Structural Health Monitoring Techniques Open access Peer reviewed

A Framework for Assessing Bridge Damage Detectability and Serviceability under Environmental and Operational Variability

Viviana Giorgi, Lorenzo Bernardini, Pablo Alex Ramírez Balbiano, Gabriele Cazzulani and 1 more

e-Journal of Nondestructive Testing | Jul 17, 2026

Abstract

Abstract

This work investigates the capability of a permanent monitoring system to detect structural degradation before it compromises bridge operational requirements. The target structure is a multi-span steel truss railway bridge located in Italy, characterized by a complex geometry featuring Gerber connections and dual-deck configuration. Utilizing a high-fidelity finite element model of the entire structure, a comprehensive set of damage scenarios is simulated. The research evaluates the sensitivity of a monitoring setup consisting of inclinometers mounted on all three spans. A data processing pipeline is implemented to purge sensor signals from temperature-induced variations using multiple linear regression and principal component analysis. Damage detectability is then assessed by comparing damage-induced variations from ”virtual sensors” against the residual statistical variance (±2σ) derived from the real-world monitoring data of the healthy structure. The outcomes provide insights into the effectiveness of static monitoring systems for the identification of different damage conditions in complex truss bridges.

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Authors

Researchers on this paper

Viviana Giorgi

first

Lorenzo Bernardini

middle | ORCID 0000-0002-0646-3300

Pablo Alex Ramírez Balbiano

middle | ORCID 0009-0006-4833-7894

Gabriele Cazzulani

middle | ORCID 0000-0002-2447-7570

Claudio Somaschini

last | ORCID 0000-0002-3762-041X

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Citation

BibTeX

@article{Giorgi2026Framework,
  title = {A Framework for Assessing Bridge Damage Detectability and Serviceability under Environmental and Operational Variability},
  author = {Viviana Giorgi and Lorenzo Bernardini and Pablo Alex Ramírez Balbiano and Gabriele Cazzulani and Claudio Somaschini},
  journal = {e-Journal of Nondestructive Testing},
  year = {2026},
  doi = {10.58286/33916},
  url = {https://doi.org/10.58286/33916}
}

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