[HTML][HTML] How much X is in XAI: Responsible use of “Explainable” artificial intelligence in hydrology and water resources

HR Maier, FR Taghikhah, E Nabavi, S Razavi… - Journal of Hydrology …, 2024 - Elsevier
Abstract Explainable Artificial Intelligence (XAI) offers the promise of being able to provide
additional insight into complex hydrological problems. As the “new kid on the block”, these …

An evaluation framework for input variable selection algorithms for environmental data-driven models

S Galelli, GB Humphrey, HR Maier, A Castelletti… - … Modelling & Software, 2014 - Elsevier
Abstract Input Variable Selection (IVS) is an essential step in the development of data-driven
models and is particularly relevant in environmental modelling. While new methods for …

Improved validation framework and R-package for artificial neural network models

GB Humphrey, HR Maier, W Wu, NJ Mount… - … Modelling & Software, 2017 - Elsevier
Validation is a critical component of any modelling process. In artificial neural network (ANN)
modelling, validation generally consists of the assessment of model predictive performance …

Optimal control of total chlorine and free ammonia levels in a water transmission pipeline using artificial neural networks and genetic algorithms

W Wu, GC Dandy, HR Maier - Journal of Water Resources Planning …, 2015 - ascelibrary.org
In this study, a model predictive control (MPC) system is developed for the goldfield and
agricultural water system (GAWS) east of Perth in Western Australia. As part of the study …

Coupled data-driven evolutionary algorithm for toxic cyanobacteria (blue-green algae) forecasting in Lake Kinneret

A Ostfeld, A Tubaltzev, M Rom… - Journal of Water …, 2015 - ascelibrary.org
Cyanobacteria blooming in surface waters have become a major concern worldwide, as
they are unsightly, and cause a variety of toxins, undesirable tastes, and odors. Approaches …

[引用][C] Beyond validation: assessing the legitimacy of artificial neural network models

G Humphrey, H Maier, W Wu, N Mount, G Dandy… - 2021 - Modelling and Simulation Society of …