To address load reconstruction misidentification caused by low-damping free-decay oscillations in thin-walled engineering structures under transient impact, a dynamics-embedded sparse Bayesian inference (DE-SBI) framework is developed for impact load reconstruction. The proposed method embeds a representative Duhamel temporal kernel into Gaussian temporal atoms and combines it with spatial Gaussian load atoms, finite-element m...