Predicting phosphorescence energies and inferring wavefunction localization with machine learning.


Journal

Chemical science
ISSN: 2041-6520
Titre abrégé: Chem Sci
Pays: England
ID NLM: 101545951

Informations de publication

Date de publication:
04 Aug 2021
Historique:
received: 16 04 2021
accepted: 28 06 2021
entrez: 27 8 2021
pubmed: 28 8 2021
medline: 28 8 2021
Statut: epublish

Résumé

Phosphorescence is commonly utilized for applications including light-emitting diodes and photovoltaics. Machine learning (ML) approaches trained on

Identifiants

pubmed: 34447529
doi: 10.1039/d1sc02136b
pii: d1sc02136b
pmc: PMC8336587
doi:

Banques de données

figshare
['10.6084/m9.figshare.14736570.v1']

Types de publication

Journal Article

Langues

eng

Pagination

10207-10217

Informations de copyright

This journal is © The Royal Society of Chemistry.

Déclaration de conflit d'intérêts

There are no conflicts to declare.

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Auteurs

Andrew E Sifain (AE)

Theoretical Division, Los Alamos National Laboratory Los Alamos NM USA 87545 giff@lanl.gov.
Center for Nonlinear Studies, Los Alamos National Laboratory Los Alamos NM USA 87545.

Levi Lystrom (L)

Theoretical Division, Los Alamos National Laboratory Los Alamos NM USA 87545 giff@lanl.gov.
Center for Nonlinear Studies, Los Alamos National Laboratory Los Alamos NM USA 87545.

Richard A Messerly (RA)

Theoretical Division, Los Alamos National Laboratory Los Alamos NM USA 87545 giff@lanl.gov.

Justin S Smith (JS)

Theoretical Division, Los Alamos National Laboratory Los Alamos NM USA 87545 giff@lanl.gov.
Center for Nonlinear Studies, Los Alamos National Laboratory Los Alamos NM USA 87545.

Benjamin Nebgen (B)

Theoretical Division, Los Alamos National Laboratory Los Alamos NM USA 87545 giff@lanl.gov.
Center for Integrated Nanotechnologies, Los Alamos National Laboratory Los Alamos NM USA 87545.

Kipton Barros (K)

Theoretical Division, Los Alamos National Laboratory Los Alamos NM USA 87545 giff@lanl.gov.
Center for Nonlinear Studies, Los Alamos National Laboratory Los Alamos NM USA 87545.

Sergei Tretiak (S)

Theoretical Division, Los Alamos National Laboratory Los Alamos NM USA 87545 giff@lanl.gov.
Center for Nonlinear Studies, Los Alamos National Laboratory Los Alamos NM USA 87545.
Center for Integrated Nanotechnologies, Los Alamos National Laboratory Los Alamos NM USA 87545.

Nicholas Lubbers (N)

Computer, Computational, and Statistical Sciences Division, Los Alamos National Laboratory Los Alamos NM USA 87545 nlubbers@lanl.gov.

Brendan J Gifford (BJ)

Theoretical Division, Los Alamos National Laboratory Los Alamos NM USA 87545 giff@lanl.gov.
Center for Nonlinear Studies, Los Alamos National Laboratory Los Alamos NM USA 87545.
Center for Integrated Nanotechnologies, Los Alamos National Laboratory Los Alamos NM USA 87545.

Classifications MeSH