feat: 添加RUL-Mamba模型及相关组件
新增锂电池剩余使用寿命预测模型RUL-Mamba，包含以下主要组件： 1. 添加Mamba模块作为核心时序建模组件 2. 实现特征注意力网络(FAN)和门控残差网络(GRN) 3. 新增数据预处理和归一化层 4. 添加模型训练和评估脚本 5. 补充README文档说明使用方法 6. 添加可视化辅助工具Helper_Plot.py 7. 实现多种时间序列处理层(Embedding、AutoCorrelation等) 8. 添加配置文件requirements.txt 9. 补充测试数据集TJU battery data
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voltage mean,voltage std,voltage kurtosis,voltage skewness,CC Q,CC charge time,voltage slope,voltage entropy,current mean,current std,current kurtosis,current skewness,CV Q,CV charge time,current slope,current entropy,capacity
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4.098139157943924,0.05774528335227713,-1.2023627114150885,0.044528364026620124,0.36781899678188756,1060.0013899691403,0.00019963773821460851,4.467366305568913,0.21083557300417105,0.10159888308332818,0.1719754320820588,1.0649220840941191,0.2127648445600998,3639.5367728415877,-0.00035798794511794743,6.175398050368029,1.650357500341255
|
||||
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Reference in New Issue
Block a user