May-2017 ÷ Mar-2018

NeuroQuake

Monitoring of expansion joints for road bridges using signal analysis and deep neural networks

National NeuroCar

The goal of the project was to develop a system for analyzing non-stationary vibroacoustic signals obtained from a system of geophones, accelerometers, and microphones, with a focus on detecting damage to expansion joint mechanisms in road bridges. The system is intended to operate 24/7, and information about detected damage should be immediately communicated to the road manager before complete degradation of the monitored expansion joint occurs.

As part of the project, a pilot research system was developed as an attempt to solve the problem indicated by one of Neurosoft’s clients – the Directorate of Highways in Northern Bavaria (ABDNB). The project verified the possibility of diagnosing damage within multi-module expansion joint structures on bridge structures, based on the analysis of acoustic signals. The client described the types of damage to such an element and presented the currently used methods of diagnosing them.

As a result of the project, basic electronic and IT components of the acoustic signal acquisition and analysis system were created:

  • a prototype measuring device used for recording acoustic signals and their initial analysis, consisting of a computing and communication unit, an 8-channel converter ensuring synchronous digitization of signals from sealed electret microphones,
  • test algorithms for sequencing audio material (recordings), initial parameterization of acoustic signals, and diagnosing atypical (simulated) sounds within the expansion joint openings; the architecture of a test deep neural network for detecting and classifying simulated metallic sounds was developed,
  • a prototype diagnostic system generating alerts in case of detecting atypical metallic sounds (one application scenario).

The test device was installed on a bridge on the BAB-A9 motorway (Germany), near the town of Schnaittach (GPS: 49.582418, 11.344986) and operated for 6 months.

It was proven that the developed device meets the initial functional assumptions, but its practical application on the scale anticipated (hundreds of measurement locations, fully automatic operation, various types of diagnosed faults, lack of power sources, significant installation limitations, and configuration difficulties resulting from unfavorable acoustics, required ease of installation and configuration) requires significant modifications to both the design and the algorithms used. Technological issues that require better elaboration.

Period
2017-05-01 ÷ 2018-03-30
Costs
42,000.00 EUR
Grant
100 %
Motorway Directorate of Northern Bavaria
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