Litcius/Paper detail

Physics-constrained neural network for stress prediction in concrete pipes

Bin Li, Jingrun Zhang, Yuanlin Li, Xiaoxiang Guo, Hongyuan Fang, Niannian Wang, Xueming Du, Kejie Zhai

2025Tunnelling and Underground Space Technology10 citationsDOI

Topics & Concepts

OverfittingArtificial neural networkFeature (linguistics)Computer scienceConvolutional neural networkStress (linguistics)Multiplicative functionArtificial intelligencePredictive modellingMultilayer perceptronPerceptronData miningMachine learningPattern recognition (psychology)Value (mathematics)Coupling (piping)Current (fluid)Experimental dataAlgorithmNetwork modelFeature extractionStructural engineeringEmpirical modellingProduct (mathematics)Mathematical modelData modelingFeature vectorGeotechnical Engineering and Underground StructuresInfrastructure Maintenance and MonitoringConcrete Corrosion and Durability