Optimization of NIR spectral data management for quality control of grape bunches during on-vine ripening

Sensors (Basel). 2011;11(6):6109-24. doi: 10.3390/s110606109. Epub 2011 Jun 7.

Abstract

NIR spectroscopy was used as a non-destructive technique for the assessment of chemical changes in the main internal quality properties of wine grapes (Vitis vinifera L.) during on-vine ripening and at harvest. A total of 363 samples from 25 white and red grape varieties were used to construct quality-prediction models based on reference data and on NIR spectral data obtained using a commercially-available diode-array spectrophotometer (380-1,700 nm). The feasibility of testing bunches of intact grapes was investigated and compared with the more traditional must-based method. Two regression approaches (MPLS and LOCAL algorithms) were tested for the quantification of changes in soluble solid content (SSC), reducing sugar content, pH-value, titratable acidity, tartaric acid, malic acid and potassium content. Cross-validation results indicated that NIRS technology provided excellent precision for sugar-related parameters (r(2) = 0.94 for SSC and reducing sugar content) and good precision for acidity-related parameters (r(2) ranging between 0.73 and 0.87) for the bunch-analysis mode assayed using MPLS regression. At validation level, comparison of LOCAL and MPLS algorithms showed that the non-linear strategy improved the predictive capacity of the models for all study parameters, with particularly good results for acidity-related parameters and potassium content.

Keywords: NIR spectroscopy; bunch analysis; on-vine; quality parameters.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Agriculture / methods*
  • Algorithms
  • Calibration
  • Carbohydrates / chemistry
  • Fruit / chemistry
  • Hydrogen-Ion Concentration
  • Malates / analysis
  • Potassium / analysis
  • Quality Control
  • Regression Analysis
  • Reproducibility of Results
  • Spectroscopy, Near-Infrared / methods*
  • Tartrates / analysis
  • Vitis / physiology*

Substances

  • Carbohydrates
  • Malates
  • Tartrates
  • malic acid
  • Potassium
  • tartaric acid