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Document type:
Konferenzbeitrag 
Author(s):
Wassiliadis, Nikolaos; Herrmann, Thomas; Wildfeuer, Leo; Reiter, Christoph; Lienkamp, Markus 
Title:
Comparative Study of State-Of-Charge Estimation with Recurrent Neural Networks 
Abstract:
The key to the safe and reliable operation of an electric vehicle is the precise knowledge of the state-of-charge (SOC)of its energy storage system. Since this state variable is not directly observable, it is derived from other quantities using model-based techniques such as Kalman filtering. More recently, data-based approaches using machine-learning have become feasible, promising the potential of reduced modeling effort and therefore reduced implementation time under similar or even higher ac...    »
 
Keywords:
FTM Komponenten von Elektrofahrzeugen, FTM Elektrische Antriebssysteme 
Book / Congress title:
2019 IEEE Transportation Electrification Conference and Expo (ITEC) 
Publisher:
IEEE 
Date of publication:
01.06.2019 
Year:
2019 
Covered by:
Scopus 
Print-ISBN:
9781538693100 
Language:
en 
TUM Institution:
Lehrstuhl für Fahrzeugtechnik