Browse Data ESRA-CYC-0005 Cycling Public ⚠ Incomplete — 4 fields 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 10:19:26
ab09581e-730b-48cc-af71-d044320335ab
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

Storage LocationNERSC Community File System

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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
NMR 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

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

Visibility public
Electrolyte 1.0 M LiPF6 in EC/EMC (1:9 v/v) + additive(s)
Anode Material Graphite (Superior Graphite SLC1506T)
Publication Doi 10.1038/s41467-025-57961-w
Number Of Cycles 100 (4 loops × RPT/aging + final RPT ≈ 100 cycles)
Cathode Material LiNi0.5Mn1.5O4 (LNMO, Targray 5V spinel)
Institution Code ESRA
Voltage Window — Lower 3.8
Voltage Window — Upper 4.7
Theoretical Capacity Mah 120.0
Current / C-Rate / Protocol Summary Formation: 5 cycles at C/10; RPT: C/25; Aging: C/3 with 1 h CV hold at 4.7 V (to C/20); 4 loops total; final RPT at C/25; HPPC pulses at 2C discharge / 1.5C charge