Using Accelerometer Data in Proactive Maintenance of Roads

In proactive maintenance of roads, road condition is followed regularlyThe 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 have already been used for the past ten years on Road Doctor Survey Van (RDSV) and Road Doctor Maintenance Controller (RDMC) vehicles.  

Modern 3D-accelerometers have several benefits in roughness surveys. They are installed directly onto the axles of the vans and, therefore, driving comfort can be directly measuredVibrations, which affect driving safety, can also be measured in X, Y, and Z directions. Positioning is done accurately with GPS. Results from accelerometer measurements can be converted 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 performed regularly, 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 private access road causes uneven frost heave during winters that even out during the summer. This can be prevented or slowed significantly by improving the drainage.  

The great benefit of accelerometers is that they can also be used 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 2012In 2020, the gravel road was measured again, and comparisons between the two measurements were made. In these results, it can be seen that at the beginning of the road there are still problematic sections, 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 which require some grading can be detected. With that simple maintenance operation, the problems can be solved. If operations are not performed, the problems will reappear annually 

Using Roadscanners’ RDMC technique, which has been developed for road maintenance, the measured results can be uploaded to the Road Data Center cloud service in about 2 seconds, which makes real-time follow up and reporting feasibleRDMC equipment can be installed on any vehicle.  

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Figure 1. Wave length analysis of 3D-accelerometer data from 2015 from road 83 between Sinettä and PelloIn the figure, results from winters 2018 and 2019 are also presentedRoughness here is also seen as longer wavelengths which shows that problems are related to frost heaves. Other anomalies seem to be related to transverse cracks.

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Figure 2. Accelerometer results from the year 2012, the lowest one is from September 11th, 2020The levels of the accelerations have changed, because of newer and more accurate sensors, but local roughness related to potholes can be seen in both measurements 

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