Validating Physics-Informed Neural Networks for Reverse-Osmosis Membrane Fouling Prediction in Arabian Gulf Desalination Plants: Methodology for Sparse, High-Salinity Sensor Data Why black-box fouling models get rejected […]

Digital Twin Verification, Validation and Uncertainty Quantification (VVUQ) for Rail Infrastructure: A Methodology Guide for UAE Rail PhD Research Why this is a research problem, not […]

Asset Administration Shell interoperability testing for brownfield machine retrofits in German Mittelstand factories: an OPC UA-based evaluation framework The standards landscape, and the seam in it […]

Dust Soiling Loss Modelling and Robotic Cleaning Schedule Optimisation for Utility-Scale PV Plants in UAE Desert Conditions Unsupervised Domain Adaptation Why this is a research problem, […]