The research directions focus on near-infrared spectroscopy, mid-infrared spectroscopy, Raman spectroscopy, chemometrics, machine learning, and convolutional neural networks. These are primarily applied in multiple research fields such as food and agricultural product processing, and traditional Chinese medicinal materials.