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

Bog
  • Format
  • Bog, paperback
  • Engelsk

Beskrivelse

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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Detaljer
  • SprogEngelsk
  • Sidetal227
  • Udgivelsesdato02-02-2024
  • ISBN139783658431877
  • Forlag Springer Vieweg
  • FormatPaperback
Størrelse og vægt
coffee cup img
10 cm
book img
14,8 cm
21 cm

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