A review on methods for state of health forecasting of lithium-ion batteries applicable in real-world operational conditions

F von Bülow, T Meisen - Journal of Energy Storage, 2023 - Elsevier
The ageing of Lithium-ion batteries can be described as change of state of health (∆ SOH). It
depends on the battery's operation during charging, discharging, and rest phases. Mapping …

Transparent and Interpretable State of Health Forecasting of Lithium‐Ion Batteries with Deep Learning and Saliency Maps

F von Bülow, Y Hahn, R Meyes… - International Journal of …, 2023 - Wiley Online Library
Batteries are the most expensive component of battery electric vehicles (BEVs), but they
degrade over time and battery operation. State of health (SOH) forecasting models learn …

[图书][B] A Data-Driven Fleet Service: State of Health Forecasting of Lithium-Ion Batteries

F von Bülow - 2024 - Springer
This doctoral thesis was written as part of my work as doctoral student during the three-year
doctoral program within Group Innovation at Volkswagen AG in cooperation with the Institute …