离子电池组循环数据集,包括CC-CV充电和WLTP/恒定的放电配置文件
Joaquín de la Vega Hernández1, Juan A Ortega-Redondo1, Jordi-Roger Riba2
1Department of Electronic Engineering, Universitat Politècnica de Catalunya, Campus of Terrassa, 08222, Terrassa, Spain.
Scientific data
|December 10, 2025
概括
这项研究引入了一个新的离子电池数据集,来自动态驾驶模拟. 这些数据支持在现实的条件下开发和验证电池管理系统.
科学领域:
- 电气工程 电气工程
- 材料科学 材料科学 材料科学
- 汽车工程 汽车工程
背景情况:
- 离子电池对于电动汽车至关重要.
- 在动态条件下准确的电池性能数据对于有效的电池管理系统 (BMS) 开发至关重要.
- 现有的数据集可能无法完全捕捉现实世界的驾驶复杂性和车载通信限制.
研究的目的:
- 创建一个全面的离子电池组循环测试数据集.
- 使用全球协调轻型车辆测试程序 (WLTP) 循环模拟现实的动态驾驶条件.
- 为BMS开发和验证提供有价值的数据.
主要方法:
- 开发了一台定制的测试台来模拟动态驾驶条件.
- 目前的配置文件来自使用MATLAB/Simulink和特斯拉Model 3车辆模型的速度时间数据.
- 数据采集包括高达36个电池的电压,电流,表面温度和包电阻,使用控制器区域网络 (CAN) 总线架构和商业BMS单元.
主要成果:
- 详细的离子电池组循环测试数据集被生成.
- 数据集在受控的热条件下捕获时间序列数据.
- 数据反映了通过CAN总线和商业BMS集成的现实车载通信限制.
结论:
- 生成的数据集为研究人员和工程师提供了宝贵的资源.
- 这一数据集增强了电动汽车电池管理系统的开发和验证.
- 包括动态驾驶条件和通信约束增加了数据集的实际适用性.
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