基于CEEMDAN-变压器-DNN混合模型的离子电池剩余使用寿命的早期预测
Yuxiang Cai1,2, Weimin Li2, Taimoor Zahid3
1Department of Materials Science and Engineering, Southern University of Science and Technology, 518055, Shenzhen, China.
Heliyon
|July 17, 2023
概括
精确的离子电池剩余使用寿命 (RUL) 预测现在可以用更少的数据. 一种新的模型结合了数据分解,变压器和深度神经网络,用于早期RUL预测,提高了储能安全性.
科学领域:
- 电池技术是电池的技术.
- 储能系统 储能系统 储能系统
- 机器学习用于预测.
背景情况:
- 可靠的离子电池运行取决于准确的剩余使用寿命 (RUL) 预测.
- 在RUL预测中的挑战包括容量再生和多时间尺度退化,特别是有限的历史数据.
研究的目的:
- 开发一个准确且数据效率高的模型,用于早期预测离子电池中的RUL.
- 解决容量再生和复杂的退化模式,以改善预后.
主要方法:
- 使用完整的集体实证模式分解与适应噪声 (CEEMDAN) 来分解容量数据并考虑再生.
- 采用变压器网络来预测分解的容量组件,改善长序处理和数据减少.
- 应用深度神经网络 (DNN) 来预测全球退化趋势.
主要成果:
- 拟议的模型仅使用25%-30%的可用容量数据实现了高精度.
- 在两个公共电池数据集上证明了0.0208和0.0337的低RMSE误差.
- 对离子电池的有效早期预测性能进行了验证.
结论:
- 结合CEEMDAN,变压器和DNN方法,可以在显著降低数据要求的情况下准确预测RUL.
- 这种方法为离子电池的早期预后提供了强大的解决方案,提高了安全性和可靠性.
- 该模型在数据使用中的效率使其对现实世界的电池管理系统具有价值.
更多相关视频
10:36Author Spotlight: Optimization of Airflow Velocities in Battery Cooling Systems for Enhanced Thermal Performance and Reduced Energy Consumption
Published on: November 3, 2023
1.6K
11:25Identification and Quantification of Decomposition Mechanisms in Lithium-Ion Batteries; Input to Heat Flow Simulation for Modeling Thermal Runaway
Published on: March 7, 2022
4.6K
相关概念视频
Transformers with Off-Nominal Turns Ratios
181
In scenarios involving parallel transformers with disparate ratings, developing per-unit models requires accommodating off-nominal turns ratios. This situation arises when the selected base voltages are not proportional to the transformer’s voltage ratings. Consider a transformer where the rated voltages are related by the term a. If the chosen voltage bases satisfy a relationship involving term b, term c is defined as the ratio of these bases. This ratio is then substituted into the...
181
Energy Losses in Transformers
904
In an ideal transformer, it is assumed that there are no energy losses, and, hence, all the power at the primary winding is transferred to the secondary winding. However, in reality, the transformers always have some energy losses, and, hence, the output power obtained at the secondary winding is less than the input power at the primary winding due to energy losses.
There are four main reasons for energy losses in transformers.
The first cause can be the high resistance of the...
There are four main reasons for energy losses in transformers.
The first cause can be the high resistance of the...
904
Batteries and Fuel Cells
27.7K
A battery is a galvanic cell that is used as a source of electrical power for specific applications. Modern batteries exist in a multitude of forms to accommodate various applications, from tiny button batteries such as those that power wristwatches to the very large batteries used to supply backup energy to municipal power grids. Some batteries are designed for single-use applications and cannot be recharged (primary cells), while others are based on conveniently reversible cell reactions that...
27.7K
