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Mechanisms of Heat Transfer II
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In convection, thermal energy is carried by the large-scale flow of matter. Ocean currents and large-scale atmospheric circulation, which result from the buoyancy of warm air and water, transfer hot air from the tropics toward the poles and cold air from the poles toward the tropics. The Earth’s rotation interacts with those flows, causing the observed eastward flow of air in the temperate zones. Convection dominates heat transfer by air, and the amount of available space for the airflow...
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Conduction, Convection and Radiation: Problem Solving
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There are three methods by which heat transfer can take place: conduction, convection, and radiation. Each method has unique and interesting characteristics, but all three have two things in common: they transfer heat solely because of a temperature difference; and the greater the temperature difference, the faster the heat transfer.
In order to solve a problem related to heat transfer, first of all, the situation needs to be examined to determine the type of heat transfer involved. This could...
In order to solve a problem related to heat transfer, first of all, the situation needs to be examined to determine the type of heat transfer involved. This could...
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Mechanisms of Heat Transfer
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Heat transfer between the human body and its environment occurs through four main mechanisms: conduction, convection, radiation, and evaporation.
Conduction, accounting for approximately 3% of body heat loss at rest, is the process of exchanging heat between molecules of two materials in direct contact. This can result in both heat loss and gain. For instance, when the body is submerged in water, which conducts heat 20 times more effectively than air, it can either lose or gain significant...
Conduction, accounting for approximately 3% of body heat loss at rest, is the process of exchanging heat between molecules of two materials in direct contact. This can result in both heat loss and gain. For instance, when the body is submerged in water, which conducts heat 20 times more effectively than air, it can either lose or gain significant...
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Mechanisms of Heat Transfer I
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Just as interesting as the effects of heat transfer on a system are the methods by which the heat transfer occur. Whenever there is a temperature difference, heat transfer occurs. It may occur rapidly, such as through a cooking pan, or slowly, such as through the walls of a picnic ice box. So many processes involve heat transfer that it is hard to imagine a situation where no heat transfer occurs. Yet, every heat transfer takes place by only three methods: conduction, convection, and radiation.
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Mechanism of heat transfer
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Understanding heat transfer mechanisms is essential for understanding how our bodies maintain balance in different environmental conditions. When the environment is thermoneutral, the body is in a state of balance, neither using nor releasing energy to maintain its core temperature. However, when the environment is not thermoneutral, the body employs four heat transfer mechanisms to maintain homeostasis: conduction, convection, evaporation, and radiation. These mechanisms facilitate heat...
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Heat Flow and Specific Heat
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Heat is a type of energy transfer that is caused by a temperature difference, and it can change the temperature of an object. Since heat is a form of energy, its SI unit is the joule (J). Another common unit of energy often used for heat is the calorie (cal), which is defined as the energy needed to change the temperature of 1 g of water by 1 °C, specifically between 14.5 °C and 15.5 °C, since the energy needed shows a slight temperature dependence. Another commonly used unit is...
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使用人工智能算法在导热建模过程中重建传热系数.
Elzbieta Gawronska1, Maria Zych2, Robert Dyja1
1Faculty of Mechanical Engineering and Computer Science, Czestochowa University of Technology, Dabrowskiego 69, 42-201, Czestochowa, Poland.
Scientific reports
|September 15, 2023
概括
蜂群智能算法,包括人工蜂群 (ABC) 和群优化 (ACO),准确地重建复杂系统中的传热系数. 这些人工智能方法显示出优化生产和数据分析的潜力.
科学领域:
- 计算式热传输是一种热传输技术.
- 在工程领域的人工智能.
- 优化算法 优化算法
背景情况:
- 对传热系数进行准确的重建对于热系统分析至关重要.
- 与非理想接触的连续性边界条件在热传递建模中提出了独特的挑战.
- 群体智能算法为工程中的复杂反向问题提供了新的方法.
研究的目的:
- 在连续性边界条件下利用群集算法重建传热系数.
- 在这个重建任务中评估人工蜂群 (ABC) 和群优化 (ACO) 算法的性能.
- 评估网格大小,人口,代和数据干扰对算法准确性的影响.
主要方法:
- 在定制应用软件中实现经典的群集算法 (ABC和ACO).
- 使用ABC和ACO算法最小化一个错误函数.
- 具有导热层的模系统的数值模拟,考虑对称性和特定的边界条件 (罗宾,绝缘,连续性).
- 使用不同的有限元网格,种群大小,代数和噪音水平进行测试.
主要成果:
- 无论是ABC还是ACO算法都成功地以高精度重建了传热系数.
- 结果显示与参考值密切一致,即使在数据干扰的情况下.
- 这项研究验证了不同模拟参数的群集算法的有效性.
结论:
- 群集智能算法,特别是ABC和ACO,是重建热传递系数的有效工具.
- 这些人工智能驱动的方法显示出优化生产流程和在工程中实现数据驱动决策的巨大潜力.
- 这项研究强调了群体算法在解决复杂的反向传热问题的稳定性和准确性.


