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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

... data limit their adoption. Thus, the study proposes an interpretative deep learning framework with a transformer structure to support tabular data. Design/methodology/approach The Bayesian optimized tabular interpretative deep learning (β-TabNet) framework comprises a multi-layer transformer...

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