Funding Information: The APC was financed by Instituto Politécnico de Setúbal. Publisher Copyright: © 2023 by the authors.; The current paper presents a hyper parameterization optimization process for a convolutional neural network (CNN) applied to pipe burst locations in water distribution networks (WDN). The hyper parameterization process of the CNN includes the early stopping termination criteria, dataset si...