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Toward smart water infrastructure monitoring: Bayesian-optimized interpretable deep learning for pipeline failure prediction

Beenish Bakhtawar, Tarek Zayed, Ridwan Taiwo, Husnain Arshad

Smart and Sustainable Built Environment 1–22.

https://doi.org/10.1108/SASBE-07-2025-0387

Published: 25 May 2026

... architecture. The models utilize an attentive transformer for stage-wise feature selection and a linear mapping layer for predicting time-to-next failure. A Bayesian optimization module is then used for cross-validation to tune the model parameters and minimize average error values. Developed models are tested...

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