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相关概念视频

Heating and Cooling Curves02:44

Heating and Cooling Curves

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When a substance—isolated from its environment—is subjected to heat changes, corresponding changes in temperature and phase of the substance is observed; this is graphically represented by heating and cooling curves.
For instance, the addition of heat raises the temperature of a solid; the amount of heat absorbed depends on the heat capacity of the solid (q = mcsolidΔT). According to thermochemistry, the relation between the amount of heat absorbed or released by a substance, q, and its...
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Thermal expansion and Thermal stress: Problem Solving01:27

Thermal expansion and Thermal stress: Problem Solving

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San Francisco's Golden Gate Bridge is exposed to temperatures ranging from -15 °C to 40 °C. At its coldest, the main span of the bridge is 1275 m long. Assuming that the bridge is made entirely of steel, what is the change in its length between these temperatures?
To solve the problem, first, identify the known and unknown quantities. The initial length (L) of the bridge is 1275 m, the coefficient of linear expansion (α) for steel is 12 x 10-6/°C, and the change in...
1.2K
Mechanisms of Heat Transfer01:14

Mechanisms of Heat Transfer

380
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...
380
Thermal Sigmatropic Reactions: Overview01:16

Thermal Sigmatropic Reactions: Overview

2.1K
Sigmatropic rearrangements are a class of pericyclic reactions in which a σ bond migrates from one part of a π system to another. These are intramolecular rearrangements where the total number of σ and π bonds remain unchanged.
Sigmatropic shifts are classified based on an order term [i, j ], where i and j indicate the number of atoms across which each end of the σ bond migrates. Below are examples of a [3,3] sigmatropic shift in...
2.1K
Mechanisms of Heat Transfer II01:20

Mechanisms of Heat Transfer II

3.3K
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...
3.3K
Phase Changes01:19

Phase Changes

4.4K
Phase transitions play an important theoretical and practical role in the study of heat flow. In melting or fusion, a solid turns into a liquid; the opposite process is freezing. In evaporation, a liquid turns into a gas; the opposite process is condensation.
A substance melts or freezes at a temperature called its melting point and boils or condenses at its boiling point. These temperatures depend on pressure. High pressure favors the denser form of the substance, so typically, high pressure...
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相关实验视频

Updated: Jul 28, 2025

Experimental Methods for Investigation of Shape Memory Based Elastocaloric Cooling Processes and Model Validation
11:11

Experimental Methods for Investigation of Shape Memory Based Elastocaloric Cooling Processes and Model Validation

Published on: May 2, 2016

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机器学习使动态热发射器的合理设计成为可能,这些发射器具有相变材料.

Jining Wang1, Yaohui Zhan1, Wei Ma2

  • 1School of Optoelectronic Science and Engineering & Collaborative Innovation Center of Suzhou Nano Science and Technology, Key Lab of Advanced Optical Manufacturing Technologies of Jiangsu Province & Key Lab of Modern Optical Technologies of Education Ministry of China, Soochow University, Suzhou 215006, China.

iScience
|May 30, 2023
PubMed
概括

研究人员开发了一种机器学习模型,用于设计先进的动态热发射器. 这种方法可以在辐射冷却和自适应伪装等应用中实现高性能.

关键词:
材料科学是一种材料科学.阶段过渡 阶段过渡 阶段过渡物理 物理学 物理热性质 热性质 热性质

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Author Spotlight: Optimization of Airflow Velocities in Battery Cooling Systems for Enhanced Thermal Performance and Reduced Energy Consumption
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科学领域:

  • 纳米光子学 纳米光子学
  • 机器学习 机器学习
  • 材料科学 材料科学 材料科学

背景情况:

  • 动态热发射器对于辐射冷却和适应性伪装等应用至关重要.
  • 目前的发射器性能有限,需要先进的设计策略.

研究的目的:

  • 开发一种机器学习模型,用于动态热发射器的反向设计.
  • 为了弥合结构和光谱空间,以优化发射器性能.

主要方法:

  • 使用神经网络模型与遗传算法相结合.
  • 该模型考虑了不同相位的宽带光谱响应.
  • 使用决策树和梯度分析来提取物理洞察力.

主要成果:

  • 实现了0.8.8的优异发射可调性.
  • 证明了高计算速度的准确建模.
  • 成功地将结构和光谱设计空间连接起来.

结论:

  • 机器学习可以在动态热发射器中实现近乎完美的性能.
  • 这种方法指导了其他多功能热和光子纳米结构的设计.