Journal of Near Infrared Spectroscopy · 1999 · 40 citations · 7 references
AgricultureFood ScienceFood AnalysisFood EngineeringFruit ScienceFruit QualityFruit Quality EvaluationSpectroscopic Food AnalysisCross-validationDry Matter ContentFruit GradingInternal Quality AttributesPhysicochemical Quality AttributesSoluble Solids ContentSoluble Solids DeterminationWavelength Selection
A low cost NIR spectrometer has been used to estimate the soluble solids and dry matter content of kiwifruit non-destructively at reasonably high speed. PLS regression in conjunction with wavelength selection provided models with a root mean square error of cross validation of 0.27°Brix for soluble solids and 0.32% for dry matter. These errors are well below previously published results and would allow the grading of kiwifruit by internal quality into a number of classes with distinctly different taste attributes. The time required for data capture has been reduced to 0.75s per fruit by decreasing the noise introduced through the measurement procedure or the equipment. Based on the current performance of the equipment and process it appears feasible to increase the speed to about 10 fruit per second without detrimental change to signal-to-noise ratio or predictive capability for soluble solids and dry matter, opening the possibility for on-line grading of these properties.
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Sumio Kawano, Hisayoshi Watanabe, Mutsuo Iwamoto · Journal of the Japanese Society for Horticultural Science · 1992 · 220 citations · Full text
Method of Wavelength Selection for Partial Least Squares
Scott D. Osborne, Rainer Künnemeyer, Scott D. Osborne et al. · The Analyst · 1997 · 133 citations