QMLMaterial─A Quantum Machine Learning Software for Material Design and Discovery.


Journal

Journal of chemical theory and computation
ISSN: 1549-9626
Titre abrégé: J Chem Theory Comput
Pays: United States
ID NLM: 101232704

Informations de publication

Date de publication:
12 Sep 2023
Historique:
medline: 15 8 2023
pubmed: 15 8 2023
entrez: 15 8 2023
Statut: ppublish

Résumé

Structural elucidation of chemical compounds is challenging experimentally, and theoretical chemistry methods have added important insight into molecules, nanoparticles, alloys, and materials geometries and properties. However, finding the optimum structures is a bottleneck due to the huge search space, and global search algorithms have been used successfully for this purpose. In this work, we present the quantum machine learning software/agent for materials design and discovery (QMLMaterial), intended for automatic structural determination

Identifiants

pubmed: 37581570
doi: 10.1021/acs.jctc.3c00566
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

5999-6010

Auteurs

Maicon Pierre Lourenço (MP)

Departamento de Química e Física─Centro de Ciências Exatas, Naturais e da Saúde─CCENS─Universidade Federal do Espírito Santo, Alegre, Espírito Santo 29500-000, Brasil.

Lizandra Barrios Herrera (LB)

Department of Chemistry, Department of Physics and Astronomy, CMS Centre for Molecular Simulation, IQST Institute for Quantum Science and Technology, Quantum Alberta, University of Calgary, 2500 University Drive NW, Calgary, Alberta T2N 1N4, Canada.

Jiří Hostaš (J)

Department of Chemistry, Department of Physics and Astronomy, CMS Centre for Molecular Simulation, IQST Institute for Quantum Science and Technology, Quantum Alberta, University of Calgary, 2500 University Drive NW, Calgary, Alberta T2N 1N4, Canada.

Patrizia Calaminici (P)

Departamento de Química, CINVESTAV, Av. Instituto Politécnico Nacional 2508, Col. San Pedro Zacatenco, AP 14-740, México D.F.07000, México.

Andreas M Köster (AM)

Departamento de Química, CINVESTAV, Av. Instituto Politécnico Nacional 2508, Col. San Pedro Zacatenco, AP 14-740, México D.F.07000, México.

Alain Tchagang (A)

Digital Technologies Research Centre, National Research Council of Canada, 1200 Montréal Road, Ottawa, Ontario K1A 0R6, Canada.

Dennis R Salahub (DR)

Department of Chemistry, Department of Physics and Astronomy, CMS Centre for Molecular Simulation, IQST Institute for Quantum Science and Technology, Quantum Alberta, University of Calgary, 2500 University Drive NW, Calgary, Alberta T2N 1N4, Canada.

Classifications MeSH