Predicting Aggregate Gradation Based on Pavement Surface Image Features Using Random Forest and Multilayer Perceptron Integrated Model

Abstract

AbstractAggregate gradation significantly impacts the road performance of asphalt pavement. However, current detection methods are often inefficient, destroying the pavement structure, and do not allow for quick real-time detection. The advancement of ...Practical ApplicationsIn the quality control of asphalt pavement construction, aggregate gradation detection represents a core mandatory inspection. However, traditional sieving tests are plagued by drawbacks such as lengthy cycles and the inability to ...