scholarly journals Analysis of Three-dimensional Porous Network Structure of Li-ion Battery Electrodes

2015 ◽  
Vol 83 (1) ◽  
pp. 2-6 ◽  
Author(s):  
Hitoshi FUKUMITSU ◽  
Kenji TERADA ◽  
Shogo SUEHIRO ◽  
Katsuhiko TAKI ◽  
Yongsung CHEON
2011 ◽  
Vol 50 (10) ◽  
pp. 100201
Author(s):  
Cheol-Woo Ahn ◽  
Byung-Dong Hahn ◽  
Dong-Soo Park ◽  
Yung-Eun Sung

ACS Nano ◽  
2016 ◽  
Vol 10 (6) ◽  
pp. 5701-5709 ◽  
Author(s):  
Hyuk-Tae Kwon ◽  
Churl Kyoung Lee ◽  
Ki-Joon Jeon ◽  
Cheol-Min Park

Author(s):  
Yanan Wang ◽  
Haoyu Niu ◽  
Tiebiao Zhao ◽  
Xiaozhong Liao ◽  
Lei Dong ◽  
...  

Abstract This paper has proposed a contactless voltage classification method for Lithium-ion batteries (LIBs). With a three-dimensional radio-frequency based sensor called Walabot, voltage data of LIBs can be collected in a contactless way. Then three machine learning algorithm, that is, principal component analysis (PCA), linear discriminant analysis (LDA), and stochastic gradient descent (SGD) classifiers, have been employed for data processing. Experiments and comparison have been conducted to verify the proposed method. The colormaps of results and prediction accuracy show that LDA may be most suitable for LIBs voltage classification.


2010 ◽  
Vol 96 (5) ◽  
pp. 053110 ◽  
Author(s):  
Kibum Kang ◽  
Hyun-Seung Lee ◽  
Dong-Wook Han ◽  
Gil-Sung Kim ◽  
Donghun Lee ◽  
...  

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