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Title: Minimal Information Data-modelling (MID) and an easily implementable low-cost SHM system for use on a short-span bridge
Authors: O’Higgins, C
Hester, D
McGetrick, P
Cross, EJ
Ao, WK 
Brownjohn, J
Issue Date: Jul-2023
Source: Sensors, July 2023, v. 23, no. 14, 6328
Abstract: Structural Health Monitoring (SHM) is a technique that involves gathering information to ensure that a structure is safe and behaving as expected. Within SHM, vibration-based monitoring is generally seen as one of the more cost-effective types of monitoring. However, vibration-based monitoring has mostly been undertaken on long-span bridges using data collected with a dense network of sensors. Historically, the logistical difficulty of collecting data on short- and medium-span bridges has meant that the usefulness of vibration-based methods on these bridges is largely unknown. Therefore, this study proposes Minimal Information Data-modelling (MID). MID is an approach that utilises low-cost, easily implementable sensors that are potentially feasible for operators to purchase and operate across a network. This approach will be investigated to determine whether MID is a feasible approach for monitoring short- and medium- span bridges. The results from MID were assessed to determine whether they could detect a suitably small shift in frequency, which is indicative of damage. It was determined that the data models could reliably detect frequency shifts as low as 0.01 Hz. This magnitude of frequency shift is similar to the level of frequency shift reported for a range of bridge damage cases found by others and validated with FE models. The accuracy achieved by the data models indicates that MID could potentially be used as a damage detection method. The cost of the equipment used to collect the data was approximately £370, demonstrating that it is feasible to use MID to monitor bridges across an entire network.
Keywords: Data modelling
Environmental effects
Long-term bridge monitoring
Low-cost
Regression
Structural health monitoring
Publisher: MDPI AG
Journal: Sensors 
EISSN: 1424-8220
DOI: 10.3390/s23146328
Rights: © 2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
The following publication O’Higgins C, Hester D, McGetrick P, Cross EJ, Ao WK, Brownjohn J. Minimal Information Data-Modelling (MID) and an Easily Implementable Low-Cost SHM System for Use on a Short-Span Bridge. Sensors. 2023; 23(14):6328 is available at https://doi.org/10.3390/s23146328.
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