Record Details

Australia-wide Machine Learning Evapotranspiration for Trees (AMLETT) model for Murray-Darling Basin wetlands

CSIRO RDS Repository

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Title Australia-wide Machine Learning Evapotranspiration for Trees (AMLETT) model for Murray-Darling Basin wetlands
 
Creator Tanya Doody
 
Subject Groundwater hydrology
Freshwater ecology
Environmental management
Photogrammetry and remote sensing
Surface water hydrology
Tree nutrition and physiology
 
Description This dataset contains the monthly evapotranspiration (ET, mm/month) data at 30 meters spatial resolution from Feb 2000 to Dec 2022 for Murray-Darling Basin wetlands, Australia. A model was created using field data and machine learning to estimate floodplain tree ET (Eucalyptus camaldulensis (River Red Gum) and E. largiflorens (Black Box)). This dataset will be updated at least annually in the future.

There are caveats to the use of this dataset outlined in Doody, T. M. (2023). A river basin spatial model to quantitively advance understanding of riverine tree response dynamics to water availability and hydrological management. Journal of Environmental Management, 332, 117393. https://doi.org/10.1016/j.jenvman.2023.117393
 
Publisher CSIRO
 
Contributor Steve Gao
Willem Vervoort
Jodie Pritchard
Micah Davies
Martin Nolan
Pamela L. Nagler
 
Date 2023-06-02
 
Type —
 
Format —
 
Identifier csiro:58818
 
Language —
 
Coverage —
 
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