| 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 | |
| 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 |
| 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.
| Model Type | N/A — experimental data-driven ML (no DFT/quantum chemistry training data) |
| Visibility | public |
| Publication Doi | 10.1038/s41467-025-57961-w |
| Institution Code | ESRA |
| Target Properties | Final area-specific impedance (ASI, Ω·cm²); impedance rise (ΔASI, Ω·cm²); final specific capacity (Q, mAh g⁻¹) |
| Training Dataset Size | 28 additive systems + 1 baseline = 29 total; 80:20 train:test split; 5-fold CV repeated 10× |