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von bülow friedrich - 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




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Dettagli

Genere:Libro
Lingua: Inglese
Pubblicazione: 02/2024
Edizione: 1st ed. 2024





Trama

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.





Sommario

Towards State of Health Forecasting of Lithium-Ion Batteries.- Structure Literature Survey of Related Work.- Battery Cell State of Health Forecasting.- Transfer of Battery Cell State of Health Forecasting.- Battery System State of Health Forecasting.- Concept for a Technical Implementation.





Autore

Friedrich von Bülow studied mechanical engineering and automation engineering at RWTH Aachen University. He completed his doctoral thesis at the Institute for Technologies and Management of Digital Transformation (TMDT) at the University of Wuppertal (BUW) while working in the automotive industry as a data scientist with a special interest in the analysis of time series data and applications of machine learning.











Altre Informazioni

ISBN:

9783658431877

Condizione: Nuovo
Collana: AutoUni – Schriftenreihe
Dimensioni: 210 x 148 mm
Formato: Brossura
Illustration Notes:XXXII, 227 p. 59 illus., 26 illus. in color. Textbook for German language market.
Pagine Arabe: 227
Pagine Romane: xxxii


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