NMR shifts in aluminosilicate glasses via machine learning
Author:
Affiliation:
1. NIMBE
2. CEA
3. CNRS
4. Université Paris-Saclay
5. F-91191 Gif-sur-Yvette Cedex
6. Maison de la Simulation
7. USR 3441
8. INRIA
9. DEN
10. Service d'études de vitrification et procédés hautes températures
11. 30207 Bagnols-sur-Cèze
12. France
Abstract
Machine learning (ML) approaches are investigated for the prediction of nuclear magnetic resonance (NMR) shifts in aluminosilicate glasses, for which NMR has proven to be a cutting-edge method over the last decade.
Funder
Commissariat à l'Énergie Atomique et aux Énergies Alternatives
Publisher
Royal Society of Chemistry (RSC)
Subject
Physical and Theoretical Chemistry,General Physics and Astronomy
Link
http://pubs.rsc.org/en/content/articlepdf/2019/CP/C9CP02803J
Reference80 articles.
1. NMR studies of oxide-based glasses
2. Topological, Geometric, and Chemical Order in Materials: Insights from Solid-State NMR
3. M. Eden , Annual Reports on NMR Spectroscopy , Elsevier , 2015 , vol. 86, pp. 237–331
4. NMR Spectroscopy in Glass Science: A Review of the Elements
5. P. Florian and F.Fayon , Modern Methods in Solid-state NMR: A Practitioner's Guide , The Royal Society of Chemistry , 2018 , pp. 356–390
Cited by 25 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献
1. Accurate and Transferable Machine Learning Potential for Molecular Dynamics Simulation of Sodium Silicate Glasses;Journal of Chemical Theory and Computation;2024-01-13
2. Theoretical Insights into the 27Al NMR Parameters of Binary Aluminosilicate Glass and Their Relationship to the Atomic and Electronic Structure;The Journal of Physical Chemistry C;2024-01-10
3. Two‐dimensional Pure Isotropic Proton Solid State NMR;Angewandte Chemie International Edition;2023-04-18
4. Two‐dimensional Pure Isotropic Proton Solid State NMR;Angewandte Chemie;2023-04-18
5. Machine Learning Full NMR Chemical Shift Tensors of Silicon Oxides with Equivariant Graph Neural Networks;The Journal of Physical Chemistry A;2023-03-02
1.学者识别学者识别
2.学术分析学术分析
3.人才评估人才评估
"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370
www.globalauthorid.com
TOP
Copyright © 2019-2024 北京同舟云网络信息技术有限公司 京公网安备11010802033243号 京ICP备18003416号-3