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A Data-Driven Fleet Service: State of Health Forecasting of Lithium-Ion Batteries, Paperback / softback Book

A Data-Driven Fleet Service: State of Health Forecasting of Lithium-Ion Batteries Paperback / softback

Part of the AutoUni – Schriftenreihe series

Paperback / softback

Description

Given the limitations of state-of-the-art methods, this book presents a state of health (SOH) forecasting method that is suitable for lithium-ion battery (LIB) systems in real-world battery electric vehicle operation.

Its histogram-based features can capture the higher operational variability compared to constant and controlled laboratory operation.

Also, the transferability of a trained machine learning model to new LIB cell types and new operational domains is investigated.

The presented SOH forecasting method can be provided as a cloud service via a web or smartphone app to fleet managers.

Forecasting the SOH enables fleet managers of battery electric vehicle fleets to forecast and plan vehicle replacements.

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