Laboratory and field comparison of onboard and remote sensors for canopy characterisation in vineyards

Abstract

Accurate canopy characterisation is crucial for the targeted application of plant protection products following the variable rate application (VRA) concept. In this study, two different canopy measurement systems were compared: ultrasonic (US) sensors and UAV-based photogrammetry. A specific device was developed to host a series of US sensors that could conduct a fully automatic canopy characterisation of two vine rows in a single pass. The results of canopy characterisation (canopy width, canopy height, leaf wall area, and tree row volume) were compared with those obtained after complete data processing of the images obtained using a multispectral camera embedded on a UAV. Results indicated that no significant differences have been obtained in the definition of main canopy parameters. Field tests indicated that US sensors offered stable canopy height readings but exhibited variability in width measurements due to factors like ground conditions and sensor placement. Compared to with UAV photogrammetry, US sensors provided comparable results for canopy height and width at a lower cost and with less precision. Therefore, the choice between US sensors and UAVs should consider the resolution requirements, cost, and field conditions. Field data were collected from two commercial vineyards in the Penedès region close to Barcelona (Spain). Before this, laboratory tests were performed using an artificial target to achieve an accurate evaluation of the US sensors. Overall, this study highlighted the potential of ground-based sensing systems for precise and repeatable canopy measurements, contributing to improved vineyard management practices and advanced technological integration for agricultural monitoring.

Objectius de Desenvolupament Sostenible::3 - Salut i Benestar

Objectius de Desenvolupament Sostenible::6 - Aigua Neta i Sanejament

Objectius de Desenvolupament Sostenible::8 - Treball Decent i Creixement Econòmic

Objectius de Desenvolupament Sostenible::15 - Vida d'Ecosistemes Terrestres

Objectius de Desenvolupament Sostenible::9 - Indústria, Innovació i Infraestructura

Objectius de Desenvolupament Sostenible::11 - Ciutats i Comunitats Sostenibles

Objectius de Desenvolupament Sostenible::12 - Producció i Consum Responsables

Objectius de Desenvolupament Sostenible::13 - Acció per al Clima

Objectius de Desenvolupament Sostenible::2 - Fam zero

Postprint (author's final draft)