[Research and application of intelligent hyperspectral analysis technology for Chinese materia medica].

高光谱成像 计算机科学 预处理器 人工智能 数据预处理 数据采集 模式识别(心理学) 遥感 地理 操作系统
作者
He Wang,Shiyu Liu,Hui Wang,Wei Li,Meng Lyu
出处
期刊:PubMed [National Institutes of Health]
卷期号:48 (16): 4320-4327 被引量:2
标识
DOI:10.19540/j.cnki.cjcmm.20230512.104
摘要

With the development of imaging technology and artificial intelligence, hyperspectral imaging technology provides a fast, non-destructive, intelligent, and precise new method for the analysis of Chinese materia medica(CMM). This paper summarized the methods and applications of hyperspectral imaging technology combined with intelligent analysis technology in the field of CMM in recent years, focusing on the acquisition and preprocessing of hyperspectral data, intelligent analysis methods of hyperspectral data, and practical cases of these technologies in the field of CMM. Hyperspectral data of CMM can provide spectral information with nanometer-level resolution and rich spatial texture information simultaneously. This paper summarized the acquisition process, including black-and-white board calibration and region-of-interest extraction, and preprocessing methods including smoothing, differentiation, scale-space, and scattering correction. The feature extraction methods in terms of spectral, spatial, color, and texture were briefly described, and common modeling methods were summarized. Finally, this paper reviewed the research cases of the application of the above methods to the fields of CMM, such as authenticity identification, origin tracing, variety recognition, year identification, sulfur fumigation degree determination, and quantitative measurement.
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