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

von Friedrich von Bülow

227 Seiten, Taschenbuch

Kurzbeschreibung des Verlags

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.

• Reihe: AutoUni – Schriftenreihe
• Themen: Technologie, Ingenieurswissenschaft, Landwirtschaft, Industrieprozesse Verkehrstechnik und Transportwesen Fahrzeugbau
• ISBN: 9783658431877
• Sprache: Englisch
• Erscheinungsdatum: 02.02.2024
• Größe: 21 x 14.8 cm
• Verlag: Springer Fachmedien Wiesbaden GmbH