Personal profile
Biography
- Ph.D. - 2012 - Civil and Environmental Engineering - University of California, Los Angeles
- M.Sc. - 2007 - Civil and Environmental Engineering - University of California, Los Angeles
- B.S. - 2006 - Environmental Resources Engineering - Humboldt State University
Teaching overview
Unit Coordinator
- GEOS5501 - Groundwater Flow Modelling
Current projects
Securing the Future of our Groundwater Resources in the Face of Uncertainty
Our success with managing complex hydrogeological systems is predicated on our ability to make reliable predictions about future system behavior. A well-accepted method for making such predictions is through integrated hydrogeological modelling. Various entities, including the water utility and the state government of Western Australia, rely on model predictions to support important groundwater management decisions, such as allocation planning. However, to date, decisions are too often made with a single deterministic model simulation, ignoring the impacts of uncertainty associated with hydrologic properties and fluxes. This approach runs the risk of making poor decisions with adverse impacts on both our water supply and the environment.
This three-year project will focus on new technologies for hydrogeologic modelling and uncertainty quantification in an effort to improve water security in Western Australia and beyond. The project is a collaboration between UWA, the Department of Water and Environmental Regulation, and CSIRO. The primary objective is to revise the current regional groundwater model for the Perth metropolitan area, which includes model calibration and predictive uncertainty quantification. The results of the uncertainty assessment will provide valuable decision-support for resource management, helping to maintain a delicate balance between the demand for drinking water and the preservation of groundwater-dependent ecosystems.
Previous positions
- 2010-2012 U.S. Geological Survey (USGS), Hydrologist, California Water Science Center
- 2007-2012 Graduate Student (Ph.D.), University of California, Los Angeles
- 2006-2007 Graduate Student (M.Sc.), University of California, Los Angeles
Research
My primary research areas are focused around groundwater modelling, predictions, and management. I have been involved with the development of regional groundwater flow and transport models throughout Southern California, USA, and Western Australia. My specific research areas in groundwater modelling consist of model reduction, inverse modelling, predictive uncertainty, experimental design, and systems management.
Industry keywords
- Environmental
Research expertise keywords
- Groundwater Modelling
- Hydrogeology
- Model Calibration
- Predictive Uncertainty
- Data Worth
- Model Reduction
- Optimisation and Management
- Experimental Design
- Reactive Solute Transport
- Environmental Tracers
- Machine Learning
- Surrogate Modelling
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
-
SDG 6 Clean Water and Sanitation
Fingerprint
- 1 Similar Profiles
Collaborations and top research areas from the last five years
-
Reduced‐Dimensional Gaussian Process Machine Learning for Groundwater Allocation Planning using Swarm Theory
Siade, A. J., Cui, T., Karelse, R. N. & Hampton, C., 1 Mar 2020, In: Water Resources Research. 56, 3, 21 p., e2019WR026061.Research output: Contribution to journal › Article › peer-review
Open Access34 Link opens in a new tab Citations (Scopus) -
A Practical, Robust Methodology for Acquiring New Observation Data Using Computationally Expensive Groundwater Models
Siade, A. J., Hall, J. & Karelse, R. N., 1 Nov 2017, In: Water Resources Research. 53, 11, p. 9860-9882 23 p.Research output: Contribution to journal › Article › peer-review
Open Access22 Link opens in a new tab Citations (Scopus) -
The river–groundwater interface as a hotspot for arsenic release
Wallis, I., Prommer, H., Berg, M., Siade, A. J., Sun, J. & Kipfer, R., 1 Apr 2020, In: Nature Geoscience. 13, 4, p. 288-295 8 p.Research output: Contribution to journal › Article › peer-review
147 Link opens in a new tab Citations (Scopus) -
A Probabilistic Approach to Surrogate-Assisted Multi-Objective Optimization of Complex Groundwater Problems
Macasieb, R. Q., White, J. T., Pasetto, D. & Siade, A. J., May 2025, In: Water Resources Research. 61, 5, 32 p., e2024WR038554.Research output: Contribution to journal › Article › peer-review
Open Access1 Link opens in a new tab Citation (Web of Science) -
A seamless geo-flow modelling workflow to tackle structural uncertainty using LoopStructural and MODFLOW
Bardot, K., Grose, L., Camargo, I., Pirot, G., Siade, A., Pigois, J. P., Hampton, C. & McCallum, J., Aug 2025, In: Environmental Modelling and Software. 192, 15 p., 106557.Research output: Contribution to journal › Article › peer-review
Open Access
Datasets
-
Appendix B - Protected matters list of assets - for the spatial causal network for the Upper Spencer Gulf region, South Australia
Holland, K. (Creator), London, A. (Creator), Charles, S. (Creator), Peeters, L. (Creator), Huddlestone-Holmes, C. (Creator), Munnerley, J. (Creator), Hou, X. (Creator), Lee, A. (Creator), Rezvani, O. (Creator), Northover, S. (Creator), Crosbie, R. (Creator), Macfarlane, C. (Creator), Hofmann, H. (Creator), Michael, K. (Creator), Barron, O. (Creator), Vanderzalm, J. (Creator), Thomas, H. (Creator), Ogden, G. (Creator), Golding, L. (Creator), Campos Teixeira Travalloni, P. (Creator), Herr, A. (Creator), Dupuy, M. (Creator), Castellazzi, P. (Creator), Dawes, W. (Creator), Hodgson, G. (Creator), Turnadge, C. (Creator) & Siade, A. (Creator), CSIRO Publishing, 14 May 2025
DOI: 10.25919/t2sp-4k85, https://data.csiro.au/collection/csiro:65554v1
Dataset
-
Effect of faults and barriers on groundwater flow and solute transport
Cook, P. (Investigator 01), Simmons, C. (Investigator 02), McCallum, J. (Investigator 03), Dogramaci, S. (Investigator 04), Prommer, H. (Investigator 05), Bourke, S. (Investigator 06), Siade, A. (Investigator 07) & Bense, V. (Investigator 08)
ARC Australian Research Council
1/01/20 → 31/12/26
Project: Research
-
Perth Regional Aquifer Model version 3.6 (PRAMS 3.6): Construction, history matching and predictive uncertainty
Siade, A. (Investigator 01)
Department of Water and Environmental Regulation (Western Australia)
1/01/21 → 31/12/23
Project: Research
-
Recharge Estimation Collaboration, Stream 2: Monitoring recharge on the Swan Coastal Plain to support model development
Thompson, S. (Investigator 01), McCallum, J. (Investigator 02), Bourke, S. (Investigator 03) & Siade, A. (Investigator 04)
Department of Water and Environmental Regulation (Western Australia)
15/09/20 → 30/06/23
Project: Research
-
Advanced Modelling Methodologies for Groundwater Resource Management and Asset Investment Planning
Siade, A. (Investigator 01) & Prommer, H. (Investigator 02)
1/07/17 → 30/06/20
Project: Research
-
Visitor Agreement - Development, testing and calibration of solute and reactive transport models - constraining groundwater flow rates in the Surat Basin through environmental tracer and hydrochemical data
Siade, A. (Investigator 01) & Prommer, H. (Investigator 02)
15/06/16 → 30/06/20
Project: Research