Deep learning networks for capacity estimation for monitoring SOH of Li‐ion batteries for electric vehicles

Author(s):  
Kirandeep Kaur ◽  
Akhil Garg ◽  
Xujian Cui ◽  
Surinder Singh ◽  
Bijaya Ketan Panigrahi
2014 ◽  
Vol 535 ◽  
pp. 167-171 ◽  
Author(s):  
Xing Tao Liu ◽  
Ji Wu ◽  
Chen Bin Zhang ◽  
Zong Hai Chen

Electric vehicles (EVs) are becoming widely used for its low energy consumption and low pollution. An accurate estimation of available capacity for Li-ion batteries has an important utility significance to optimize its performance in the applications of EVs. The Peukert equation is applied to estimate the available capacity of batteries. However, the fact that the available capacity of Li-ion batteries is dependent on battery temperatures can result in errors while using the Peukert equation. To address this problem, this paper proposes an extended Peukert equation to include temperature effect. This method considers battery temperature as an input variable into the Peukert equation. Experiments based on Li-ion batteries are carried out under various current and temperatures. The comparison of the estimated and the actual available capacity indicates that the proposed algorithm can provide a reliable and accurate estimation of the available capacity for Li-ion batteries.


Energy ◽  
2015 ◽  
Vol 86 ◽  
pp. 638-648 ◽  
Author(s):  
Junfu Li ◽  
Lixin Wang ◽  
Chao Lyu ◽  
Liqiang Zhang ◽  
Han Wang

Author(s):  
Gearoid A Collins ◽  
Hugh Geaney ◽  
Kevin Michael Ryan

Li-ion batteries (LIBs) have become critical components in the manufacture of electric vehicles (EV) as they offer the best all-round performance compared to competing battery chemistries. However, LIB performance at...


2016 ◽  
Author(s):  
Apurba Sakti ◽  
Erica R.H. Fuchs ◽  
Jeremy J. Michalek ◽  
Kevin G Gallagher ◽  
Jay F Whitacre

Author(s):  
Jing Wang ◽  
Xingkang Huang ◽  
Junhong Chen

Solid-state lithium batteries (SSLBs) are promising candidates for replacing traditional liquid-based Li-ion batteries and revolutionizing battery systems for electric vehicles and portable devices. However, longstanding issues such as form factors,...


2019 ◽  
Vol 7 (42) ◽  
pp. 24251-24261 ◽  
Author(s):  
Yunyun Zhong ◽  
Lei Zhong ◽  
Shuanjin Wang ◽  
Jiaxiang Qin ◽  
Dongmei Han ◽  
...  

With the rapid development of electronic devices and electric vehicles, the requirements for their safety issues and service stabilities have become more and more strict.


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