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相关概念视频

Chemical Reactions01:19

Chemical Reactions

96.0K
A chemical reaction is a process by which the bonds in the atoms of substances are rearranged to generate new substances. Matter cannot be created or destroyed in a chemical reaction—the same type and number of atoms that make up the reactants are still present in the products. Merely, the rearrangement of chemical bonds produces new compounds.
Chemical Reactions Rearrange Atoms into New Substances
A chemical reaction takes starting materials—the reactants—and changes them...
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Chemical Reactions02:26

Chemical Reactions

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A balanced chemical equation provides the information of chemical formulas of the reactants and products involved in the chemical change. A reaction’s stoichiometry helps predict how much of the reactant is needed to produce the desired amount of product, or in some cases, how much product will be formed from a specific amount of the reactant.
The relative amounts of reactants and products represented in a balanced chemical equation are often referred to as stoichiometric amounts. However, in...
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Chemical Reactions in Aqueous Solutions03:03

Chemical Reactions in Aqueous Solutions

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Chemical substances interact in many different ways. Certain chemical reactions exhibit common patterns of reactivity. Due to the vast number of chemical reactions, it becomes necessary to classify them based on the observed patterns of interaction.
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Introduction to Chemical Reactions01:23

Introduction to Chemical Reactions

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All chemical reactions begin with a reactant, the general term for one or more substances entering the reaction. Sodium and chloride ions, for example, are the reactants in the production of table salt. One or more substances produced by a chemical reaction are called the product. Chemical reactions follow the law of conservation of mass, which means that matter cannot be created nor destroyed in a chemical reaction. The components of the reactants—the number of atoms and the...
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Energy Transfer in Chemical Reactions01:16

Energy Transfer in Chemical Reactions

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Chemical reactions require sufficient energy to cause the matter to collide with enough precision and force that old chemical bonds can be broken and new ones formed. In general, kinetic energy is the form of energy powering any type of matter in motion. Imagine a person building a brick wall. The energy it takes to lift and place one brick on top of another is the kinetic energy—the energy matter possesses because of its motion. Once the wall is in place, it stores potential energy.
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Types of Chemical Reactions: Anabolic and Catabolic01:19

Types of Chemical Reactions: Anabolic and Catabolic

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The first law of thermodynamics holds that energy can neither be created nor destroyed—it can only change form. An organism's essential function is to consume (ingest) energy and molecules in the foods we eat, convert some of it into fuel for movement, sustain our body functions, and build and maintain our body structures. There are two types of reactions that accomplish this: anabolism and catabolism.
Anabolism is the process of combining smaller, simpler molecules into larger, more...
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Updated: Feb 11, 2026

Optimization of Radiochemical Reactions using Droplet Arrays
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贝叶斯对化学反应的优化

Stefan Desimpel1, Matthieu Dorbec2, Kevin M Van Geem3

  • 1SynBioC Research Group, Department of Green Chemistry and Technology, Faculty of Bioscience Engineering, Ghent University, Coupure Links 653, B-9000 Ghent, Belgium. chris.stevens@ugent.be.

Chemical Society reviews
|February 10, 2026
PubMed
概括
此摘要是机器生成的。

贝叶斯优化 (BO) 通过高效地使用数据加速了复杂化学反应的优化. 本综述指导化学家应用BO基础,实用方面以及数据驱动化学策略的各种应用.

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科学领域:

  • 化学 化学 化学
  • 化学工程是化学工程的重要组成部分.
  • 数据科学数据科学数据科学

背景情况:

  • 化学反应优化是复杂和数据密集的.
  • 贝叶斯优化 (BO) 提供了一种数据效率高的方法.
  • 大的,混合变量的参数空间带来了挑战.

研究的目的:

  • 为化学家提供一个易于理解的贝叶斯优化介绍.
  • 概述BO在化学中的基本原理,实际考虑和应用.
  • 讨论加速化学优化的新兴方向.

主要方法:

  • 对BO中的代用模型和获取函数的审查.
  • 讨论内核设计和分类变量表示.
  • 在各种实验尺度上对BO应用的调查.

主要成果:

  • 为了有效的优化,BO平衡了勘探和开采.
  • 介绍了多目标和批量优化的实际策略.
  • 应用范围涵盖自动流动反应器的高通量选.

结论:

  • 贝叶斯优化是数据效率高的化学过程优化的强大工具.
  • 转移学习等新兴趋势可以进一步加速优化.
  • 在化学中,BO使得数据驱动的策略更具通用性.