摘要
Accurate state estimation of lithium-ion batteries is crucial for aviation safety, yet remains challenging due to temperature-dependent parameter drift and complex electro-thermal coupling effects. This paper proposes an Extended Kalman Filter (EKF) framework integrated with electro-thermal coupled modeling for State of Charge (SOC) and State of Health (SOH) estimation in more electric aircraft battery. By establishing a second-order RC electrical model combined with a lumped-parameter thermal model with online parameter identification, we construct hierarchical state-space equations to address multi-time-scale polarization dynamics. Adaptive noise covariance adjustment enhances robustness under dynamic operating conditions. Finally, experimental verification is conducted under the conditions of HPPC, DST, FUDS and CC-CV. The electro-thermal co-simulation framework significantly reduces temperature-induced estimation errors through real-time parameter updates. This study provides a high-precision state awareness solution for more electric aircraft battery management systems under stringent operational constraints.
| 源语言 | 英语 |
|---|---|
| 主期刊名 | IECON 2025 - 51st Annual Conference of the IEEE Industrial Electronics Society |
| 出版商 | IEEE Computer Society |
| ISBN(电子版) | 9798331596811 |
| DOI | |
| 出版状态 | 已出版 - 2025 |
| 活动 | 51st Annual Conference of the IEEE Industrial Electronics Society, IECON 2025 - Madrid, 西班牙 期限: 14 10月 2025 → 17 10月 2025 |
出版系列
| 姓名 | IECON Proceedings (Industrial Electronics Conference) |
|---|---|
| ISSN(印刷版) | 2162-4704 |
| ISSN(电子版) | 2577-1647 |
会议
| 会议 | 51st Annual Conference of the IEEE Industrial Electronics Society, IECON 2025 |
|---|---|
| 国家/地区 | 西班牙 |
| 市 | Madrid |
| 时期 | 14/10/25 → 17/10/25 |
联合国可持续发展目标
此成果有助于实现下列可持续发展目标:
-
可持续发展目标 7 经济适用的清洁能源
指纹
探究 'Charge and Health State Estimation of Lithium-Ion Battery in More Electric Aircraft Considering Electro-Thermal-Coupled Factors' 的科研主题。它们共同构成独一无二的指纹。引用此
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