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相关概念视频

Radiation: Applications01:17

Radiation: Applications

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The average temperature of Earth is the subject of much current discussion. Earth is in radiative contact with both the Sun and dark space; it receives almost all its energy from the radiation of the Sun and reflects some of it into outer space. Dark space is very cold, about 3 K, so Earth radiates energy into it. For instance, heat transfer occurs from soil and grasses, the rate of which can be so rapid that frost can occur on clear summer evenings, even in warm latitudes.
The average...
1.3K
Radiation Pressure: Problem Solving01:09

Radiation Pressure: Problem Solving

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The radiation pressure applied by an electromagnetic wave on a perfectly absorbing surface equals the energy density of the wave. The wave's momentum also gets transferred to the surface when an electromagnetic wave is entirely absorbed by it. The rate at which momentum is transmitted to an absorbing surface perpendicular to the propagation direction equals the force on the surface.
The average value of the rate of momentum transfer divided by the absorbing area represents the average force...
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SBAR II: Application of SBAR01:14

SBAR II: Application of SBAR

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SBAR is an effective communication tool used by healthcare professionals to communicate patient information accurately. SBAR stands for Situation, Background, Assessment, and Recommendation. For a better understanding, an example is given below.
SBAR Report from a Nurse to a Health Care Provider
S: "Hello, Dr. Smith. This is Jane, RN, from the Med Surg unit. I am calling to tell you about Ms. White in Room 210, who is experiencing increased pain and redness at her incision site. Her recent...
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Biological Effects of Radiation02:59

Biological Effects of Radiation

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All radioactive nuclides emit high-energy particles or electromagnetic waves. When this radiation encounters living cells, it can cause heating, break chemical bonds, or ionize molecules. The most serious biological damage results when these radioactive emissions fragment or ionize molecules. For example, α and β particles emitted from nuclear decay reactions possess much higher energies than ordinary chemical bond energies. When these particles strike and penetrate matter, they...
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Absorption of Radiation01:05

Absorption of Radiation

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The rate of heat transfer by emitted radiation is described by the Stefan-Boltzmann law of radiation:
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相关实验视频

Updated: Sep 17, 2025

Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness
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基于具有知识基础的大型语言模型的辐射保护智能助理.

Ankang Hu1,2, Kaiwen Li3, Zhen Wu1

  • 1Department of Engineering Physics, Tsinghua University, Beijing, 100084, China.

Radiation and environmental biophysics
|July 2, 2025
PubMed
概括

采用大型语言模型 (LLM) 的新型辐射保护智能助手,提供了准确的答案与参考. 该工具通过提供可靠的,特定领域的信息,提高了辐射保护任务的效率.

关键词:
人工智能的人工智能是人工智能.大型语言模型.辐射保护 辐射保护提取增强生成的提取.

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科学领域:

  • 核科学与工程 核科学与工程
  • 人工智能的人工智能
  • 信息技术 信息技术 信息技术

背景情况:

  • 辐射保护对于核能和核技术至关重要.
  • 现有的辐射保护知识和经验是庞大而复杂的.
  • 对个人和委员会来说,全面了解辐射保护是一个挑战.

研究的目的:

  • 使用大型语言模型 (LLM) 开发用于辐射保护的智能助手.
  • 为辐射保护领域的专业查询提供可靠,参考答案.
  • 通过本地部署和私人数据集来解决隐私和数据安全问题.

主要方法:

  • 基于LLM的智能助理与知识库的开发.
  • 使用开源工具包和LLM用于助理开发.
  • 实现基于Web的用户界面 (UI) 用于用户交互.
  • 用私有数据集进行本地部署,以提高安全性.

主要成果:

  • 助理提供可靠的答案,引用权威出版物.
  • 在专业的辐射保护问题上表现出令人满意的性能.
  • 在精确性和相关性方面表现优于基于网络搜索的LLM应用程序.
  • 在较少的模型参数下获得了优异的结果.

结论:

  • 基于LLM的智能助理显示了提高辐射保护任务效率的巨大潜力.
  • 这项工作是朝向辐射保护智能系统迈出的初步步骤.
  • 助手提供了安全有效的解决方案,以获取辐射保护知识.