Non-destructive evaluation of soluble solids content of apples using a developed portable Vis/NIR device. (May 2020)
- Record Type:
- Journal Article
- Title:
- Non-destructive evaluation of soluble solids content of apples using a developed portable Vis/NIR device. (May 2020)
- Main Title:
- Non-destructive evaluation of soluble solids content of apples using a developed portable Vis/NIR device
- Authors:
- Fan, Shuxiang
Wang, Qingyan
Tian, Xi
Yang, Guiyan
Xia, Yu
Li, Jiangbo
Huang, Wenqian - Abstract:
- Abstract : A portable visible and near-infrared (Vis/NIR) device could evaluate and monitor internal qualities of fruit on-tree, as well as during storage conditions after harvest. A portable Vis/NIR device which consisted of a commercial spectrometer in the spectral range of 400–1000 nm, an interactance fibre optic probe, a novel switch system, and a microcontroller, was developed and its ability for apple soluble solids content (SSC) prediction was evaluated. A switch system was designed for spectra collection, resulting in the acquisition of three spectra for each measurement of apple fruit, namely the white reference, dark reference, and sample spectrum, which can be used to correct the spectrum of apple fruit dynamically. The results showed that the dynamic correction was more promising than the static correction in which the reference spectra were obtained only once. A model for SSC was built using partial least square (PLS), with the coefficient of determination of prediction ( R p 2 ), the root mean square error of prediction (RMSEP), and the ratio of the standard deviation of the reference destructive SSC to the RMSEP (RPD) of 0.777, 0.561%, and 2.114, respectively. The model was then embedded in the custom software to make it possible for the portable device to predict SSC of apple directly, followed by validation using independent sets. The validation results gave R p 2, RMSEP, and RPD of 0.764, 0.672%, 2.029, respectively for SSC prediction under laboratoryAbstract : A portable visible and near-infrared (Vis/NIR) device could evaluate and monitor internal qualities of fruit on-tree, as well as during storage conditions after harvest. A portable Vis/NIR device which consisted of a commercial spectrometer in the spectral range of 400–1000 nm, an interactance fibre optic probe, a novel switch system, and a microcontroller, was developed and its ability for apple soluble solids content (SSC) prediction was evaluated. A switch system was designed for spectra collection, resulting in the acquisition of three spectra for each measurement of apple fruit, namely the white reference, dark reference, and sample spectrum, which can be used to correct the spectrum of apple fruit dynamically. The results showed that the dynamic correction was more promising than the static correction in which the reference spectra were obtained only once. A model for SSC was built using partial least square (PLS), with the coefficient of determination of prediction ( R p 2 ), the root mean square error of prediction (RMSEP), and the ratio of the standard deviation of the reference destructive SSC to the RMSEP (RPD) of 0.777, 0.561%, and 2.114, respectively. The model was then embedded in the custom software to make it possible for the portable device to predict SSC of apple directly, followed by validation using independent sets. The validation results gave R p 2, RMSEP, and RPD of 0.764, 0.672%, 2.029, respectively for SSC prediction under laboratory conditions, and 0.684, 2.777%, and 0.381, respectively for apples on-tree. The prediction results in the field were improved dramatically using the model built by the field data, with R p 2, RMSEP and RPD of 0.690, 0.604%, and 1.794, respectively. The overall results showed that the developed device had considerable potential to detect the SSC of apple in practical situations. Highlights: A prototype of portable Vis/NIR device for apple SSC detection was developed. The spectrum of apple fruit was corrected dynamically for each measurement. The device showed potential to predict SSC of apples in the lab and in the field. … (more)
- Is Part Of:
- Biosystems engineering. Volume 193(2020)
- Journal:
- Biosystems engineering
- Issue:
- Volume 193(2020)
- Issue Display:
- Volume 193, Issue 2020 (2020)
- Year:
- 2020
- Volume:
- 193
- Issue:
- 2020
- Issue Sort Value:
- 2020-0193-2020-0000
- Page Start:
- 138
- Page End:
- 148
- Publication Date:
- 2020-05
- Subjects:
- Soluble solids content -- NIR -- apple -- Portable device -- On-tree
Bioengineering -- Periodicals
Agricultural engineering -- Periodicals
Biological systems -- Periodicals
Génie rural -- Périodiques
Systèmes biologiques -- Périodiques
631 - Journal URLs:
- http://www.sciencedirect.com/science/journal/15375110 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.biosystemseng.2020.02.017 ↗
- Languages:
- English
- ISSNs:
- 1537-5110
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 2089.670500
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 13383.xml