Long-Term Performance Analysis of Pavement Maintenance Measures Based on DTW Algorithm
Publication: International Conference on Road and Airfield Pavement Technology 2023
ABSTRACT
In recent years, the cost of road maintenance has been increasing annually, and the importance of preventive maintenance for roads has been gaining more attention. Nevertheless, due to the varying maintenance times and long-term performance data of different roads, it is difficult to accurately assess the benefit of different preventive maintenance measures. In this study, the thin overlay, slurry seal, chip seal, and crack seal were considered as preventive maintenance measures, and the roughness, rutting, transverse cracking, longitudinal cracking, and alligator cracking as the long-term pavement performance. The data of maintenance measures and the long-term performance of pavement was selected from the long-term pavement performance (LTPP) database. The dynamic time warping (DTW) algorithm was used to evaluate the long-term performance of pavement that was maintained by different preventive maintenance measures and at different time. Results showed that the thin overlay has the most remarkable improvement effect on international roughness index (IRI) and rut depth (RD) of pavement, but the improvement effect of the other three maintenance measures on the long-term performance of pavement is almost the same and relatively small. The crack seals of longitudinal, transverse, and alligator cracks have little improvement on the long-term performance of the pavement. The DTW method showed excellent superiority in the evaluation of long-term pavement performance.
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Published online: Feb 6, 2024
ASCE Technical Topics:
- Algorithms
- Architectural engineering
- Building management
- Continuum mechanics
- Cracking
- Engineering fundamentals
- Engineering mechanics
- Fracture mechanics
- Gravels
- Highway and road management
- Highway transportation
- Highways and roads
- Infrastructure
- Maintenance and operation
- Mathematics
- Pavement condition
- Pavement overlays
- Pavement rutting
- Pavement surface roughness
- Pavements
- Solid mechanics
- Transportation engineering
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