范鑫源
博士、讲师、教师
基本信息
| 办公电话： | 电子邮件： xyfan@bjtu.edu.cn |
| 通讯地址：北京市海淀区上园村3号 北京交通大学 | 邮编：100044 |
教育背景
2013-2017年 北京交通大学 电气工程学院 本科
2017-2023年 北京交通大学 电气工程学院 研究生
工作经历
2023-2025年 中车工业研究院 博士后研究方向
招生专业
科研项目
- 重点资助项目: 基于轻量神经网络的锂电池系统 边缘端多状态协同估算研究, 2025-2028
- 自然科学横向项目: 锂离子电池半实物仿真教学平台开发, 2024-2025
教学工作
论文/期刊
[1] X. Fan, H. Qi, W. Zhang, Y. Zhang, Experiment-free physical hybrid neural network approach for battery pack inconsistency estimation, Applied Energy 358 (2024) 122569.
[2] X. Fan, W. Zhang, H. Qi, X. Zhou, Accurate battery temperature prediction using self-training neural networks within embedded system, Energy 313 (2024) 134031.
[3] X. Fan, W. Zhang, Z. Wang, F. An, H. Li, J. Jiang, Simplified Battery Pack Modeling Considering Inconsistency and Evolution of Current Distribution, IEEE Trans. Intell. Transport. Syst. 22 (2021) 630–639.
[4] X. Fan, W. Zhang, B. Sun, J. Zhang, X. He, Battery pack consistency modeling based on generative adversarial networks, Energy 239 (2022) 122419.
[5] X. Fan, W. Zhang, C. Zhang, A. Chen, F. An, SOC estimation of Li-ion battery using convolutional neural network with U-Net architecture, Energy 256 (2022) 124612.
[6] X. He, B. Sun, W. Zhang, X. Fan, X. Su, H. Ruan, Multi-time scale variable-order equivalent circuit model for virtual battery considering initial polarization condition of lithium-ion battery, Energy 244 (2022) 123084.
[7] H. Li, J. Jiang, W. Zhang, L. Zhang, Y. Yang, A. Chen, X. Fan, High-Accuracy Parameters Identification of Non-Linear Electrical Model for High-Energy Lithium-Ion Capacitor, IEEE Trans. Intell. Transport. Syst. 22 (2021) 651–660.
[8] A. Chen, W. Zhang, C. Zhang, Z. Wang, X. Fan, A novel Al–Cu internal short circuit detection method for lithium-ion batteries based on on-board signal processing, Journal of Energy Storage (2022) 9.
[9] F. An, W. Zhang, B. Sun, J. Jiang, X. Fan, A novel battery pack inconsistency model and influence degree analysis of inconsistency on output energy, Energy 271 (2023) 127032.