SpaiNN: equivariant message passing for excited-state nonadiabatic molecular dynamics

Author:

Mausenberger Sascha12ORCID,Müller Carolin34ORCID,Tkatchenko Alexandre4ORCID,Marquetand Philipp1,González Leticia1ORCID,Westermayr Julia56

Affiliation:

1. Faculty of Chemistry, Institute of Theoretical Chemistry, University of Vienna, Währinger Str. 17, 1090 Vienna, Austria

2. Vienna Doctoral School in Chemistry (DosChem), University of Vienna, Währinger Straße 42, 1090 Vienna, Austria

3. Department Chemistry and Pharmacy, Computer-Chemistry-Center, Friedrich-Alexander-Universität Erlangen-Nürnberg, Nägelsbachstraße 25, 91052 Erlangen, Germany

4. Department of Physics and Materials Science, University of Luxembourg, 162 A, Avenue de la Faïencerie, L-1511 Luxembourg, Luxembourg

5. Wilhelm Ostwald Institute for Physical and Theoretical Chemistry, Leipzig University, Linnéstraße 2, 04103 Leipzig, Germany

6. Center for Scalable Data Analytics and Artificial Intelligence (ScaDS.AI), Dresden/Leipzig, Germany

Abstract

SpaiNN employs SchNetPack to train electronic properties across various potential energy curves, including energies, gradients, and couplings, while integrating with SHARC for excited state molecular dynamics simulations.

Funder

Alexander von Humboldt-Stiftung

Universität Wien

Publisher

Royal Society of Chemistry (RSC)

同舟云学术

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