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A UAV-based system for monitoring crop growth in wheat, barley and triticale phenotyping field trials

Authors :
Ministerio de Economía y Competitividad (España)
Ministerio de Ciencia, Innovación y Universidades (España)
Agencia Estatal de Investigación (España)
European Commission
Peña, José María
Ostos-Garrido, Francisco J.
Torres-Sánchez, Jorge
Pistón, Fernando
Castro, Ana Isabel de
Ministerio de Economía y Competitividad (España)
Ministerio de Ciencia, Innovación y Universidades (España)
Agencia Estatal de Investigación (España)
European Commission
Peña, José María
Ostos-Garrido, Francisco J.
Torres-Sánchez, Jorge
Pistón, Fernando
Castro, Ana Isabel de
Publication Year :
2019

Abstract

This research evaluated the capability of an unmanned aerial vehicle (UAVs) –based system to monitor the plant heights of several wheat, barley and triticale field trials over time, by applying a customised object-based image analysis algorithm to the digital surface models created with the structure-from-motion technique. Comparisons between UAV-based and ground-based measurements over time reported an overall coefficient of determination (R2) of 0.917 and an average root mean square (RMS) error of 0.10 m. With a target of field phenotyping, a ranking of genotypes in term of plant heights and crop growth was accurately provided, which can facilitate the decision making process in cereal breeding programs.

Details

Database :
OAIster
Notes :
English
Publication Type :
Electronic Resource
Accession number :
edsoai.on1286544802
Document Type :
Electronic Resource