Please use this identifier to cite or link to this item: https://hdl.handle.net/2440/132769
Type: Thesis
Title: The Applications of UAV and Ground Digital Imagery Analysis for Monitoring Grapevine Canopy in Vineyard
Author: Ouyang, Jingyun
Issue Date: 2021
School/Discipline: School of Agriculture, Food and Wine
Abstract: Canopy management is one of the key aspects of vineyard management. Understanding the canopy structure can provide valuable insights and guide canopy management to improve vineyard performance. Unmanned aerial vehicles (UAV), in combination with different sensors, can be used to capture high-resolution imagery to analyse canopy structure. To explore the potentials of UAV, innovative UAV applications, including monitoring canopy development, evaluating canopy management outcomes and detecting canopy gaps, were studied in vineyards across South Australia. Customised computer codes were developed to analyse the imagery collected and process the reconstructed three-dimensional vineyard models (digital surface model and point cloud). Ground imagery analysis and manual measurements were used as ground-truth validations. Results showed UAV can effectively estimate canopy structure. Imagery and canopy models can provide canopy structure volumetric information that are otherwise challenging to achieve in field. Future improvements should focus on creating more easily operated, open-sourced and reliable UAV systems for canopy structure measurements.
Advisor: Collins, Cassandra
De Bei, Roberta
Jara, Sigfredo Augusto Fuentes
Dissertation Note: Thesis (Ph.D.) -- University of Adelaide, School of Agriculture, Food and Wine, 2021
Keywords: Grape
UAV
point cloud
imagery
Provenance: This electronic version is made publicly available by the University of Adelaide in accordance with its open access policy for student theses. Copyright in this thesis remains with the author. This thesis may incorporate third party material which has been used by the author pursuant to Fair Dealing exceptions. If you are the owner of any included third party copyright material you wish to be removed from this electronic version, please complete the take down form located at: http://www.adelaide.edu.au/legals
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