journal article·2023-12Open access

Research on distresses detection, evaluation and maintenance decision-making for highway pavement in reconstruction and expansion project

Jun Li, Chenxi Liao, Chunlong Xiong, Chupeng Chen, Zhaodong Wang, Chuanhai Wu, Shanqiang Li, Weixiong Li, Xinquan Xu

Abstract

Artificial walking survey, ground penetrating radar (GPR) and falling weight deflectometer (FWD) were used to test the actual condition of the highway pavement in reconstruction and expansion project for better maintenance decision-making. Therefore, a decision-making system with the application of four evaluation indexes including deflection value (DV), pavement surface condition within 20 m(PCI20), maintenance effect (ME) and internal crack rate (ICR) was constructed. Through the pavement empirical-mechanical calculation and the Delphi method analysis, the corresponding threshold for the DV, PCI20 and ICR were 27 (0.01 mm), 80, and 20 m/100 m2 respectively. Then, the decision-making system was applied for the 5.5 km section with the detection and evaluation results, and the advised maintenance plans of different lanes were determined. Lastly, the effect of the decision-making system was analyzed. Results show that the decision-making system can scientifically decide the treatment plans and save the maintenance cost by about 30.1 %. The deflection near the grouting holes significantly decreases resulting from the high-density cement slurry distribution. The milling and repaving have a high structural reinforcement ability of reducing deflection up to more than 66 %, which is positively related to the milling depth.
Source: openalex_inverted_index · Quality: baseline

Research context

OpenAlex topics: Infrastructure Maintenance and Monitoring · Geophysical Methods and Applications · Geotechnical Engineering and Underground Structures

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (41)

Show source-provided references
1. N. Ouyang, Z. Zhou, Y. Fang, Method to comprehensively evaluate road network traffic conditions during freeway reconstruction and extension, in: Proceedings of the 2019 5th International Conference on Transportation Information and Safety (ICTIS), 2019, pp. 118–27.10.1109/ICTIS.2019.8883549 ↗
2. Study on traffic organization and work-zone optimization of four-lane freeway reconstruction and expansion
3. Research on mechanical response of pavement structure to differential settlement of subgrade on highway widening10.1155/2021/4445185 ↗
4. B. Guo, G. Xu, Y. Guo, et al., Road diseases detection method based on probability superposition convolutional neural network, in: Proceedings of the Twelfth International Conference on Digital Image Processing (ICDIP 2020), 2020.10.1117/12.2572990 ↗
5. Field and laboratory evaluations of maintenance treatments for semi-rigid base asphalt pavement
6. General procedure for pavement maintenance/rehabilitation decisions based on structural and functional indices. Recent developments in pavement engineering
7. Asset management innovation for rigid pavements
8. Road detection based on shearlet for GF-3 synthetic aperture radar images10.1109/ACCESS.2020.2966580 ↗
9. A real-time road detection method based on reorganized lidar data
10. Using Falling Weight Deflectometer (FWD) and Ground Penetrating Radar (GPR) to monitor the effects of seasonal moisture variation on the structural capacity of pavements
11. Detection of road cavities in urban cities by 3D ground-penetrating radar10.1190/geo2020-0384.1 ↗
12. Structural condition assessment and fatigue stress analysis of cement concrete pavement based on the GPR and FWD
13. Prediction of asphalt pavement condition using FWD deflection basin parameters and artificial neural networks
14. B. Setiawan, A. Setyawan, B. Yulianto, The development of road evaluation and monitoring system using database application, in: EXPLORING RESOURCES, PROCESS AND DESIGN FOR SUSTAINABLE URBAN DEVELOPMENT: Proceedings of the 5th International Conference on Engineering, Technology, and Industrial Application (ICETIA), 2018, 2019.10.1063/1.5112485 ↗
15. Use of NDT systems to investigate pavement reconstruction needs and improve maintenance treatment decision-making
16. Intelligent decision-making model in preventive maintenance of asphalt pavement based on PSO-GRU neural network
17. An evaluation method for pavement maintenance priority classification based on an unsupervised data-driven multidimensional performance model10.1007/s13369-022-06559-1 ↗
18. Intelligent decision model of road maintenance based on improved weight random forest algorithm
19. Exploring machine learning techniques to predict deforestation to enhance the decision‐making of road construction projects10.1111/jiec.13185 ↗
20. Mechanistic analysis of asphalt pavements in support of pavement preservation decision-making10.3390/infrastructures7050061 ↗
21. Automated decision making in highway pavement preventive maintenance based on deep learning
22. Multi-objective optimization for pavement maintenance and rehabilitation decision-making: a critical review and future directions
23. Bi-objective pavement maintenance and rehabilitation optimization decision-making model incorporating the construction length of preventive maintenance projects
24. Automated pavement distress detection using image processing techniques10.48084/etasr.4450 ↗
25. M.o.T.o.t.P.s.R.o. China, Highway Performance Assessment Standards.
26. T. Mo, JTG 5210-2018 Highway Performance Assessment Standard, Beijing, China.
27. An innovative evaluation method for performance of in-service asphalt pavement with semi-rigid base
28. Automatic pixel-level detection of vertical cracks in asphalt pavement based on GPR investigation and improved mask R-CNN
29. GPR monitoring for road transport infrastructure: a systematic review and machine learning insights
30. GPR spectra for monitoring asphalt pavements10.3390/rs12111749 ↗
31. Quantifying the impact of parameters of chloride-induced reinforcement corrosion on the GPR signal
32. Assessment performance of flexible pavements for surface deflection measure by Benkelman beam method10.1002/masy.202200125 ↗
33. More accurate modulus back-calculation by reducing noise information from in situ–measured asphalt pavement deflection basin using regression model10.1016/j.conbuildmat.2017.10.022 ↗
34. Modulus backcalculation methodology based on full-scale testing road and its rationality and feasibility analysis
35. T. Mo, JTG D50-2017 Specifications for Design of Highway Asphalt Pavement, Beijing, China.
36. T. Mo, JTG 5142-2019 Technical Specifications for Maintenance of Highway Asphalt Pavement, Beijing, China.
37. Pavement asset management systems and technologies: a review
38. Temperature correction for FWD deflection in cement pavement void detection
39. Management scheme of road pavements considering heterogeneous multiple life cycles changed by repeated maintenance work10.1007/s12205-016-1461-x ↗
40. Shapiro–Wilk test for skew normal distributions based on data transformations10.1080/00949655.2019.1658763 ↗
41. Delphi method