S18 - Session O2 - VIS/NIR spectroscopy is a promising tool to predict fruit set and chemical thinner response

S18 - Session O2 - VIS/NIR spectroscopy is a promising tool to predict fruit set and chemical thinner response

Thursday, August 18, 2022 10:45 AM to 11:00 AM · 15 min. (Europe/Paris)
Angers Congress Centre
S18 III International symposium on mechanization, precision horticulture, and robotics: precision and digital horticulture in field environments

Information

Authors: James Larson *, Thomas Kon

Apple chemical thinning occurs during a critical 3 to 4 week period where growers make multiple applications of plant bioregulators to induce fruitlet abscission and optimize crop load. However, differences between persisting and abscising fruitlets are not visible for up to two weeks following thinner application, which complicates management decisions. The Fruit Growth Rate model (FGM) is currently the only tool available to growers to predict fruit set following a thinner application, utilizing repeated measurements of fruitlet diameter to distinguish between persisting and abscising fruitlets. Accurate predictions with the FGM are typically seen 7-10 days following thinner application; however, this process is time sensitive and labor intensive. The goal of this project was to determine if a portable, handheld Vis/NIR spectrometer (Felix F-750; Felix Instruments; Camas, WA) can predict abscission rates earlier than the FGM. An experiment was conducted in a commercial 'Honeycrisp'/'M. 26' orchard in Dana, NC. Fruitlet diameter and spectrometer data were collected on each fruitlet in twenty tagged clusters on five trees, measurements occurred -4, -1, 3, 5, 7, 9, and 12 days after a chemical thinner application (600 ppm Carbaryl + 5 ppm NAA). Classification models (partial least squares regression, random forests, and XGBoost) were built from captured absorbance spectra, each wavelength a predictor variable, for each measurement date. The FGM overestimated persisting fruitlets until 9 days after thinner was applied. Random forests models had greater than 88% accuracy and 94% area under the receiver operating characteristic curve for each measurement date. These results indicate that Vis/NIR spectroscopy has the potential to rapidly predict fruit set before and after a thinner application, providing growers with more flexibility to optimize thinner applications. Use of this technology and associated models to predict apple fruitlet abscission will be validated in future research.

Type of sessions
Oral Presentations
Type of broadcast
In Replay (after IHC)In personIn remote
Keywords
appleThinningVis/NIRSpectroscopy
Room
Botanical Room - Screen 1

Oral session including this Oral presentation

S18 - Session O2 - Imaging based diagnosis

Angers Congress Centre

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