Modeling transient mixed flows in sewer systems with data fusion via physics-informed machine learning

Modeling transient mixed flows in sewer systems with data fusion via physics-informed machine learning

Transitions between free-surface and pressurized flows, known as transient mixed flows, have posed significant challenges in urban drainage systems (UDS), e.g., pipe bursts, road collapses, and geysers. However, traditional mechanistic modeling for mixed flows is challenged by the difficult integrat...

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Bibliographic Details
Main Authors: Shixun Li, Wenchong Tian, Hexiang Yan, Wei Zeng, Tao Tao, Kunlun Xin
Format: Article
Language:English
Published: Elsevier 2024-12-01
Series:Water Research X
Subjects:
Urban drainage system
Physics-informed neural network
Hydraulic transient
Data fusion
Hybrid model
Online Access:http://www.sciencedirect.com/science/article/pii/S2589914724000562

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http://www.sciencedirect.com/science/article/pii/S2589914724000562

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