Accurate remote detection and identification of unknown substances under complex noise interference have long been a major research focus worldwide. Raman spectroscopy offers the unique advantage of providing molecular fingerprint information of target substances under noncontact conditions. However, complex noise sources, such as background light, detector noise, and long-distance transmission attenuation, can significantly reduce the distinguishability of weak spectral peaks.
