Article ID | Journal | Published Year | Pages | File Type |
---|---|---|---|---|
8882110 | Postharvest Biology and Technology | 2017 | 13 Pages |
Abstract
This study aimed to rapidly and nondestructively monitor 1-methylcyclopropene (1-MCP)-induced modulation of sugars accumulation in ripening 'Hayward' kiwifruit by hyperspectral imaging (HSI). Kiwifruit (Actinidia deliciosa var. Hayward) were treated with 0.5 μL Lâ1 1-MCP for 24 h at 23 °C and then stored for 20 d at room temperature for ripening. Hyperspectral images of 1-MCP treated and control fruit were recorded using a visible/near infrared (Vis/NIR) HSI system (400-1000 nm). The mean reflectance spectra of the inner cortex and the core were combined together to build a robust model for sugar contents in sliced samples. The best prediction accuracy for glucose, fructose, and sucrose in control fruit based on less than 10 selected features were: R2P of 0.934, 0.867, and 0.705, respectively. Moreover, the visualization maps showed a different sugar accumulation between treated and control fruit, with the sugar contents in the 1-MCP treated kiwifruit being significantly inhibited and the inhibitions were more effective in inner cortex than the core. The current study presented a rapid method for glucose, fructose, and sucrose detection in intact and fresh-cut kiwifruit as well as provided some insights for the effects of 1-MCP action on sugar accumulation through visualizing their distributions.
Keywords
ROIVis/NIRSPAK-S1-MCPLS-SVMHSISSCMLPMLRPLSRRMSERBFANN1-methylcyclopropeneSuccessive projection algorithmHyperspectral imagingleast squares support vector machinePartial least squares regressionMultiple linear regressionSucroseartificial neural networkscoefficient of determinationRadial basis functionFructoseSVMSupport vector machinesoluble solids contentregion of interestMultilayer perceptronhigh performance liquid chromatographyHPLCKiwifruitGlucose
Related Topics
Life Sciences
Agricultural and Biological Sciences
Agronomy and Crop Science
Authors
Weihong Hu, Da-Wen Sun, Jose Blasco,