关于在水泥砂中碳化和化引起的钢铁腐蚀的数据集
1Department of Civil Engineering, The University of Hong Kong, Pokfulam, Hong Kong, China.
Data in brief
|July 5, 2024
概括
这项研究编制了一个全面的腐蚀数据集,用于钢在水泥砂中,解决机器学习在结构工程中的应用现有数据的局限性. 新的数据集使得更可靠的腐蚀预测模型成为可能.
科学领域:
- 土木和结构工程 土木和结构工程.
- 材料科学 材料科学 材料科学
- 腐蚀科学 腐蚀科学
背景情况:
- 结构工程中的机器学习 (ML) 应用受到有限的,小的数据集阻碍,用于预测混凝土中的钢筋腐蚀.
- 现有的腐蚀数据集往往缺乏全面的材料和环境数据,这阻碍了复杂情景中的可靠预测.
研究的目的:
- 开发一个全面的腐蚀数据集,用于碳钢在水泥砂中的腐蚀.
- 克服现有数据集的局限性,以增强ML驱动的民用结构腐蚀预测.
主要方法:
- 编制了46种不同的砂混合物和嵌入钢条的数据集.
- 在不同相对湿度 (RH) 下进行加速腐蚀测试 (碳化或污染).
- 在实验室环境中收集的电化学腐蚀数据,以 .xlsx 格式表格.
主要成果:
- 数据集包括详细的混合物,材料,环境和电化学参数.
- 提供了广泛的腐蚀数据,对于训练ML模型至关重要.
- 能够通过各种变量预测钢铁腐蚀.
结论:
- 开发的数据集显著增强了ML模型在预测钢铁腐蚀方面的基础.
- 能够更准确地预测钢筋混凝土结构的耐用性.
- 解决了结构健康监测和维护数据可用性的关键缺口.
相关概念视频
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The heat of hydration for each cement compound is significant; for instance, tricalcium aluminate (C3A) and...
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Sulfate attack on concrete is a deterioration process characterized by a whitish discoloration beginning at the edges and corners, accompanied by cracking and spalling. This phenomenon occurs when sulfates react with the components of hardened concrete, forming compounds like calcium sulfate and calcium sulfoaluminate which occupy more space than the substances they replace, causing the concrete to expand and disrupt.
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