scholarly journals State-of-Health Identification of Lithium-Ion Batteries Based on Nonlinear Frequency Response Analysis: First Steps with Machine Learning

2018 ◽  
Vol 8 (5) ◽  
pp. 821 ◽  
Author(s):  
Nina Harting ◽  
René Schenkendorf ◽  
Nicolas Wolff ◽  
Ulrike Krewer
Keyword(s):  
Machine Learning ◽  
Frequency Response ◽  
Lithium Ion Batteries ◽  
Lithium Ion ◽  
Response Analysis ◽  
Nonlinear Frequency ◽  
State Of Health ◽  
Frequency Response Analysis ◽  
Nonlinear Frequency Response

Nonlinear Frequency Response Analysis on Lithium-Ion Batteries: A Model-Based Assessment

2018 ◽  
Vol 260 ◽  
pp. 614-622 ◽  
Author(s):  
Nicolas Wolff ◽  
Nina Harting ◽  
Marco Heinrich ◽  
Fridolin Röder ◽  
Ulrike Krewer
Keyword(s):  
Frequency Response ◽  
Lithium Ion Batteries ◽  
Lithium Ion ◽  
Response Analysis ◽  
Nonlinear Frequency ◽  
Frequency Response Analysis ◽  
Model Based ◽  
Nonlinear Frequency Response
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