Non-aqueous battery electrolytes: high-throughput experimentation and machine learning-aided optimization of ionic conductivity

Author:

Yan Peng1,Fischer Mirko2ORCID,Martin Harrison2,Wölke Christian1ORCID,Krishnamoorthy Anand Narayanan1,Cekic-Laskovic Isidora1ORCID,Diddens Diddo1ORCID,Winter Martin13ORCID,Heuer Andreas2ORCID

Affiliation:

1. Helmholtz-Institute Münster (IEK-12), Forschungszentrum Jülich GmbH, Corrensstraße 46, 48149 Münster, Germany

2. Institute of Physical Chemistry, University of Münster, Corrensstraße 28/30, 48149 Münster, Germany

3. MEET Battery Research Center, University of Münster, Corrensstraße 46, 48149 Münster, Germany

Abstract

We study the ionic conductivity of a bi-salt (LiPF6, LiFSI) and ternary solvent (EC, EMC, PC) liquid battery electrolyte with high throughput experimentation and the open source Liquid Electrolyte Composition Analysis (LECA) Machine-Learning library.

Funder

European Commission

Bundesministerium für Bildung und Forschung

Publisher

Royal Society of Chemistry (RSC)

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