Prerna Pandey

Machine Learning-Based Digital Twin for Water Distribution Network Anomaly Detection and Localization

Prerna Pandey, Nikolaj T. Mücke, Shashi Jain, Parthasarathy Ramachandran, Sander M. Bohté, Cornelis W. Oosterlee

A Probabilistic Digital Twin for Leak Localization in Water Distribution Networks Using Generative Deep Learning

Nikolaj T. Mücke, Prerna Pandey, Shashi Jain, Sander M. Bohté, Cornelis W. Oosterlee

Localizing leakages in large water distribution systems is an important and ever-present problem. Due to the complexity originating from water pipeline networks, too few sensors, and noisy measurements, this is a highly challenging problem to solve. In this work, we present a met…Read more