2 papers
cs.LG2026
Physics-Informed Framework for Impact Identification in Aerospace Composites
Natália Ribeiro Marinho, Richard Loendersloot, Jan Willem Wiegman +2
This paper introduces a novel physics-informed impact identification (Phy-ID) framework. The proposed method integrates observational, inductive, and learning biases to combine phy…
cs.LG2025
Defining Energy Indicators for Impact Identification on Aerospace Composites: A Structured Feature Selection Approach Guided by Domain Knowledge
Natália Ribeiro Marinho, Natália Ribeiro Marinho, Richard Loendersloot +4
Energy estimation is critical to impact identification on aerospace composites, where low-velocity impacts can induce internal damage that is undetectable at the surface. Data spar…