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Transformer Network for Remaining Useful Life Prediction of Lithium-Ion Batteries

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Reference

  • D. Chen, W. Hong, and X. Zhou, "Transformer Network for Remaining Useful Life Prediction of Lithium-Ion Batteries", IEEE Access, 2022.

Packages

  • pytorch 1.8.0

  • pandas 0.24.2

Update

  • 24, 2, 2022,Change some variable names

Dataset CALCE processing reference

https://github.com/konkon3249/BatteryLifePrediction

E-mail

Please feel free to contact me: zhouxiuze@foxmail.com

更多内容

  1. 马里兰大学锂电池数据集 CALCE,基于 Python 的锂电池寿命预测: https://snailwish.com/437/

  2. NASA 锂电池数据集,基于 Python 的锂电池寿命预测: https://snailwish.com/395/

  3. NASA 锂电池数据集,基于 python 的 MLP 锂电池寿命预测: https://snailwish.com/427/

  4. NASA 和 CALCE 锂电池数据集,基于 Pytorch 的 RNN、LSTM、GRU 寿命预测: https://snailwish.com/497/

  5. 基于 Pytorch 的 Transformer 锂电池寿命预测: https://snailwish.com/555/

  6. 锂电池研究之七——基于 Pytorch 的高斯函数拟合时间序列数据: https://snailwish.com/576/

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