semantic_scholare-Journal of Nondestructive Testing2026-08-01
Edge/Cloud hybrid architecture for time-domain SHM transfer learning
Ivan Arakistain, S. Mitoulis, S. Argyroudis, Konstantinos Banitsas, Jose Carlos Jimenez, Eric López villarragut, et al.
TL;DR: This study provides a validated pathway toward scalable, real-time, and feature-free SHM systems for deployment in operational bridge networks, supporting continuous monitoring, early damage detection, and maintenance decision-making in the future.
Current Structural Health Monitoring (SHM) systems remain constrained by their reliance on handcrafted feature extraction and centralized cloud processing, limiting their real-time performance, scalability, and deployment on resource-constrained infrastructure. This study seeks t…