碳捕获技术的新兴方向:高通量理论计算和机器学习的协同作用
Qi Lei1, Lanyu Li1, Honghao Chen1
1Department of Chemical Engineering, Tsinghua University, Beijing 100084, P. R. China.
Environmental science & technology
|November 2, 2023
概括
智能 (SMART) 方法通过人工智能和高通量计算加速碳捕获材料的发现. 这加快了能源转型和工业脱碳努力.
科学领域:
- 材料科学 材料科学 材料科学
- 化学工程是化学工程的重要组成部分.
- 计算机科学 计算机科学
- 环境科学 环境科学
背景情况:
- 全球能源转型和工业脱碳需要先进的碳捕获技术.
- 开发高效和可扩展的碳捕获解决方案对于缓解气候变化至关重要.
研究的目的:
- 为碳捕获引入可扩展建模,人工智能 (AI) 和快速理论计算 (SMART) 方法.
- 讨论通过计算方法实现的最先进的材料发现.
- 为碳捕获中数据驱动材料设计提出一个框架.
主要方法:
- 使用高通量计算进行材料选.
- 采用数据驱动建模,包括深度学习和预训练模型.
- 整合化学,材料,环境,计算机和数据科学和工程方面的专业知识.
主要成果:
- 在模拟和优化碳捕获过程方面表现出先进的能力.
- 为数据驱动的碳捕获材料的设计和开发建立了一个强大的框架.
- 强调了深度学习,预训练模型和全面数据集的协同潜力.
结论:
- 智能 (SMART) 方法提供了一个强大的,跨学科的战略,以加速碳捕获材料的发现.
- 这种方法有望对实现能源转型和工业脱碳目标产生革命性的影响.
- 人工智能和计算建模的整合是未来碳捕获技术进步的关键.
相关概念视频
Double Resonance Techniques: Overview
218
Double resonance techniques in Nuclear Magnetic Resonance (NMR) spectroscopy involve the simultaneous application of two different frequencies or radiofrequency pulses to manipulate and observe two distinct nuclear spins. One important application of double resonance is spin decoupling, which selectively suppresses coupling with one type of nucleus while observing the NMR signal from another nucleus, simplifying the spectrum and enhancing resolution.
Spin decoupling is usually achieved by...
Spin decoupling is usually achieved by...
218
Mass Spectrometry: Complex Analysis
796
Mass spectrometry is an important technique for the identification of pure compounds. However, it has some limitations for the analysis of complex mixtures, often due to excessive fragmentation making the spectrum too complicated to decipher. Mass spectrometry can be combined with suitable separation methods in sequence, forming hyphenated methods, which are useful in the analysis of complex mixtures.
GC–MS is a powerful hyphenated method commonly used in forensics and environmental...
GC–MS is a powerful hyphenated method commonly used in forensics and environmental...
796
¹³C NMR: ¹H–¹³C Decoupling
1.1K
The probability of having two carbon-13 atoms next to each other is negligible because of the low natural abundance of carbon-13. Consequently, peak splitting due to carbon-carbon spin-spin coupling is not observed in spectra. However, protons up to three sigma bonds away split the carbon signal according to the n+1 rule, resulting in complicated spectra.
A broadband decoupling technique is used to simplify these complex, sometimes overlapping, signals. Broadband decoupling relies on a...
A broadband decoupling technique is used to simplify these complex, sometimes overlapping, signals. Broadband decoupling relies on a...
1.1K


