| Type | Group | Date | Project | Link | |
| XAS | Maria Chan; Miaofang Chi | 2026-08-12 15:40 | Revealing Local Structures through Machine-Learning-Fused Multimodal Spectroscopy | same cell | |
| MLIP | Maria Chan; Miaofang Chi | 2026-08-12 15:40 | Revealing Local Structures through Machine-Learning-Fused Multimodal Spectroscopy | same cell | |
| DFT | Maria Chan; Miaofang Chi | 2026-08-12 15:40 | Revealing Local Structures through Machine-Learning-Fused Multimodal Spectroscopy | same cell |
| Material | Family | Role(s) | Ion |
|
LiNi0.8Mn0.1Co0.1O2
· NMC811
Including oxygen-vacancy and antisite-defect structures; EELS and XAS multimodal ML
|
Layered oxide
Cathode
|
Cathode | Li |
| LiNi0.7Mn0.2Co0.1O2 · NMC721 |
Layered oxide
Cathode
|
Cathode | Li |
| LiNi0.6Mn0.2Co0.2O2 · NMC622 |
Layered oxide
Cathode
|
Cathode | Li |
Declared for sample 2026_HailiJia_MariaChan_ACS.Nano_5c16942 — shared by every dataset on this sample.
| Visibility | public |
| Voltage Kv | 300.0 |
| Imaging Mode | EELS |
| Publication Doi | 10.1021/acsnano.5c16942 |
| Collection Angle | 65.0 |
| Instrument Model | FEI Titan |
| Institution Code | ESRA |
| Convergence Angle | 30.0 |
| Sample Composition | Li₁.₂Mn₀.₄₉Si₀.₀₅Ni₀.₁₃Co₀.₁₃O₂ |
| Sample Preparation | Post-mortem: electrodes charged to 4.3 V or 4.6 V at C/10; harvested in glovebox; rinsed in DMC; dried; scraped from current collector; loaded onto lacy carbon grid |
| Sample Transfer Environment | Glovebox (argon) |