lam Edmund Y. Lam Edmund Y. Lam Edmund Y. Lam Edmund Y. Lam Edmund Y. Lam Edmund Y. Lam Yunping Zhang, Edmund Y. Lam Edmund Y. Lam Edmund Y. Lam Edmund Y. Lam Edmund Y. Lam Edmund Y. Lam Edmund Y. Lam Edmund Y. Lam Edmund Y. Lam Edmund Y. Lam Edmund Y. Lam

Summary

Researchers developed a polarization holographic imaging system combined with machine learning to identify different materials, demonstrating the approach on microplastic identification. This novel optical method could become a fast, non-destructive tool for classifying microplastics in environmental samples.

We design a polarization holographic system to record the sample holographic images with rich polarization states, amplitude, and phase information. Material analysis and characterization are realized with machine learning. We demonstrate the system feasibility on specific microplastic material identification.

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