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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Qiu-Hua Liang

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Open access Sep 2026

Rimnet: a deep finite volume method with hybrid neural–numerical Riemann flux approximation in the 1D shallow water equations

This study introduces a deep-learned finite volume method (DFVM) – a hybrid neural-numerical scheme that embeds neural flux modules within a Godunov-type finite volume solution framework (RimNet) for solving the 1D shallow water equations. Acting as a modular surrogate for a classical Riemann solver, RimNet estimates...

Jing-Xiao Wu, Qiu-Hua Liang, Hui-Li Chen et al. · 0 citations
Open access Sep 2026

Urban Function Assessment Under the “7·20” Heavy Rainstorm in Zhengzhou City: A Framework Based on Functional Curves and Complex Network Analysis

Increasing urban extreme rainfall, driven by global climate change and rapid urbanization, highlights the deficiencies of existing studies on urban system responses to flooding. Current functional assessments of floods often neglect spatial variations and the temporal dynamics of urban functions. We first developed a G...

Mei-Yan Gao, Zong-Min Wang, Fu-Xin Chai et al. · 0 citations

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