3D conditional random fields simulation for rockfill compaction quality assessment with sparse EVD measurement

• Published in: Results in engineering Vol. 21; p. 101710
• Main Authors: Zhao, Lu, Cheng, Lili, Zhou, Cheng, Ding, Lieyun, Wang, Fan
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 01.03.2024; Elsevier
• Subjects: Compaction quality assessment; Conditional random fields; EVD; Runway; Spatial distribution; EVD; Conditional random fields; Spatial distribution; Runway; Compaction quality assessment
• ISSN: 2590-1230; 2590-1230
• DOI: 10.1016/j.rineng.2023.101710

The compaction quality of rockfill materials plays a pivotal role in ensuring the stability and durability of runway structures. However, traditional assessment methods relying on limited random sampling may lack representativeness for the entire construction site and overlook potential areas of insufficient compaction. Addressing this challenge, this paper employs the dynamic deformation modulus (EVD), a rapid and nondestructive testing method, to assess the compaction quality of runway rockfill. Subsequently, this paper propose a 3D Conditional Random Field (CRF) model based on EVD to simulate the uncertain spatial distribution of rockfill compaction quality, allowing for the estimation of the overall construction area's compaction quality with a limited number of sample points. The validity of the model is demonstrated through a case study involving a runway expansion project. Additionally, three critical construction factors--namely, measurement points, compaction passes, and compaction materials--are analyzed throughout the construction process. This analysis provides managers with valuable insights and decision-making tools to promptly evaluate the quality of compaction areas, ensuring the stability and durability of the runway. •EVD is used to achieve a rapid nondestructive detection of the compaction quality of runway rockfill.•Uncertainty and variation in compaction quality are modeled using 3D conditional random fields.•The compaction quality of the entire construction area can be estimated by using limited sample points.