Grape phenolic assessment is fundamental to predict sensory attributes of wines, however, it is commonly destructive, time-consuming, and costly. This study aimed at developing a new method for in-field phenolic maturity estimation from high-resolution RGB images acquired by unmanned aerial vehicle (UAV) platform on Sangiovese cultivar. It was compared to the anthocyanin indices provided by the Multiplex proximal sensor and traditional destructive analysis on the very same bunches. The UAV approach demonstrated similar results to the consolidated Multiplex sensor, in detail the colour index of vegetation extraction (CIVE) reached R2=0.44 and RMSE=307.73 mg/kg in anthocyanin content estimation. This fast and objective UAV application can provide a promising solution for winemakers’ support in the critical choice of harvest scheduling.
Precision agriculture ’21
EditorJohn V. Stafford
Published: 2021 Pages: 984
eISBN: 978-90-8686-916-9 | ISBN: 978-90-8686-363-1
Book Type: Conference Proceedings
58. Rapid and non-destructive phenolic maturity assessment in vineyard from RGB imagery acquired by UAV platform
S.F. Di Gennaro Related information
1Institute of BioEconomy, National Research Council (CNR-IBE), Via G. Caproni 8, 50145 Florence, Italy.
*Corresponding author: salvatorefilippo. digennaro@cnr. it
, G. Agati Related information*Corresponding author: salvatorefilippo.
2Institute of Applied Physics, National Research Council (CNR-IFAC), Via Madonna del Piano 10, 50019 Sesto Fiorentino, Italy.
, A. Berton Related information3Institute of Clinical Physiology, National Research Council (CNR-IFC), Via Moruzzi 1, 56124 Pisa, Italy.
, L. Cavigli Related information2Institute of Applied Physics, National Research Council (CNR-IFAC), Via Madonna del Piano 10, 50019 Sesto Fiorentino, Italy.
, L. Fabbrini Related information4Ente Terre Regionali Toscane, Tenuta di Cesa, Via Cassia 147, 52047 Marciano della Chiana, Italy.
, R. Perria Related information5Council for Agricultural Research and Agricultural Economy Analysis, Research Centre for Viticulture and Enology (CREA-VE), Viale Santa Margherita 80, 52100 Arezzo, Italy.
, P. Storchi Related information5Council for Agricultural Research and Agricultural Economy Analysis, Research Centre for Viticulture and Enology (CREA-VE), Viale Santa Margherita 80, 52100 Arezzo, Italy.
, L. Tuccio Related information2Institute of Applied Physics, National Research Council (CNR-IFAC), Via Madonna del Piano 10, 50019 Sesto Fiorentino, Italy.
, A. Zombardo Related information5Council for Agricultural Research and Agricultural Economy Analysis, Research Centre for Viticulture and Enology (CREA-VE), Viale Santa Margherita 80, 52100 Arezzo, Italy.
, A. Matese Related information1Institute of BioEconomy, National Research Council (CNR-IBE), Via G. Caproni 8, 50145 Florence, Italy.
Pages: 485 - 492
Published Online: June 25, 2021
Abstract: