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堆石混凝土坝层面露石分割识别与快速评价方法研究OA

Research on methods for segmentation,recognition,and rapid evaluation of exposed rocks on lift joint surface of rock-filled concrete dams

中文摘要英文摘要

堆石混凝土坝施工层面露石可以显著提高层面抗剪能力,相关规范标准均提出了关于层面露石的具体要求,但目前尚缺乏快速有效的检测评价方法.本文在 YOLOv11-Seg模型基础上,引入 Slim-Neck注意力机制与FASFFHead检测头,提出了层面露石的快速分割识别算法;结合实际工程数据与最新规范,给出了基于前述分割识别算法的层面露石评价方法.研究结果表明:改进后的YOLOv11-Seg模型在保持较高训练和识别效率的前提下,将检测精确率与召回率提升到91.4%和89.33%,较原始模型分别提升8.6%和7.8%;堆石混凝土坝实际仓面的层面露石率变幅较大,单个层面的露石率检测结果符合 Weibull分布;结合新修订的《堆石混凝土坝设计规范》,本文方法能够较好地对现场层面露石情况进行评价;层面露石的水平投影面积与露石高度呈双曲线关系,与垂直投影面积呈线性相关,据此可进一步评估层面露石对抗剪承载力的增幅作用.本文研究可为堆石混凝土层面质量的监控与评价提供技术手段与基础.

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.

安宇;杨家琦;程远龙;刘昊;金峰

青海大学 土木水利学院,青海 西宁 810000清华大学 水利水电工程系,北京 100084湖北能源集团罗田平坦原抽水蓄能有限公司,湖北 黄冈 438000中国电建集团中南勘测设计研究院有限公司,湖南 长沙 410000青海大学 土木水利学院,青海 西宁 810000||清华大学 水利水电工程系,北京 100084

建筑与水利

堆石混凝土坝层面露石快速检测YOLOv11分割识别评价方法

rock-filled concrete damsexposed rock on lift joint surfacerapid and effective detection and evalua-tion methodYOLOv11segmentation and recognitionevaluation method

《水利学报》 2026 (5)

716-731,16

国家自然科学基金重点项目(52039005)

10.3724/j.slxb.20250298

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