High X-ray doses inhibit Ni4+/Ni3+ redox activity during delithiation in LiNiO2, with lower-dose regions showing normal behavior, allowing identification of a safe dose threshold for reliable operando measurements.
Sensing as the key to battery lifetime and sustainability
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BatteryMFormer is a multi-level Transformer that adds an aging-condition-aware decoder, meta degradation pattern memory, and dual-view encoder to forecast battery state-of-health trajectories from early operational data and outperforms baselines on four domains.
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Spatially inhomogeneous delithiation in LiNiO2 positive electrode: the effect of X-rays dose
High X-ray doses inhibit Ni4+/Ni3+ redox activity during delithiation in LiNiO2, with lower-dose regions showing normal behavior, allowing identification of a safe dose threshold for reliable operando measurements.
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BatteryMFormer: Multi-level Learning for Battery Degradation Trajectory Forecasting
BatteryMFormer is a multi-level Transformer that adds an aging-condition-aware decoder, meta degradation pattern memory, and dual-view encoder to forecast battery state-of-health trajectories from early operational data and outperforms baselines on four domains.