
Research Square (Research Square), Journal Year: 2024, Volume and Issue: unknown
Published: Feb. 13, 2024
Language: Английский
Research Square (Research Square), Journal Year: 2024, Volume and Issue: unknown
Published: Feb. 13, 2024
Language: Английский
International Journal of Hydrogen Energy, Journal Year: 2024, Volume and Issue: 67, P. 728 - 749
Published: April 24, 2024
Language: Английский
Citations
16International Journal of Electrical Power & Energy Systems, Journal Year: 2025, Volume and Issue: 165, P. 110481 - 110481
Published: Jan. 22, 2025
Language: Английский
Citations
3Applied Energy, Journal Year: 2024, Volume and Issue: 372, P. 123801 - 123801
Published: July 3, 2024
Electricity is fundamental to the development of national economies and societies, reliant on accurate power load forecasting for its stable supply. Ultra-short-term analyzes historical data predict changes within next hour. This crucial achieving efficient dispatching, improving emergency management, ensuring operation system. However, with increasingly widespread application renewable energy, inherent intermittency exacerbates complexity randomness loads, posing a challenge models accurately capture features. In addressing this challenge, study presents novel method feature extraction from time series data, aimed at enhancing accuracy forecasting. By analyzing trend, periodicities, randomness, it simplifies complex into several features, significantly reducing noise-induced errors identification understanding Moreover, applies five prevalent deep learning models. Experimental results show that using reduces mean absolute percentage error by an average 54.6905%, 42.6654%, 51.3868% datasets three different substations in China. These not only affirm method's efficacy but also provide new technical foundations reliable functioning future systems.
Language: Английский
Citations
8Journal of Energy Storage, Journal Year: 2025, Volume and Issue: 114, P. 115825 - 115825
Published: Feb. 15, 2025
Language: Английский
Citations
1Applied Energy, Journal Year: 2024, Volume and Issue: 376, P. 124274 - 124274
Published: Aug. 27, 2024
Language: Английский
Citations
5IEEE Transactions on Sustainable Energy, Journal Year: 2024, Volume and Issue: 15(4), P. 2594 - 2608
Published: July 16, 2024
Language: Английский
Citations
4Energy, Journal Year: 2025, Volume and Issue: 316, P. 134467 - 134467
Published: Jan. 9, 2025
Language: Английский
Citations
0Energy, Journal Year: 2025, Volume and Issue: unknown, P. 134828 - 134828
Published: Feb. 1, 2025
Language: Английский
Citations
0Applied Energy, Journal Year: 2025, Volume and Issue: 386, P. 125535 - 125535
Published: Feb. 26, 2025
Language: Английский
Citations
0Journal of Energy Storage, Journal Year: 2025, Volume and Issue: 118, P. 116226 - 116226
Published: March 17, 2025
Language: Английский
Citations
0