等效循环电池组剩余使用寿命预测

Investigation of RUL prediction of lithium-ion battery equivalent cycle battery pack

  • 摘要: 电动汽车以零污染、零排放等优点成为新能源汽车中最具有发展潜力的对象,锂离子电池作为其动力来源,科学准确地预测其剩余使用寿命是决定电动汽车性能的重要因素。本文研究等效循环电池组在等效循环工况、不同循环次数时,锂离子电池电压随着放电时间的变化曲线。通过分析不同循环次数下导函数在等效特征点处的斜率变化规律,建立锂离子电池等效循环工况下的寿命退化曲线。选取NASA等效循环电池组和自测JZ等效循环电池组,将放电初期和放电后期曲线与特定斜率直线交点作为等效循环寿命预测的等效特征点,根据这两组特征点分别建立退化模型Mini和Mlat。最后选取等效循环电池组内的其他电池进行锂离子电池等效循环寿命预测的验证。通过锂离子电池测试数据集验证其预测精度较高,稳定性较好,具有较强的应用价值。

     

    Abstract: The depletion and environmental pollution associated with traditional fossil energy sources has generated great interest in the development of new energy. Among the kinds of new-energy batteries, lithium-ion batteries have the advantages of small size, high energy density, a long life cycle, zero emissions, and no pollution. These batteries are widely used in many industries and fields, including vehicles. Currently, assessments of the health status of lithium-ion batteries have become a hot research topic. The lithium-ion battery has complex electrochemical characteristics and its capacity tends to degrade with cyclic charges and discharges. When its capacity degrades to the failure threshold (usually 70%–80% of rated capacity), the life of lithium ion battery is considered to have reached an end. Therefore, investigations to better predict the remaining useful life of a lithium-ion battery can help to improve system reliability and prevent accidents. Battery-system health evaluations have important research and application value. In this study, the voltage change curves of the lithium-ion battery were investigated with discharge time under equivalent cycle conditions and different cycle times. By analyzing the slope change rule of the derivative function at an equivalent characteristic point for different cycle times, the life degradation curves of the lithium-ion battery under equivalent cycle conditions were established. Using the NASA and self-test JZ equivalent cycle batteries, the intersection point of the specific-slope straight line and curve at early and late stages of discharge was taken as the equivalent feature points for predicting the equivalent cycle life. Based on these two groups of feature points, Mini and Mlat degradation models were established, respectively. To verify this method, other batteries in the equivalent-cycle battery pack were tested. The results of the test data set validate the prediction accuracy and stability, which has strong application value.

     

/

返回文章
返回