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Updated: Jun 28, 2026

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可解释深度学习用于单分子纳米孔指纹使用物理引导的预处理

Arjav Shah1,2, Xin Kai Lee3,4, Kun Li2,5

  • 1Department of Chemical Engineering, Massachusetts Institute of Technology , Cambridge, Massachusetts 02139, United States.

ACS sensors
|February 20, 2026
PubMed
概括

我们开发了一个可解释的机器学习框架,用于纳米孔传感,提高分子指纹的准确性. 这种方法分析了原始离子电流脉冲,为增强的生物传感应用提供了物理一致的归因.

关键词:
在DNA纳米结构中.卷积神经网络是一种卷积神经网络.可以解释的人工智能AI机器学习是机器学习.纳米孔感应器可以感应纳米孔.信号处理 信号处理 信号处理单分子指纹的使用波形变换波形变换波形变换.

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Insensitive Nuclei Enhanced by Polarization Transfer (INEPT) is an advanced Nuclear Magnetic Resonance (NMR) technique specifically designed to detect and enhance the signals of low-abundance nuclei, such as carbon-13 and nitrogen-15, in small molecules. The fundamental principle behind INEPT is the transfer of polarization from a more abundant and highly polarizable nucleus, typically hydrogen-1, to the low-abundance nucleus of interest. This process effectively boosts the NMR signal of the...