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相关概念视频

Catalysis02:50

Catalysis

The presence of a catalyst affects the rate of a chemical reaction. A catalyst is a substance that can increase the reaction rate without being consumed during the process. A basic comprehension of a catalysts’ role during chemical reactions can be understood from the concept of reaction mechanisms and energy diagrams.
PCR - Polymerase Chain Reaction01:32

PCR - Polymerase Chain Reaction

Overview
Cycloaddition Reactions: MO Requirements for Photochemical Activation01:12

Cycloaddition Reactions: MO Requirements for Photochemical Activation

Some cycloaddition reactions are activated by heat, while others are initiated by light. For example, a [2 + 2] cycloaddition between two ethylene molecules occurs only in the presence of light. It is photochemically allowed but thermally forbidden.
Catalysis01:27

Catalysis

Catalysis influences the rate of chemical reactions by providing an alternative reaction pathway with lower activation energy. A catalyst speeds up a reaction, but it is not consumed during the process. The fundamental principle of catalysis is the ability of a catalyst to alter the reaction mechanism, often introducing a more efficient pathway than the uncatalyzed process.In a catalyzed reaction, the catalyst participates directly in the reaction mechanism. It interacts with reactants to form...
Heterogeneous Catalysis01:22

Heterogeneous Catalysis

Heterogeneous catalysis involves a catalyst in a different phase from the reactants. It is a process where the catalyst and the reactants are in distinct phases, typically solid and gas or liquid.Most heterogeneous catalysts are metals, metal oxides, or acids. The list includes transition metals like iron (Fe), cobalt (Co), nickel (Ni), palladium (Pd), platinum (Pt), chromium (Cr), manganese (Mn), tungsten (W), silver (Ag), and copper (Cu). These metals possess partially vacant d orbitals that...
Chemical Agents for Microbial Control01:27

Chemical Agents for Microbial Control

Chemicals play important roles in controlling microbial growth by targeting microbial structures and functions as sanitizers, antiseptics, disinfectants, and sterilants.Alcohols are commonly used sanitizers, effectively disrupting lipid membranes, which compromises cell integrity. They are also used as antiseptics and disinfectants due to their rapid action and versatility.Phenols and their derivatives phenolics , known for denaturing proteins and disrupting cell membranes, are particularly...

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相关实验视频

Updated: Jun 18, 2026

Adsorption Device Based on a Langatate Crystal Microbalance for High Temperature High Pressure Gas Adsorption in Zeolite H-ZSM-5
09:46

Adsorption Device Based on a Langatate Crystal Microbalance for High Temperature High Pressure Gas Adsorption in Zeolite H-ZSM-5

Published on: August 25, 2016

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用课程培训来选甲激活的化.

Jiawei Guo1, Tyler Sours1, Sam Holton1

  • 1Department of Chemical Engineering, University of California, Davis, California 95616, United States.

ACS catalysis
|February 8, 2024
PubMed
概括

我们开发了一种用于机器学习模型的新训练方法,以加速发现用于甲激活的烯酸催化剂. 这种方法提高了模型的准确性和可解释性,识别了新的催化剂.

科学领域:

  • 计算异质催化剂的计算方法
  • 材料科学是一种材料科学.
  • 机器学习应用程序 机器学习应用程序

背景情况:

  • 机器学习 (ML) 与原子模拟相结合,加速了催化剂的发现.
  • 目前用于催化物的ML模型缺乏可解释性和可转移性,限制了它们的应用.
  • 石催化剂对于工业反应如甲激活至关重要.

研究的目的:

  • 开发可解释和可转移的机器学习模型,用于石催化剂选.
  • 使用基于课程的培训 (CBT) 理念,系统地训练反应式机器学习潜力 (rMLPs).
  • 为了确定用于甲激活的新型Cu-zeolite催化剂.

主要方法:

  • 实施了基于课程的培训 (CBT) 理念来训练ML模型.
  • 结合了各种计算来教导ML模型关于反应电位能面的模型.
  • 通过使用开发的rMLPs,在数百个Cu-zeolites中选了数千个[CuOCu]2+站点.

主要成果:

  • 开发了准确,可转移和可解释的反应式机器学习潜力 (rMLPs).
  • 确定了MEI,ATN,EWO和CAS作为前所未有的有前途的热带石结构,用于甲激活.
  • 在已识别的石中实现了[CuOCu]2+催化甲激活的高整体平均率.

更多相关视频

Fabrication and Testing of Catalytic Aerogels Prepared Via Rapid Supercritical Extraction
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Preparation of Biomass-based Mesoporous Carbon with Higher Nitrogen-/Oxygen-chelating Adsorption for CuII Through Microwave Pre-Pyrolysis
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相关实验视频

Last Updated: Jun 18, 2026

Adsorption Device Based on a Langatate Crystal Microbalance for High Temperature High Pressure Gas Adsorption in Zeolite H-ZSM-5
09:46

Adsorption Device Based on a Langatate Crystal Microbalance for High Temperature High Pressure Gas Adsorption in Zeolite H-ZSM-5

Published on: August 25, 2016

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Fabrication and Testing of Catalytic Aerogels Prepared Via Rapid Supercritical Extraction
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Fabrication and Testing of Catalytic Aerogels Prepared Via Rapid Supercritical Extraction

Published on: August 31, 2018

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Preparation of Biomass-based Mesoporous Carbon with Higher Nitrogen-/Oxygen-chelating Adsorption for CuII Through Microwave Pre-Pyrolysis
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Preparation of Biomass-based Mesoporous Carbon with Higher Nitrogen-/Oxygen-chelating Adsorption for CuII Through Microwave Pre-Pyrolysis

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结论:

  • CBT哲学有效地提高了用于催化剂发现的ML模型性能.
  • 这种方法可以将其推广到其他热酸催化反应和异质催化剂.
  • 在克服计算异质催化物的障碍方面取得了重大进展.