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A battery is a galvanic cell that is used as a source of electrical power for specific applications. Modern batteries exist in a multitude of forms to accommodate various applications, from tiny button batteries such as those that power wristwatches to the very large batteries used to supply backup energy to municipal power grids. Some batteries are designed for single-use applications and cannot be recharged (primary cells), while others are based on conveniently reversible cell reactions that...
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Language is a unique communication system that uses words and systematic rules to organize and transmit information. Unlike other forms of communication, which may involve postures, movements, odors, or vocalizations, language relies on symbols and grammar. This makes human communication distinct from that of other species, who also communicate but do not use language in the same way humans do.
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In statistics, several tools are used to interpret the data. Measures of central tendency represent the characteristics of the data, such as mean, median, and mode. Additionally, measures of variance like standard deviation and range are used to find the spread of data from the mean. Relative standing measures the distance between data locations. Commonly used measures of relative standings are percentile, z score, and quartiles.
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Data are individual items of information obtained from a population or sample. Data may be classified as qualitative (categorical), quantitative continuous, or quantitative discrete. Because it is not practical to measure the entire population in a study, researchers use samples to represent the population. A random sample is a representative group from the population chosen by using a method that gives each individual in the population an equal chance of being included in the sample. Random...
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A conductor needs to be a component of a path that creates a closed loop or full circuit to have a continuous current flowing through it. A current starts to flow if an electric field is created inside an isolated conductor that is not part of a full circuit. The conductor quickly develops a net positive charge at one end and a net negative charge at the other. These charges generate an electric field opposite the direction of the applied electric field, which reduces the current. Eventually,...
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Language, whether spoken, signed, or written, consists of specific components: lexicon and grammar. The lexicon is the vocabulary of a language, comprising its words. Grammar is the set of rules used to convey meaning through the lexicon. For example, English grammar adds “-ed” to most verbs to indicate past tense. Words are formed by combining phonemes, which are the basic sound units of a language. Different languages have different sets of phonemes (e.g., “ah” vs.
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通过大型语言模型推进电池研究:一篇综述

Jianguo Chen1, Yu Wang2, Dongxu Guo1,2

  • 1School of Mechanical Engineering, University of Shanghai for Science and Technology, Shanghai 200093, China.

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概括

大型语言模型 (LLM) 正在彻底改变可充电电池研究的碳中和性. 本综述详细介绍了材料,制造和系统中的LLM应用,并提出了人工智能驱动的电池创新的框架.

关键词:
电池智能制造 智能制造 电池智能制造电池知识整合 电池知识整合电池材料的开发电池材料的开发电池系统管理系统的电池管理系统.大型语言模型.

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科学领域:

  • 材料科学 材料科学 材料科学
  • 储能 储能 储能 储能 储能 储能
  • 人工智能的人工智能

背景情况:

  • 可充电电池对于可再生能源和碳中和性至关重要.
  • 传统的电池开发方法不足以满足当前的科学需求.
  • 进步需要在材料,制造和系统控制方面进行创新.

研究的目的:

  • 系统地审查大型语言模型 (LLM) 在可充电电池研究中的应用.
  • 巩固在知识整合,材料发现,制造和系统管理中对LLM的发现.
  • 提出将LLM整合到电池科学中的框架,以克服当前的挑战.

主要方法:

  • 系统的文献审查,对电池研究LLM应用的最新进展.
  • 分析四个关键领域的LLM贡献:知识整合,材料发现,制造过程和系统管理.
  • 识别瓶,例如有限的解释性和数据适应挑战.

主要成果:

  • 课程提供了强大的语义理解和推理,用于多层次的电池创新.
  • 最近的进展表明,LLM在加速各种领域的电池研究方面具有潜力.
  • 关键的挑战包括模型的可解释性,与电化学原理的调整以及现实世界的数据集成.

结论:

  • 将LLM整合到电池研究中,为下一代技术提供了一个范式转变.
  • 拟议的框架旨在将基础电池科学与人工智能驱动的创新联系起来.
  • 解决目前的瓶对于释放LLM在电池开发中的全部潜力至关重要.