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相关概念视频

Pozzolans01:21

Pozzolans

112
Pozzolans are siliceous or aluminous materials blended with Portland cement. They interact with the calcium hydroxide produced during the hydration of Portland cement and contribute to improved strength and durability of concrete. The pozzolanic activity, a measure of a pozzolan's effectiveness, is typically assessed using the strength activity index, as defined in ASTM C 618-93, which calculates the ratio of the compressive strength of cement mixtures with and without pozzolan.
Fly ash is...
112
Abrasion Resistance of Concrete01:23

Abrasion Resistance of Concrete

132
Abrasion resistance is an essential characteristic of concrete that determines its durability and longevity under various wear conditions. Concrete surfaces are vulnerable to different types of abrasion. For instance, surfaces may wear down due to the constant movement of vehicles or be eroded by solids carried in water, as seen in concrete canal linings. Specific tests are conducted to measure the abrasion resistance of concrete.
One such test is the revolving disc test, where three plates...
132
Measurement of Air Content in Concrete01:23

Measurement of Air Content in Concrete

144
Air content measurement in concrete is critical for ensuring structural integrity and durability of concrete structures, especially in environments prone to severe weather conditions. Accurate air content analysis optimizes concrete's resistance to freeze-thaw cycles and enhances its workability and strength. Several methods are standardized under ASTM guidelines to measure the air content in fresh concrete, each suitable for different concrete types and conditions.
The pressure method,...
144
Sample Preparation for Analysis: Advanced Techniques01:08

Sample Preparation for Analysis: Advanced Techniques

337
Accurate analysis of complex samples often requires advanced preparation techniques to achieve reliable and reproducible results. Samples containing inorganic or organic materials can be challenging to dissolve or decompose effectively. Standard sample preparation methods include acid digestion, fusion, dry ashing, and wet digestion.
Acid digestion with strong acids is commonly used to dissolve inorganic materials that are insoluble (do not dissolve) in water. This method can be useful for...
337
Corrosion of Reinforcement01:27

Corrosion of Reinforcement

182
The corrosion of steel reinforcement within concrete is a process influenced by the material's inherent properties and external factors. The high pH level of around 13, provided by calcium hydroxide present in concrete, initially protects the steel reinforcement by promoting the formation of a passive iron oxide layer on its surface.
However, over time and under certain conditions like carbonation, chloride ingress, and cracking this protective state can be compromised. Steel has areas with...
182
Deleterious Substances in Aggregate01:25

Deleterious Substances in Aggregate

167
Deleterious substances in aggregates can be detrimental to the quality and durability of concrete. These substances include organic impurities like loam, which interfere with cement hydration and are usually present in the sand. These prevent a good bond between aggregate and cement paste. Organic impurities can be detected using the colorimetric test, where the darkness of a solution after agitation indicates the level of organic content.
Another type of impurity is clay and fine material that...
167

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相关实验视频

Updated: Jul 1, 2025

Experimental Protocol to Determine the Chloride Threshold Value for Corrosion in Samples Taken from Reinforced Concrete Structures
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Experimental Protocol to Determine the Chloride Threshold Value for Corrosion in Samples Taken from Reinforced Concrete Structures

Published on: August 31, 2017

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机器学习方法来探索飞含量和化物抵抗之间的相关性.

Ruiqi Wang1, Yupeng Huo1, Teng Wang1

  • 1College of Transportation, Inner Mongolia University, Hohhot 010031, China.

Materials (Basel, Switzerland)
|March 13, 2024
PubMed
概括

飞灰混凝土对离子腐蚀有较强的抗性,最佳的添加剂含量在30-40%之间. 这提高了在海洋和脱冰盐环境中的耐用性,减少了混凝土的恶化.

关键词:
耐性 耐性 耐性 耐性混凝土的耐用性 混凝土的耐用性飞灰是混凝土中的飞灰.飞灰剂量 飞灰剂量机器学习是机器学习.

更多相关视频

Detecting the Water-soluble Chloride Distribution of Cement Paste in a High-precision Way
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Detecting the Water-soluble Chloride Distribution of Cement Paste in a High-precision Way

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Dynamic Electrochemical Measurement of Chloride Ions
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相关实验视频

Last Updated: Jul 1, 2025

Experimental Protocol to Determine the Chloride Threshold Value for Corrosion in Samples Taken from Reinforced Concrete Structures
10:00

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Published on: August 31, 2017

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Detecting the Water-soluble Chloride Distribution of Cement Paste in a High-precision Way
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Dynamic Electrochemical Measurement of Chloride Ions
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科学领域:

  • 材料科学 材料科学 材料科学
  • 土木工程 土木工程是指土木工程.
  • 环境科学 环境科学

背景情况:

  • 离子腐蚀是海洋和脱冰盐环境中钢筋混凝土结构退化的主要原因.
  • 了解影响混凝土抗化物攻击耐用性的因素对于基础设施的寿命至关重要.

研究的目的:

  • 调查飞灰含量与混凝土耐用性之间的关系,特别是其对离子侵蚀的抗性.
  • 为了确定最佳的飞灰添加剂比,以减轻混凝土中化物诱导的腐蚀.

主要方法:

  • 对化物离子含量的因子相关性分析,突出采样深度,水泥剂量和飞剂量.
  • 应用三种机器学习算法 (随机森林,梯度增强回归,决策树) 来预测飞混凝土中的化物总含量.
  • 使用R2,MSE,RMSE和MAE指标对机器学习模型性能进行评估.

主要成果:

  • 因子相关性分析表明采样深度>水泥剂量>飞灰剂量.
  • 随机森林模型预测化物耐药性最佳飞灰添加剂值为30-40%.
  • 用低于这个值的飞取代水泥会改变混凝土的相位和孔隙结构,提高透性并减少自由离子.

结论:

  • 飞灰混凝土在30-40%的添加剂范围内表现出对离子侵蚀的增强抵抗力.
  • 机器学习模型准确地预测了具体的特性,减少了对广泛的物理测试的需求.
  • 开发用于具体物业预测的机器学习对于工程脱碳和智能基础设施至关重要.