基于注意力机制和多任务LSTM的锂电池容量预测方法
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鲁南, 欧阳权, 黄俍卉, 王志胜
Capacity Prediction of Lithium-ion Batteries Based on Multi-task LSTM with Attention Mechanism
LU Nan, OUYANG Quan, HUANG Lianghui, WANG Zhisheng
表2
RUL预测结果
模型
B0005
B0007
B0018
T
+10
T
+15
T
+10
T
+15
T
+10
T
+15
ER
MT-LSTM
1
-4
1
-4
-3
-7
GRU
-11
-12
-8
-4
-11
-15
LSTM
-13
-19
-8
-8
-11
-18
ANN
-8
-8
3
-2
-9
-14