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相关概念视频

Conduction, Convection and Radiation: Problem Solving01:20

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...
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Refrigerators and Heat Pumps01:07

Refrigerators and Heat Pumps

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Refrigerators or heat pumps are heat engines operating in a reverse direction. For a refrigerator, the focus is on removing heat from a specific area, whereas, for a heat pump, the focus is on dumping heat into one particular area. A refrigerator (or heat pump) absorbs heat Qc from the cold reservoir at Kelvin temperature Tc and discards heat Qh to the hot reservoir at Kelvin temperature Th, while work W is done on the engine’s working substance.
A household refrigerator removes heat from...
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Mechanisms of Heat Transfer II01:20

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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Mechanism of heat transfer01:19

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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相关实验视频

Updated: Jun 15, 2025

Author Spotlight: Simulation and Analysis of the Temperature Rise of Ring Main Unit Equipment
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Author Spotlight: Simulation and Analysis of the Temperature Rise of Ring Main Unit Equipment

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机器学习方法可以预测合规冷却系统的热性能.

Zhiqiang Zhao1

  • 1Nanyang Polytechnic, Singapore, Singapore. zhao_zhiqiang@nyp.edu.sg.

Scientific reports
|August 23, 2024
PubMed
概括

本研究引入了一种机器学习方法,以优化注塑成型中的合规冷却系统. 新方法准确地预测了热性能,减少了对手工模拟和经验数据的依赖.

科学领域:

  • 制造业 工程 制造工程
  • 材料科学 材料科学 材料科学
  • 计算工程 计算工程 计算工程

背景情况:

  • 合规冷却系统显著提高了注塑成型效率和产品质量.
  • 目前的优化依赖于劳动密集型模拟和人类专业知识,限制了设计探索.
  • 存在用于通道创建的自动化方法,但缺乏有效的热性能优化.

研究的目的:

  • 开发一种创新的机器学习 (ML) 方法来评估合规冷却系统的热性能.
  • 为了能够在没有广泛的手动模拟的情况下精确预测热行为.
  • 为了使设计人员能够高效地优化合规冷却设计参数.

主要方法:

  • 采用了混合ML方法,结合了非线性回归模型和神经网络.
  • 使用对数回归模型来描述温度概况.
  • 训练了一个神经网络来预测对数回归模型的系数.

主要成果:

  • 拟议的ML方法准确评估和预测合规冷却系统的热性能.
  • 该方法显著减少了耗时热和流体模拟的需要.
  • 它为设计人员提供了一个快速有效的工具来评估热效率.
关键词:
符合标准的冷却系统.制冷性能 制冷性能 制冷性能机器学习 机器学习多个目标优化优化.神经网络的神经网络的神经网络非线性回归是一种非线性回归.热模拟的热模拟

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相关实验视频

Last Updated: Jun 15, 2025

Author Spotlight: Simulation and Analysis of the Temperature Rise of Ring Main Unit Equipment
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Author Spotlight: Simulation and Analysis of the Temperature Rise of Ring Main Unit Equipment

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结论:

  • 基于机器学习的方法提供了一个精确而高效的替代传统方法,以优化合规冷却设计.
  • 这一创新简化了设计过程,使得代速度更快,模具性能更好.
  • 该方法通过数据驱动的设计见解,促进了注射成型中的更好的热管理.