工程结构损坏分类和细分的狭窄混凝土裂数据集
Karolina Tomaszkiewicz1, Tomasz Owerko2
1AGH University of Krakow, al. A. Mickiewicza 30, 30-059, Krakow, Poland. tomaszki@agh.edu.pl.
Scientific data
|December 21, 2023
概括
这项研究引入了用于早期探测混凝土裂的新数据集. 它可以精确分段和分类细裂,帮助工程师及时进行结构维护和安全.
科学领域:
- 土木工程 土木工程是指土木工程.
- 计算机科学 计算机科学
- 材料科学 材料科学 材料科学
背景情况:
- 结构性健康监测对于安全和寿命至关重要.
- 目前的现场检查是耗时的,劳动密集的,主观的.
- 机器学习为混凝土结构的自动化早期损坏检测提供了潜力.
研究的目的:
- 为了解决现有数据集在混凝土裂检测方面的局限性.
- 为了提供一个数据集,用于缩小小于0.3毫米的裂的语义细分.
- 为了促进早期的裂分类和细分,以积极预防损害.
主要方法:
- 开发一个用于混凝土裂分析的开放数据集.
- 专注于0.3毫米宽度门以下的裂,表明早期损伤.
- 允许精细裂的语义细分和分类.
主要成果:
- 该数据集允许对早期混凝土裂进行详细分析.
- 它支持检测以前难以识别的裂.
- 促进机器学习模型培训,以进行增强的裂分析.
结论:
- 新的数据集对于推进自动化混凝土裂检测至关重要.
- 它为工程师提供了用于早期损害识别和干预的工具.
- 有助于提高结构安全性和延长基础设施寿命.
相关概念视频
Microcracking in Concrete
122
Microcracking in concrete refers to the tiny cracks that can form within the material even before any external load is applied. These microcracks typically occur at the interface between the coarse aggregate and the hydrated cement paste, often as a result of differential volume changes prompted by variations in stress-strain behavior, as well as thermal and moisture movement. Initially, these microcracks remain stable and do not grow substantially until the concrete is stressed to about 30...
122
Types of Non-structural Cracks in Concrete
158
Non-structural cracks are primarily of three types: plastic, early-age thermal, and drying shrinkage cracks. Plastic cracks are further classified into plastic shrinkage cracks and plastic settlement cracks.
Plastic shrinkage cracks typically form within hours after the concrete is poured. The concrete's surface dries faster than the bottom, creating tensile stress that the still-plastic concrete cannot withstand, leading to diagonal or randomly patterned cracks on the concrete surface.
Plastic shrinkage cracks typically form within hours after the concrete is poured. The concrete's surface dries faster than the bottom, creating tensile stress that the still-plastic concrete cannot withstand, leading to diagonal or randomly patterned cracks on the concrete surface.
158
Creep in Concrete
252
Creep refers to the time-dependent increase in strain under a sustained load, excluding other time-dependent deformations associated with shrinkage, swelling, and thermal expansion in concrete. The primary mechanism behind creep involves the loss of physically adsorbed water from the calcium silicate hydrate within the hydrated cement paste. This process is further exacerbated by concrete's non-linear stress-strain relationship, microcrack development in the interfacial transition zone, and...
252
Tensile Strength Considerations of Concrete
132
Considering the tensile strength of concrete involves recognizing that the theoretical strength of cement paste can be up to a thousand times higher than what is observed in practical applications. This significant discrepancy is largely attributed to the presence of microscopic cracks within the concrete. These cracks tend to amplify stress at their tips when a load is applied, a phenomenon explained by Griffith's theory of brittle fracture.
The dimensions and shape of a concrete specimen...
The dimensions and shape of a concrete specimen...
132
Behavior of Concrete Under Compressive Load
175
Concrete exhibits specific behaviors under different compressive loads. Understanding this is crucial for understanding its structural integrity. When concrete undergoes uniaxial compression, it tends to develop cracks that run parallel to the direction of the force. These parallel cracks stem from localized tensile stresses that occur perpendicular to the compression direction. Additionally, angled cracks may appear due to the formation of shear planes.
As the concrete specimen fractures under...
As the concrete specimen fractures under...
175
Segregation in Fresh Concrete
135
Segregation in fresh concrete is a phenomenon where the components of the concrete mix separate, leading to uneven distribution and compromised structural integrity. This separation typically occurs when concrete is subjected to excessive horizontal movement within forms, or when it is dropped from considerable heights or forced through narrow, winding paths. As a result, heavier coarse aggregate particles settle at the bottom, while lighter, finer materials such as cement and water rise to the...
135


