基于气象信息的路面表面结冰的非破坏性检测和早期警告
1School of Transportation Science and Engineering, Harbin Institute of Technology, Harbin 150090, China.
Materials (Basel, Switzerland)
|October 14, 2023
概括
一个新的压电传感器准确地检测了路面的冰和水. 一个人工神经网络模型以超过90%的准确度预测了结冰时间,改善了冬季交通安全.
科学领域:
- 工程 工程师 工程师 工程师
- 材料科学 材料科学 材料科学
- 人工智能的人工智能
背景情况:
- 冬季道路状况带来了严重的交通安全风险.
- 有效的路面冰层监测和预警系统对于减轻这些风险至关重要.
研究的目的:
- 开发一种高精度传感器,用于监测路面表面状况.
- 调查气象因素对路面结冰时间的影响.
- 创建一个基于人工神经网络 (ANN) 的早期预警模型,用于路面结冰.
主要方法:
- 开发一个高精度压电传感器,用于冰/水检测.
- 调查路面表面温度,水深和风速对结冰时间的影响.
- 实施和培训ANN模型用于路面冰层预测.
主要成果:
- 压电传感器在各种环境和负载条件下可靠地检测出冰和水.
- 发现路面表面温度,水深和风速对结冰时间有显著的非线性影响,温度影响最大.
- 该ANN模型实现了超过90%的路面冰层预测准确度.
结论:
- 开发的压电传感器对于监测路面表面状况是准确和可靠的.
- 基于ANN的早期预警模型有效地使用气象数据预测了路面结冰.
- 这项技术使路面冰层的非破坏性和快速检测成为可能,提高了冬季交通安全.
相关概念视频
Frost Action on Concrete
102
Concrete structures in cold climates, such as those along roadsides, can retain moisture. This moisture makes them susceptible to frost-related damage when temperatures fall below freezing. Adding moisture worsens the damage during temperature fluctuations, leading to repeated freezing and thawing. De-icing salts, spread over these structures to melt ice, add to the freeze-thaw cycle, and draw even more moisture into the concrete.
This freeze-thaw cycle primarily causes surface scaling, where...
This freeze-thaw cycle primarily causes surface scaling, where...
102
Frost Resistant Concrete
85
Concrete's susceptibility to frost damage during freeze-thaw cycles demands strategic measures to enhance its frost resistance. Employing techniques like air entrainment, adjusting the water-cement ratio, proper curing, and selecting appropriate aggregates are essential.
Introducing microscopic air bubbles into the concrete mix through air entrainment creates small voids that accommodate ice expansion, thereby reducing internal pressures and preventing cracking. The optimal amount of...
Introducing microscopic air bubbles into the concrete mix through air entrainment creates small voids that accommodate ice expansion, thereby reducing internal pressures and preventing cracking. The optimal amount of...
85
Precipitation Titration: Endpoint Detection Methods
1.8K
In argentometric precipitation titrations, endpoints can be detected visually by the Mohr, Volhard, and Fajans methods. In the Mohr method, adding a soluble chromate indicator gives an initial yellow color to the analyte solution. As the titrant is added, the first excess of silver ions forms a red silver chromate precipitate, marking the endpoint. The solution pH should be maintained at about 8 by adding solid CaCO3.
In the Volhard method, a standard excess of AgNO3 is first added to the...
In the Volhard method, a standard excess of AgNO3 is first added to the...
1.8K
Cold Weather Concreting
77
When freshly poured concrete is exposed to freezing temperatures before it has set, the water within the concrete can freeze. This expansion disrupts the setting process, delays chemical reactions necessary for hardening, and increases the volume of pores within the hardened concrete, which weakens its overall structure. If the concrete manages to reach an appreciable strength before it freezes, the damage can be somewhat mitigated.
To counteract the negative impacts of cold weather, ensuring...
To counteract the negative impacts of cold weather, ensuring...
77
Masonry in Cold and Hot Weather Conditions
91
In cold weather, masonry construction requires specific precautions to ensure mortar does not freeze before curing, as this can significantly weaken its strength and watertightness. Mortar temperature should be maintained between 60°F and 80°F to support proper hydration and curing. Below 40°F, mortar water must be heated, but should not exceed 120°F as high temperatures can reduce mortar's compressive and bond strength.
Other key practices include keeping masonry units...
Other key practices include keeping masonry units...
91
Precipitation Processes
464
The experimental conditions in a gravimetric analysis should be optimized to maximize the particle size and purity of the obtained precipitate. Ideally, the concentration of the precipitating reagent should be low with effective stirring to maintain low relative supersaturation for the growth of large crystals. In homogeneous precipitation, the precipitant is slowly generated by a chemical reaction in the solution to avoid local reagent excesses. For example, urea decomposes gradually to...
464


