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Hybrid physics-data-driven model for temperature field prediction of asphalt pavement based on physics-informed neural network

Weiwen Quan, Xianyong Ma, Zekun Shang, Kaiwen Zhao, Manman Su, Zejiao Dong, Zenggang Zhao

2025Construction and Building Materials25 citationsDOI

Topics & Concepts

Artificial neural networkField (mathematics)AsphaltAsphalt pavementAsphalt concreteStatistical physicsEngineeringPhysicsMaterials scienceComputer scienceMachine learningComposite materialMathematicsPure mathematicsNuclear Engineering Thermal-HydraulicsModel Reduction and Neural NetworksFlow Measurement and Analysis
Hybrid physics-data-driven model for temperature field prediction of asphalt pavement based on physics-informed neural network | Litcius