Browse Data ESRA-NMR-0004 NMR Public ⚠ Incomplete — 1 field missing
Bingning Wang
0000-0001-5168-6493
Chen Liao
Data-driven design of electrolyte additives for 5 V LNMO electrodes
2025_BingningWang_ChenLiao_Nat.Commun._s41467-025-57961-w ← click to see all uploads from this cell
10.1038/s41467-025-57961-w ↗
2026-08-13 10:19:33
6c241c2f-1604-4d99-9381-510a3bd0fbc0
How to Cite
1 — Cite the dataset paper
↗ View paper
2 — Cite the ESRA platform
Galib, M. et al. (2026). ESRA: Energy Storage Research Assistant. Argonne National Laboratory. https://github.com/MusannaGalib/esra-platform
CC BY 4.0  ·  Data shared under Creative Commons Attribution 4.0

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/global/cfs/cdirs/m4845/gsharing/bingning-wang/data-driven-design-of-electrolyte-additi/2025-bingningwang-chenliao-natcommun-s41/Data-driven design of electrolyte additives supporting high-performance 5 V LiNi0.5Mn1.5O4 positive electrodes/nmr/ESRA-NMR-0004/
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Linked Uploads

Type Group Date Project Link
SEM Chen Liao 2026-08-13 10:19 Data-driven design of electrolyte additives for 5 V LNMO electrodes same cell
XPS Chen Liao 2026-08-13 10:19 Data-driven design of electrolyte additives for 5 V LNMO electrodes same cell
MLIP Chen Liao 2026-08-13 10:19 Data-driven design of electrolyte additives for 5 V LNMO electrodes same cell
EIS Chen Liao 2026-08-13 10:19 Data-driven design of electrolyte additives for 5 V LNMO electrodes same cell
Cycling Chen Liao 2026-08-13 10:19 Data-driven design of electrolyte additives for 5 V LNMO electrodes same cell

Materials Studied 6 materials

Material Family Role(s) Ion
LiNi0.5Mn1.5O4 (LNMO)  · High-voltage spinel cathode
5 V-class spinel
 Spinel
Cathode
 Cathode Li
Graphite  · Graphite anode Graphite
Anode
 Anode Li
1.0 M LiPF6 in EC/EMC  · Baseline carbonate electrolyte Carbonate
Liquid
 Electrolyte, Solvent Li
LiPF6  · Lithium hexafluorophosphate Lithium salt
Other · as named
 Salt Li
Electrolyte additive library (28 additives + ML-designed binary blends)  · Screened electrolyte additives
Machine-learning-guided additive and binary-blend screening
 Electrolyte additive set
Other · as named
 Additive Li
Celgard polyolefin separator  · Celgard separator Separator material
Other
 Separator —

Declared for sample 2025_BingningWang_ChenLiao_Nat.Commun._s41467-025-57961-w — shared by every dataset on this sample.

Experiment Metadata

Nucleus ¹H
Solvent nhydrous CDCl3 (1.0 mL per sample)
Visibility public
Publication Doi 10.1038/s41467-025-57961-w
Institution Code ESRA