ARC Linkage Project LP210301314

Smart Irrigation
with UAV Soil
Moisture Mapping

Integrating UAV-based L-band radiometry with water balance models and variable-rate irrigation systems to revolutionise precision agriculture in Australia.

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Site Diameter
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SM Stations
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UAV Resolution
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L-band Freq.
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Soil Depth
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SM Accuracy mΒ³/mΒ³
Field Campaign

UAV in Action at Newry Farm

Weekly UAV flights across the Newry irrigation site β€” capturing high-resolution soil moisture maps over grass, corn, and barely growing seasons.

See Campaign Timeline β†’
Project Overview

Why Smart Irrigation?

Agriculture is Australia's largest water user. Even a 10% saving would equal one-third of all urban consumption.

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The Water Challenge

Traditional irrigation applies water uniformly β€” ignoring the natural spatial variability of soil moisture. This leads to over- and under-irrigation, wasting water and reducing crop yield.

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UAV Radiometry

Our UAV-mounted Polarimetric L-band Single-beam Radiometer (PLSR) maps top-5cm soil moisture at 10 m resolution across entire fields β€” a world-first capability.

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Precision Delivery

Soil moisture maps are fed into SWAN Systems' irrigation scheduling platform to generate optimal variable-rate watering prescriptions updated in near-real-time.

Research Roadmap

Four Years, Three Milestones

A staged program from algorithm development through to real-world water savings demonstration.

01
Year 1–2

Develop a high-accuracy soil moisture mapping algorithm for UAV-based L-band radiometry. Validate against intensive ground sampling at the Newry site under diverse wetting/drying cycles.

02
Year 2–3

Integrate UAV surface soil moisture maps with SWAN Systems' water balance model to predict root-zone moisture to 60 cm depth. Test under bare, grass, barely and corn.

03
Year 3–4

Close the loop: drive the centre-pivot variable-rate irrigation heads with model-derived prescription maps. Demonstrate measurable water savings and improved crop productivity.

Study Area

Newry, Victoria

A 400 m diameter centre-pivot irrigation site in the Gippsland region β€” monitored as a precision agricultural core site by Agriculture Victoria since 2016.

Location: 146Β°51β€²E, 37Β°54β€²S β€” 210 km east of Melbourne
Landcover: irrigated pasture, transitioning to maize & wheat
Centre-pivot system with individual variable-rate nozzles
6 new soil moisture stations installed October 2023
Continuous weather monitoring + LiCor eddy covariance
ARC funded: LE190100045 (infrastructure) + LP210301314
Location map of Newry, Victoria Study area overview Soil moisture station map
Instrumentation

The UAV Platform

A custom-built UAV carries a passive microwave radiometer to map soil moisture across entire fields at high spatial resolution.

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Microwave Radiometer

The UAV is equipped with a passive L-band microwave radiometer that measures the natural thermal emission from the soil, allowing accurate retrieval of near-surface soil moisture across the entire field.

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UAV Flights

Weekly drone surveys were carried out over the Newry study site during the irrigation season, producing high-resolution soil moisture maps that capture the spatial variability of water content across the paddock.

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Thermal Imaging

A thermal infrared camera is co-mounted on the UAV alongside the radiometer, providing simultaneous land surface temperature observations to support soil moisture retrieval and model validation.

Partners & Funding

Collaborative Network

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Monash University

Lead institution β€” Civil Engineering

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Uni of Tasmania

Ground sampling operations

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ProSensing

UAV L-band radiometer design

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SWAN Systems

Variable-rate irrigation delivery

Funded by the Australian Research Council β€” Infrastructure Grant LE190100045 & Linkage Project LP210301314