Learning physics and temporal dependencies: real-time modeling of water distribution systems via Kolmogorov–Arnold attention networks

Abstract Real-time modeling is vital for the intelligent management of urban water distribution systems (WDSs), enabling proactive decision-making, rapid anomaly detection, and efficient operational control. In comparison with traditional mechanistic simulators, data-driven models offer faster compu...

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Bibliographic Details
Published in:npj Clean Water
Main Authors: Zekun Zou, Zhihong Long, Gang Xu, Raziyeh Farmani, Tingchao Yu, Shipeng Chu
Format: Article
Language:English
Published: Nature Portfolio 2025-08-01
Online Access:https://doi.org/10.1038/s41545-025-00505-y