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Simulation-free reliability analysis with importance sampling-based adaptive training physics-informed neural networks: Method and application to chloride penetration

Chaolin Song, Ru-cheng Xiao, Chi Zhang 0038, Xinwei Zhao, Bo Sun. Simulation-free reliability analysis with importance sampling-based adaptive training physics-informed neural networks: Method and application to chloride penetration. Rel. Eng. & Sys. Safety, 246:110083, 2024. [doi]

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