Publikationer pr. år
Publikationer pr. år
Daniel Ioan Stroe, Jun Qi, Lei Chen, Shunli Wang, Yangtao Wang, Yongcun Fan, Yuyang Liu
Publikation: Bidrag til bog/antologi/rapport/konference proceeding › Bidrag til bog/antologi › Forskning › peer review
This chapter designs an adaptive fractional-order extended Kalman filtering algorithm. The combination of this equivalent circuit model and the estimation algorithm achieves accurate prediction of SOC (state of charge) in real time. This chapter first introduces the baseline Kalman filter algorithm and then applies it to the state estimation of lithium-ion batteries; a fractional-order model with a fractional-order algorithm is then designed based on the extended Kalman filtering to achieve the estimation of the battery SOC. A fixed-length memory factor is used in the fractional-order algorithm to reduce the disadvantages of high computational complexity in the fractional-order process to improve the effective use of historical data in the calculation of fractional-order derivatives. Finally, the validation analysis of the model is completed.
Originalsprog | Engelsk |
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Titel | State Estimation Strategies in Lithium-ion Battery Management Systems |
Redaktører | Shunli Wang, Kailong Liu, Yujie Wang, Daniel-Ioan Stroe, Carlos Fernandez, Josep M. Guerrero |
Antal sider | 16 |
Forlag | Elsevier |
Publikationsdato | 2023 |
Sider | 191-206 |
Kapitel | 10 |
ISBN (Trykt) | 9780443161612 |
ISBN (Elektronisk) | 9780443161605 |
DOI | |
Status | Udgivet - 2023 |
Publikation: Bog/antologi/afhandling/rapport › Bog › Forskning › peer review