MS, University of Cincinnati, 2023, Engineering and Applied Science: Civil Engineering
Potholes represent a significant engineering challenge and a hazard to road safety, necessitating prompt and effective repair strategies. Given the increasing popularity of Cold Mix Patching Materials (CMPMs) for fixing potholes during winter, especially in cold regions, it is crucial to establish standardized specifications for CMPMs. This study addresses two critical needs in pavement engineering and road maintenance: the establishment of baseline specification parameters for CMPMs and the development of a real-time automated pothole detection system. The performance of cold asphalt mixtures (CMPMs) was assessed through various laboratory tests, including boiling test, indirect tensile strength (ITS), torque test, workability test, tackiness test, and Hamburg Wheel Tracking Device (HWTD) tests. These tests revealed that key factors influencing the performance of CMPMs are aggregate absorption ratios, binder content, and the impact of antistripping agents. The study demonstrates that the combination of low absorption aggregates and an optimal amount of binder improves the ability of patching materials to resist moisture and enhances their mechanical properties. This, in turn, increases the longevity and durability of the materials. Furthermore, in-situ evaluations underscored the variability in material performance due to location-specific factors, emphasizing the importance of taking into account the location in which the CMPMs will be used before selecting the material. Moreover, the findings of the study reveal the significance of considering the freshness of the CMPMs before utilizing it. Additionally, assessing the stockpiled mixture showed that stockpiling CMPMs drastically affects the mixture adhesion and moisture susceptibility resistance. Concurrently, the study successfully engineered an innovative, cost-effective automated system leveraging machine learning techniques to detect, localize, and estimate the surface area of potholes, achieving a mean averag (open full item for complete abstract)
Committee: Munir Nazzal Ph.D. (Committee Chair); Lei Wang Ph.D. (Committee Member); Manish Kumar Ph.D. (Committee Member)
Subjects: Civil Engineering