Evidence map›Paper›PMID 40807711›Full record

ArticleSensors (Basel, Switzerland)2025

Structural Monitoring Without a Budget-Laboratory Results and Field Report on the Use of Low-Cost Acceleration Sensors.

Sven Giermann, Thomas Willemsen, Jörg Blankenbach

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Sven GiermannHochschule Neubrandenburg Landscape Sciences and Geomatics, Brodaer Straße 2, 17033 Neubrandenburg, Germany.ORCID 0009-0002-7391-9387
Thomas WillemsenHochschule Neubrandenburg Landscape Sciences and Geomatics, Brodaer Straße 2, 17033 Neubrandenburg, Germany.
Jörg BlankenbachGeodetic Institute and Chair for Computing in Civil Engineering & GIS, RWTH Aachen University, Mies-van-der-Rohe-Str. 1, 52074 Aachen, Germany.ORCID 0000-0002-5700-8818

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Authorities responsible for critical infrastructure, particularly bridges, face significant challenges. Many bridges, constructed in the 1960s and 1970s, are now approaching or have surpassed their intended service life. A report from the German Federal Ministry for Digital and Transport (BMVI) indicates that about 12% of the 40,000 federal trunk road bridges in Germany are in "inadequate or unsatisfactory" condition. Similar issues are observed in other countries worldwide. Economic constraints prevent ad hoc replacements, necessitating continued operation with frequent and costly inspections. This situation creates an urgent need for cost-effective, permanent monitoring solutions. This study explores the potential use of low-cost acceleration sensors for monitoring infrastructure structures. Inclination is calculated from the acceleration data of the sensor, using gravitational acceleration as a reference point. Long-term changes in inclination may indicate a change in the geometry of the structure, thereby triggering alarm thresholds. It is particularly important to consider specific challenges associated with low measurement accuracy and the susceptibility of sensors to environmental influences in a low-cost setting. The results of laboratory tests allow for an estimation of measurement accuracy and an analysis of the various error characteristics of the sensors. The article outlines the methodology for developing low-cost inclination sensor systems, the laboratory tests conducted, and the evaluation of different measures to enhance sensor accuracy.

Indexed as

inclination sensorslow-cost sensorsMEMS accelerometersSHMstructural monitoring

Identifiers

PMID40807711
PMCPMC12349514

What OpenQuestion holds

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LicenceCC BY
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.