Evolutionary Intelligence, Journal Year: 2025, Volume and Issue: 18(3)
Published: May 14, 2025
Language: Английский
Evolutionary Intelligence, Journal Year: 2025, Volume and Issue: 18(3)
Published: May 14, 2025
Language: Английский
Energy, Journal Year: 2025, Volume and Issue: unknown, P. 134578 - 134578
Published: Jan. 1, 2025
Language: Английский
Citations
3Energies, Journal Year: 2025, Volume and Issue: 18(5), P. 1236 - 1236
Published: March 3, 2025
Estimating the state of health lithium-ion batteries in energy storage systems is a key step their subsequent safety monitoring and optimization management. This study proposes method for estimating based on feature reconstruction Transformer-GRU parallel architecture to solve problems noisy data poor applicability single model different types operating conditions batteries. First, incremental capacity curve was constructed charging data, smoothed using Gaussian filtering, diverse features were extracted combination with voltage curve. Then, this used CEEMDAN algorithm reconstruct IC features, which reduces due process collection processing. Lastly, cross-attention mechanism fuse Transformer GRU neural networks, improve its ability mine time-dependent global estimation. conducted experiments three datasets from Oxford, CALCE, NASA. The results show that RMSE estimation by proposed 0.0071, an improvement 61.41% accuracy baseline model.
Language: Английский
Citations
1Energy, Journal Year: 2024, Volume and Issue: unknown, P. 133881 - 133881
Published: Nov. 1, 2024
Language: Английский
Citations
4Synthesis lectures on engineering, science, and technology, Journal Year: 2025, Volume and Issue: unknown, P. 67 - 86
Published: Jan. 1, 2025
Citations
0Energy, Journal Year: 2025, Volume and Issue: unknown, P. 135686 - 135686
Published: March 1, 2025
Language: Английский
Citations
0Information Sciences, Journal Year: 2025, Volume and Issue: unknown, P. 122097 - 122097
Published: March 1, 2025
Language: Английский
Citations
0Journal of Energy Storage, Journal Year: 2025, Volume and Issue: 122, P. 116644 - 116644
Published: April 15, 2025
Language: Английский
Citations
0Journal of Power Sources, Journal Year: 2025, Volume and Issue: 644, P. 237027 - 237027
Published: April 27, 2025
Language: Английский
Citations
0Evolutionary Intelligence, Journal Year: 2025, Volume and Issue: 18(3)
Published: May 14, 2025
Language: Английский
Citations
0