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相关概念视频

Total Voids in Concrete01:12

Total Voids in Concrete

142
Total voids in concrete encompass gel water volume, capillary pores, and entrapped air. Gel water (retained within the cement hydration products) and physically entrapped or adsorbed water are significant for the hydration process. For complete hydration, it's estimated that the space needed for the products of a cubic centimeter of cement doubles. Capillary pores constitute the unoccupied space within the hydrated cement paste, with their size largely influenced by the water-to-cement...
142
Design Example: Managing Concrete Workability01:14

Design Example: Managing Concrete Workability

102
This example deals with managing the workability of concrete for a raft foundation project under hot weather conditions. Workability is crucial for ensuring the concrete is easy to place, compact, and finish. In this scenario, a slump test — a common method to measure the workability of fresh concrete — initially indicated low workability. This was attributed to the rapid water loss from the concrete mix, exacerbated by the high temperatures causing the course aggregates to heat up.
102
Non-destructive Tests for Concrete Strength01:12

Non-destructive Tests for Concrete Strength

148
The rebound hammer test, also known as the Schmidt hammer test, is a non-destructive technique for evaluating the hardness of concrete and, indirectly, the strength of concrete. It operates on the principle that the rebound of a spring-driven mass from a concrete surface correlates to the surface's hardness. The device comprises a mass within a tubular housing, a spring mechanism, and a plunger that strikes the concrete. Upon release, the energy imparted to the mass by the spring causes it...
148
Slump Test01:20

Slump Test

282
The slump test is a widely used method to measure the workability of concrete. It employs a 12-inch high truncated cone mold that tapers from eight inches at the base to four inches at the top. Before testing, the mold is securely attached to a flat base and dampened.
Concrete is poured into the mold in three layers to conduct the test. Each layer is compacted 25 times with a steel tamping rod, which has a five-eighths-inch diameter and a rounded end, to ensure even distribution and eliminate...
282
Shrinkage in Concrete01:27

Shrinkage in Concrete

132
Shrinkage in concrete is primarily due to water loss from evaporation, hydration of cement, or carbonation, leading to a reduction in volume. The volumetric contraction results in volumetric strain in concrete. However, in practice, shrinkage is measured as linear strain, which is one-third of the volumetric strain.
When concrete is still in its plastic state, it can undergo a decrease in volume by about 1% of its absolute volume. This decrease is known as plastic shrinkage. It arises either...
132
Accelerated Curing of Concrete01:25

Accelerated Curing of Concrete

191
Accelerating concrete curing is achieved by applying heat and additional moisture. This process accelerates the hydration of the cement, resulting in an earlier strength gain in the concrete. Steam curing is a method wherein the concrete products are either transported through a chamber on a conveyor belt or encased in plastic, allowing steam at atmospheric pressure to circulate freely around them. This process begins with a phase of moist curing that typically lasts between 3 to 5 hours, after...
191

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相关实验视频

Updated: Jul 24, 2025

Subsurface Defect Localization by Structured Heating Using Laser Projected Photothermal Thermography
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连续造板块地表包含缺陷的实时预测:数据驱动的比较研究

Chihang Wei1, Zhihuan Song2

  • 1School of Information Science and Technology, Hangzhou Normal University, Hangzhou 311121, China.

Sensors (Basel, Switzerland)
|July 8, 2023
PubMed
概括

新的数据驱动方法准确地预测了连续造板块中的地下含量,提高了产品质量和工艺效率. 这些先进的技术提供了及时检测,优于传统方法.

科学领域:

  • 材料科学 材料科学 材料科学
  • 制造业 工程 制造工程
  • 人工智能的人工智能

背景情况:

  • 地下入是连续造板的常见缺陷,影响最终产品质量,并可能导致工艺故障.
  • 传统的检测方法难以在线识别这些缺陷,需要先进的方法.
  • 数据驱动的方法为缺陷检测提供了一个有希望的,但尚未被充分探索的替代方案.

研究的目的:

  • 通过比较研究数据驱动的方法来检测连续造中的地下入.
  • 开发和评估新型模型:分散调节的内核歧视最小方形 (SR-KDLS) 和堆叠的缺陷相关自编码器反向传播神经网络 (SDAE-BPNN).
  • 在现实应用中展示这些数据驱动方法的可行性,准确性和效率.

主要方法:

  • 为直接预测开发一个分散规则化的核歧视最小方程 (SR-KDLS) 模型.
  • 实现一个堆叠的与缺陷相关的自编码器反向传播神经网络 (SDAE-BPNN) 进行深度特征提取.
  • 使用现实生活中连续造工艺的案例研究进行比较分析.

主要成果:

  • 开发的SR-KDLS和SDAE-BPNN模型实现了及时 (在0.01毫秒内) 和准确地预测地下包含.
  • 与常见方法相比,表现出优越的性能,由显著更高的F1分数证明.
关键词:
数据驱动的方法数据驱动的方法歧视性分析是一种分析.实时预测 实时预测堆自动编码器堆自动编码器地下包括缺陷的缺陷.

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  • 验证了拟议的数据驱动方法的效率和计算优点.
  • 结论:

    • 数据驱动的方法,特别是SR-KDLS和SDAE-BPNN,对于在线检测地底入非常有效.
    • 这些先进的模型提高了连续造的质量控制,并减轻了与缺陷相关的风险.
    • 该研究强调了人工智能在工业制造业中彻底改变缺陷检测的潜力.