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Automatic Monitoring and Population Dynamics Modelling of Microscopic Insect Pest-Predator Interactions in Horticultural Crops

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thesis
posted on 2023-10-06, 02:44 authored by DON CHATHURIKA KSHANTHI AMARATHUNGA
A sustainable approach to pest management is Integrated Pest Management (IPM) which uses bio-control agents. To implement IPM strategies, it is important to accurately identify pests and bio-control predators and understand their population dynamics. This thesis improves current practices by using machine learning and computer vision, coupled with computer simulations, to estimate pest and predator numbers and to model their population dynamics. The downstream benefits of the application of these technologies will be better decisions to enable reduced pesticide use, more effective pest control, more reliable crop yields, and a reduced environmental footprint for horticultural crop production.

History

Campus location

Australia

Principal supervisor

Alan Dorin

Additional supervisor 1

John Grundy

Additional supervisor 2

Hazel Parry

Year of Award

2023

Department, School or Centre

Data Science & Artificial Intelligence

Course

Doctor of Philosophy

Degree Type

DOCTORATE

Faculty

Faculty of Information Technology