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. - Shoulan Yang; Zijue Tang; Yuhan Ye; Madan Kumar; Fengtao Wang; Shitong Peng (Reliab. Eng. Syst. Saf., 2026)