Title :
Research on group methods of second-use Li-ion batteries based on k-means clustering model
Author :
Yan Jiang ; Yukun Wang ; Caiping Zhang ; Guangning Su ; Jun Liu
Author_Institution :
Nat. Active Distrib. Network Technol. Res. Center (NANTEC), Beijing Jiaotong Univ., Beijing, China
fDate :
Aug. 31 2014-Sept. 3 2014
Abstract :
Aiming at the fact that the weeded out car batteries are with bad consistency of capacity and internal resistance, screening and grouping must be adopted to second-use them. This paper determines the characteristic indexes for screening and grouping by analyzing the inconsistency of the second-use batteries and figures out the weighted value of each characteristic index. By grouping the second-use batteries based on the k-means clustering model, batteries are with preferable consistency and also, they have high capacity utilization ratio.
Keywords :
secondary cells; capacity utilization ratio; car batteries; group methods; internal resistance; k-means clustering model; second-use Li-ion batteries; Batteries; Clustering algorithms; Equations; Indexes; Resistance; Vehicles; Li-ion batteries; clustering; clustering and grouping; inconsistency;
Conference_Titel :
Transportation Electrification Asia-Pacific (ITEC Asia-Pacific), 2014 IEEE Conference and Expo
Conference_Location :
Beijing
Print_ISBN :
978-1-4799-4240-4
DOI :
10.1109/ITEC-AP.2014.6941098