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

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

von Friedrich von Bülow
Softcover - 9783658431877
117,69 €
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Beschreibung

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.

Details

Verlag Springer Fachmedien Wiesbaden GmbH
Ersterscheinung 02. Februar 2024
Maße 21 cm x 14.8 cm
Gewicht 341 Gramm
Format Softcover
ISBN-13 9783658431877
Auflage 1st ed. 2024
Seiten 227

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