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| Content Provider | IET Digital Library |
|---|---|
| Author | Aung, Htet Low, Kay Soon |
| Abstract | Accurate and reliable state-of-charge (SOC) estimation is an important task for battery management system in a satellite. Ambient temperature is one of the significant factors that affect SOC estimation. Since satellite operates at different temperatures throughout the orbit, it must be taken care of accordingly to safeguard the battery performance and reliability. Moreover, SOC estimation depends on battery model accuracy as well. The battery parameters are affected by temperature, SOC, charging and discharging rates. Hence, the parameters need to be updated accordingly to improve the battery model and the SOC estimation accuracy. In this study, a SOC estimation method and online parameter updating using a dual square root unscented Kalman filter based on unit spherical unscented transform is proposed. The proposed method has been validated experimentally and the results are compared with extended Kalman filter and unscented Kalman filter based on unit spherical unscented transform. Experimental results have shown that the proposed method has better performance in terms of lower root mean square error and absolute maximum error. |
| Starting Page | 2026 |
| Ending Page | 2033 |
| Page Count | 8 |
| ISSN | 17554535 |
| Volume Number | 8 |
| e-ISSN | 17554543 |
| Issue Number | Issue 10, Oct (2015) |
| Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/iet-pel/8/10 |
| Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/10.1049/iet-pel.2014.0863 |
| Journal | IET Power Electronics |
| Publisher Date | 2015-06-19 |
| Access Restriction | Open |
| Rights Holder | © The Institution of Engineering and Technology |
| Subject Keyword | Absolute Maximum Error Battery Management System Dual Spherical Unscented Kalman Filter Filtering Method in Signal Processing Interpolation And Function Approximation Kalman Filter Lithium Ion Battery Mean Square Error Method Nonlinear Filter Numerical Analysis Numerical Approximation And Analysis Root Mean Square Error Secondary Cell SOC Estimation Method State-of-charge Estimation Temperature Dependent State-of-charge Estimation |
| Content Type | Text |
| Resource Type | Article |
| Subject | Electrical and Electronic Engineering |
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