Published: April 2, 2024
Language: Английский
Published: April 2, 2024
Language: Английский
Journal of Cleaner Production, Journal Year: 2025, Volume and Issue: unknown, P. 145243 - 145243
Published: March 1, 2025
Language: Английский
Citations
0Transportation Research Part E Logistics and Transportation Review, Journal Year: 2025, Volume and Issue: 197, P. 104078 - 104078
Published: March 18, 2025
Language: Английский
Citations
0Published: Jan. 1, 2024
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Language: Английский
Citations
1Sustainability, Journal Year: 2024, Volume and Issue: 16(13), P. 5321 - 5321
Published: June 22, 2024
Accurate short-term forecasting of power load is essential for the reliable operation comprehensive energy systems ports and effectively reducing consumption. Owing to complexity port systems, traditional methods often struggle capture non-linearity multifactorial interactions within factors creating load. To address these challenges, this study combines variational mode decomposition (VMD), temporal convolutional network (TCN), long memory (LSTM) develop a multi-feature-based VMD-TCN-LSTM model ports. VMD first used decompose series into multiple, relatively stable components mitigate volatility. Furthermore, meteorological features are introduced TCN-LSTM model, which feature extraction capability TCN term-dependent learning LSTM. Comparative analyses with other common models using observed data from coastal in China demonstrate that proposed achieves higher prediction accuracy, an R-squared value 0.94, mean squared error 3.59 MW, absolute percentage 2.36%.
Language: Английский
Citations
1International Journal of Green Energy, Journal Year: 2024, Volume and Issue: unknown, P. 1 - 16
Published: July 21, 2024
Language: Английский
Citations
1Chemical Engineering Journal, Journal Year: 2024, Volume and Issue: unknown, P. 158705 - 158705
Published: Dec. 1, 2024
Language: Английский
Citations
1Journal of Cleaner Production, Journal Year: 2024, Volume and Issue: unknown, P. 143827 - 143827
Published: Sept. 1, 2024
Language: Английский
Citations
0Published: April 2, 2024
Language: Английский
Citations
0