| Title |
A Comparative Analysis of Online Update Techniques for Battery Model Parameters Considering Complexity and Estimation Accuracy |
| Authors |
Hae-Chan Han ; Tae-Won Noh ; Byoung-Kuk Lee |
| DOI |
10.6113/TKPE/2019.24.4.286 |
| Keywords |
BMS(Battery Management System); Online update; Extended kalman filter; Recursive least square; Battery equivalent circuit model parameter |
| Abstract |
This study compares and analyzes online update techniques, which estimate the parameters of battery equivalent circuit models in real time. Online update techniques, which are based on extended Kalman filter and recursive least square methods, are constructed by considering the dynamic characteristics of batteries. The performance of the online update techniques is verified by simulation and experiments. Each online update technique is compared and analyzed in terms of complexity and accuracy to propose a suitable guide for selecting algorithms on various types of battery applications. |