Applied Sciences · 2023 · 32 citations · 62 references
AgricultureFood SciencePrecision AgricultureFood ProcessingRemote SensingSensorsFruit Quality EvaluationHyperspectral ImagingSensor Data AcquisitionSpectroscopic Food AnalysisData ProcessingHyperspectral Image SensorsHyperspectral Imagery AnalysisHyperspectral SensorsNondestructive AnalysisPrecision Agriculture SystemsProximal SensingProximal Sensing In Agriculture
During the last two decades, hyperspectral imaging (HSI) has been one of the most studied and applied techniques in the field of nondestructive monitoring systems for the fruit and vegetable supply chain. This review provides HSI technical aspects (i.e., device features) and data analysis approaches (i.e., data processing and qualitative/quantitative modeling) for fresh-cut products, focusing on the different applications which the literature offers and the possible scale-up for process monitoring. Moreover, new frontiers in the development of possible process analytical technologies of cost-effective and hand-held HSI devices are presented and discussed. Even though the performance of these new proximal sensing tools needs to be carefully evaluated, new applicative research perspectives in the development of a proximal sensing approach based on HSI sensor networks are ready to be studied and developed for finding field applications (i.e., precision agriculture, food processing, and more) and enabling faster and more convenient analysis while maintaining the accuracy and capabilities of traditional HSI systems.
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Recent Advances of Hyperspectral Imaging Technology and Applications in Agriculture
Bing Lu, Phuong D. Dao, Jiangui Liu et al. · Remote Sensing · 2020 · 1.1K citations · Full text
An overview of the supervised machine learning methods
Vladimir Nasteski · HORIZONS B · 2017 · 667 citations