Using Accelerometer Data in Proactive Maintenance of Roads
In proactive maintenance of roads, monitoring of road condition is regular. The key to this strategy is to react to any detected flaws in road condition before they turn into more severe damages. One of the newest techniques is using 3D-accelerometers, which, in fact, Road Doctor Survey Van (RDSV) and Road Doctor Maintenance Controller (RDMC) vehicles have already been using for the past ten years.
Modern 3D-accelerometers have several benefits in roughness surveys. Installed directly onto the axles of the vans, they assist in direct measurement of driving comfort. It is also possible to measure vibrations affecting driving safety in X, Y, and Z directions . Positioning is accurate thanks to GPS. Users can convert results from accelerometer measurements to International Roughness Index (IRI).
Frequency analysis of accelerometer data has proven to be very useful in proactive maintenance of roads. In this analysis method, different wavelength components are calculated from accelerations. This makes it possible to define the reasons for roughness problems. Short waves describe the transverse cracks, medium waves describe the frost heaves, and long waves – settlements. When measurements are regular, targets with large settlements can be located. Early detection of deviations makes it possible to address deficiencies before they create serious problems, which could be very expensive to rehabilitate. Figure 1 presents an example from Road 83, its developments in accelerations since 2015. Inadequate drainage of a private access road causes uneven frost heave during winters that even out during the summer. This is preventable or possible to slow significantly by improving the drainage.
The great benefit of accelerometers is that they are also useful in winter conditions and on dusty gravel roads, which is not possible with laser-based roughness measurement equipment. Figure 2 presents an interesting comparison from gravel road s13771. MSc. Anssi Hiekkalahti conducted research on this road, related to his master’s thesis, in the year 2012. In 2020, the gravel road was measured again, and comparisons between the two measurements were made. In these results, the problematic sections at the beginning of the road are still visible, the same sections which were already problematic in 2012. Conversely, at the end of the section, the earlier problems have gone away and only one new one has appeared. This result indicates that, based on this accelerometer technique, the problematic sections requiring some grading are detectable. With that simple maintenance operation, it is possible to solve the problems. If operations are not performed, the problems will reappear annually.
Using Roadscanners’ RDMC technique developed for road maintenance, the measured results appear in the Road Data Center cloud service in about 2 seconds, which makes real-time follow up and reporting feasible. It is possible to install RDMC equipment on any vehicle.
Figure 1. Wave length analysis of 3D-accelerometer data from 2015 from road 83 between Sinettä and Pello. In the figure, results from winters 2018 and 2019 are also presented. Roughness here appears as longer wavelengths. It shows that problems are related to frost heaves. Other anomalies seem to be related to transverse cracks.
Figure 2. Accelerometer data from the year 2012, the lowest result is from September 11th, 2020. The levels of the accelerations have changed, because of newer and more accurate sensors, but local roughness related to potholes appears in both measurements.