Li, Y., Lv, Y., Yan, Y., Gao, X., Jiang, X., Liu, Y. (2025). Physics-informed neural networks for robust equivalent damping parameter inversion and fault diagnosis in gas-insulated switchgear vibration systems. Scientific Reports. https://doi.org/10.1038/s41598-025-10148-1