Rapid extraction of pavement aggregate gradation based on point clouds using deep learning networks

• Main Authors: Chen, Siyu, Chen, Can, Ma, Tao, Han, Chengjia, Luo, Haoyuan, Wang, Siqi, Gao, Yangming, Yang, Yaowen
• Other Authors: School of Civil and Environmental Engineering
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Civil engineering; Asphalt Pavement; Aggregate Gradation
• Online Access: https://hdl.handle.net/10356/170908
• Institution: Nanyang Technological University

Usage of asphalt mixture with poor gradation will most likely lead to pavement deficiency. There is a growing need for rapid and non-destructive methods to extract pavement aggregate gradation. In this study, a deep learning-based method that utilizes point clouds data for gradation extraction was p...