利用实验和计算工具来推进碳捕获吸附剂研究
Niranjan Ramasamy1, Anitha Jegadeeshwari Lakshmana Perumal Raj1, Vedha Varshini Akula2
1Department of Chemical Engineering, Rajalakshmi Engineering College, Chennai, India.
Environmental science and pollution research international
|September 3, 2024
概括
机器学习 (ML) 加快了有效的碳捕获材料的开发. 通过预测性能和指导实验,ML减少了为减缓气候变化寻找可持续解决方案的时间和成本.
科学领域:
- 环境科学 环境科学
- 材料科学 材料科学 材料科学
- 计算化学的计算化学
背景情况:
- 增加的二氧化碳 (CO2) 排放导致气候变化,需要采取紧急行动.
- 碳捕获技术,特别是吸附技术,为减少二氧化碳排放提供了实际的解决方案.
- 开发碳捕获吸附剂的传统实验方法耗时且昂贵.
研究的目的:
- 为碳捕获提供材料研究的全面概述.
- 突出机器学习 (ML) 和计算工具在加速吸附剂开发中的作用.
- 引导研究人员将ML集成到材料设计工作流程中.
主要方法:
- 审查有关碳捕获材料和开发工作流程的当前文献.
- 分析适用于吸附剂研究的机器学习和计算工具.
- 讨论ML在预测材料性能和指导实验设计中的应用.
主要成果:
- 机器学习模型可以预测吸附剂性能,优化材料选择.
- 计算工具为传统的试错实验方法提供了有效的替代方案.
- 将ML集成到研究工作流中可以显著减少开发时间和成本.
结论:
- 机器学习提供了一种强大且易于使用的方法,以推进碳捕获材料的发现.
- 基于机器学习的研究使得有针对性的实验成为可能,从而更快地开发出有效的二氧化碳吸附剂.
- 采用ML工具对于加速部署碳捕获技术以应对气候变化至关重要.
更多相关视频
10:44Preparation of Biomass-based Mesoporous Carbon with Higher Nitrogen-/Oxygen-chelating Adsorption for CuII Through Microwave Pre-Pyrolysis
Published on: February 12, 2019
9.9K
08:00Author Spotlight: Standardizing the Development of Amine-Based Silica Composites as CO2 Adsorbents for Direct Air Capture
Published on: September 29, 2023
2.3K
相关概念视频
Analyte Adsorption and Distribution
In certain chromatographic separations, solutes transfer between the mobile phase and the stationary phase via sorption, which typically refers to the process of adsorption. For many chromatographic systems, the sorption process often depends on the polarity of the compounds—an expression of the overall dipole moment within the molecule. During the separation process, there is competition between the solute and solvent for adsorption to the stationary phase. Highly polar compounds and solvents...
Adsorption of Gases on Solids
Adsorption is a process where molecules, known as the adsorbates, accumulate on a surface, which is referred to as the adsorbent or substrate. Occurring at the solid-gas interface, this phenomenon is crucial in various scientific and industrial contexts. The reverse of adsorption is desorption.Two types of adsorptions exist: physical (physisorption) and chemical (chemisorption). Physisorption involves gas molecules held to the solid's surface by relatively weak intermolecular van der Waals...
Adsorption Isotherms II
Brunauer, Emmett, and Teller (BET) introduced a theory in 1938 that modified Langmuir's assumptions to explain multilayer physical adsorption. This theory is applicable to Type II isotherms and provides a more realistic picture of adsorption processes. The BET theory assumes a uniform solid surface with localized adsorption sites, where adsorption at one site doesn't affect adsorption at neighboring sites. This theory also allows for the possibility of additional molecules being adsorbed on top...
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...
Carbon-dioxide Fixation
Carbon dioxide fixation in prokaryotes enables the assimilation of inorganic carbon into organic molecules, supporting biosynthetic pathways, sustaining ecosystems, and contributing to the global carbon cycle. It also has industrial applications in carbon capture and bioproduct synthesis. Autotrophic organisms rely on this process to utilize CO₂ as a carbon source in diverse environments.The Calvin CycleThe Calvin cycle is the most widespread carbon fixation mechanism, primarily used by...
