An online, non-destructive method for simultaneously detecting chemical, biological, and physical properties of herbal injections using hyperspectral imaging with artificial intelligence
Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy(2022)
摘要
•HSI with AI algorithms are integrated for process analysis of botanical drugs.•Multiple quality properties of botanical drugs are simultaneously detected online.•The CNN model shows favorable performance for multi-outputs prediction.•A novel dual-scale anomaly detection algorithm was developed for visual inspection.
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关键词
Quality control,Botanical drugs,Process analysis,Hyperspectral imaging,Convolutional neural network,Anomaly detection
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