A PINN-EWMA framework with uncertainty quantification for high-fidelity temperature field modeling and early defect warning in directed energy deposition of thin-walled structures - researchr publication

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Shoulan Yang, Zijue Tang, Yuhan Ye, Madan Kumar, Fengtao Wang, Shitong Peng. A PINN-EWMA framework with uncertainty quantification for high-fidelity temperature field modeling and early defect warning in directed energy deposition of thin-walled structures. Rel. Eng. & Sys. Safety, 267:111834, 2026. [doi]

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