水利学报2026,Vol.57Issue(5):716-731,16.DOI:10.3724/j.slxb.20250298
堆石混凝土坝层面露石分割识别与快速评价方法研究
Research on methods for segmentation,recognition,and rapid evaluation of exposed rocks on lift joint surface of rock-filled concrete dams
摘要
Abstract
Exposed rocks on the lift joint surface of Rock-filled Concrete(RFC)dams can significantly enhance the shear capacity of the lift joints.While relevant codes and standards stipulate specific requirements regarding exposure of rocks at lift joints,there is currently a lack of rapid and effective detection and evaluation methods.This paper pro-poses a rapid segmentation and recognition algorithm for exposed rocks at lift joints,based on YOLOv11-Seg and incorporating the Slim-Neck attention mechanism and the FASFFHead detection head.Furthermore,by integrating actual engineering data and the latest code specifications,an evaluation method for exposure of rocks on lift joint sur-face is established based on the aforementioned segmentation algorithm.The research results indicate that the improved YOLOv11-Seg model achieves detection precision and recall rates of 91.4%and 89.33%,respectively,rep-resenting increases of 8.6%and 7.8%compared to the initial model,while maintaining high training and recognition efficiency.The measured exposure ratio of rocks at lift joints in actual RFC dam placements exhibits significant varia-tion,and the detection results for individual lift joints conform to a Weibull distribution.In conjunction with the newly revised standard NB/T 10077-2024,Code for Design of Rock-Filled Concrete Dams,the proposed method can effectively evaluate the condition of surface-exposed rock on-site.The horizontal projected area of the exposed rocks shows a hyperbolic relationship with the outropping height of rocks and a linear correlation with the vertical projected area;this relationship can be utilized to further assess the enhancement of the interfacial shear capacity contributed by the exposed rocks.This research provides technical means and a foundation for monitoring and evaluating the qual-ity of lift joints in Rock-filled Concrete dams.关键词
堆石混凝土坝/层面露石/快速检测/YOLOv11/分割识别/评价方法Key words
rock-filled concrete dams/exposed rock on lift joint surface/rapid and effective detection and evalua-tion method/YOLOv11/segmentation and recognition/evaluation method分类
建筑与水利引用本文复制引用
安宇,杨家琦,程远龙,刘昊,金峰..堆石混凝土坝层面露石分割识别与快速评价方法研究[J].水利学报,2026,57(5):716-731,16.基金项目
国家自然科学基金重点项目(52039005) (52039005)