Articles | Volume 30, issue 2
https://doi.org/10.5194/hess-30-289-2026
https://doi.org/10.5194/hess-30-289-2026
Research article
 | Highlight paper
 | 
22 Jan 2026
Research article | Highlight paper |  | 22 Jan 2026

High resolution monthly precipitation isotope estimates across Australia from machine learning

Georgina Falster, Gab Abramowitz, Sanaa Hobeichi, Catherine Hughes, Pauline Treble, Nerilie J. Abram, Michael I. Bird, Alexandre Cauquoin, Bronwyn Dixon, Russell Drysdale, Chenhui Jin, Niels Munksgaard, Bernadette Proemse, Jonathan J. Tyler, Martin Werner, and Carol V. Tadros

Related authors

Potential for historically unprecedented Australian droughts from natural variability and climate change
Georgina M. Falster, Nicky M. Wright, Nerilie J. Abram, Anna M. Ukkola, and Benjamin J. Henley
Hydrol. Earth Syst. Sci., 28, 1383–1401, https://doi.org/10.5194/hess-28-1383-2024,https://doi.org/10.5194/hess-28-1383-2024, 2024
Short summary

Cited articles

Acworth, I., Bernardi, T., Andersen, M. S., and Rau, G. C.: Hydrological complexity and climate implications in Australia's arid zone: A decade of high-resolution rainfall observations, J. Hydrol. Reg. Stud., 51, 101643, https://doi.org/10.1016/j.ejrh.2023.101643, 2024. 
Acworth, R. I., Rau, G. C., Cuthbert, M. O., Jensen, E., and Leggett, K.: Long-term spatio-temporal precipitation variability in arid-zone Australia and implications for groundwater recharge, Hydrogeol. J., 24, 905–921, 2016. 
Adams, C., Owen, T. D., Pate, F. D., Bruce, D., Nielson, K., Klaebe, R., Henneberg, M., and Moffat, I.: “Do dead men tell no tales?” The geographic origin of a colonial period Anglican cemetery population in Adelaide, South Australia, determined by isotope analyses, Aust. Archaeol., 88, 144–158, https://doi.org/10.1080/03122417.2022.2086200, 2022. 
Adams, S., Collard, M., McGahan, D., Martin, R., Phillips, S., and Westaway, M. C.: The Impact of Contact: Isotope Geochemistry Sheds Light on the Lives of Indigenous Australians Living on the Colonial Frontier in Late 19th Century Queensland, Archaeologies, 19, 299–341, 2023. 
Download
Executive editor
This manuscript is an interesting addition to the world of "isoscapes". The authors additionally provide a web-app for downloading the data and obtaining maps.
Short summary
We used a random forest approach to produce estimates of monthly precipitation stable isotope variability from 1962–2023, at high resolution across the entire Australian continent. Comprehensive skill and sensitivity testing shows that our random forest models skilfully predict precipitation isotope values in places and times that observations are not available. We make all outputs freely available, facilitating use in fields from ecology and hydrology to archaeology and forensic science.
Share