International Journal of Hydrogen Energy, Journal Year: 2024, Volume and Issue: 95, P. 860 - 873
Published: Nov. 21, 2024
Language: Английский
International Journal of Hydrogen Energy, Journal Year: 2024, Volume and Issue: 95, P. 860 - 873
Published: Nov. 21, 2024
Language: Английский
Applied Energy, Journal Year: 2024, Volume and Issue: 372, P. 123790 - 123790
Published: July 2, 2024
Language: Английский
Citations
25Energies, Journal Year: 2025, Volume and Issue: 18(2), P. 228 - 228
Published: Jan. 7, 2025
Hydrogen safety is a critical issue during the construction and development of hydrogen energy industry. refueling stations play pivotal role in chain. In event an accidental leak at station, ability to quickly predict leakage location crucial for taking immediate effective measures prevent disastrous consequences. Therefore, precise efficient technologies locations vital safe stable operation stations. This paper studied localization technology high-risk fuel cell system skid-mounted station. The diffusion processes were predicted using CFD simulations, concentration data various monitoring points obtained. Then, multilayer feedforward neural network was developed simulated as training samples. After multiple adjustments structure hyperparameters, final model with two hidden layers selected. Each layer consisted 10 neurons. hyperparameters included learning rate 0.0001, batch size 32, 10-fold cross-validation. Softmax classifier Adam optimizer used, set 1500 epochs. results show that algorithm can not set. accuracy achieved by 95%. approach addresses limitations sensor detection accurately locating leaks mitigates risks associated manual inspections. provides feasible method application scenarios.
Language: Английский
Citations
1International Journal of Hydrogen Energy, Journal Year: 2025, Volume and Issue: 115, P. 310 - 325
Published: March 11, 2025
Language: Английский
Citations
1International Journal of Hydrogen Energy, Journal Year: 2024, Volume and Issue: 86, P. 875 - 889
Published: Sept. 3, 2024
Language: Английский
Citations
4International Journal of Hydrogen Energy, Journal Year: 2025, Volume and Issue: 112, P. 333 - 346
Published: March 1, 2025
Language: Английский
Citations
0Fuel, Journal Year: 2025, Volume and Issue: 394, P. 135056 - 135056
Published: March 21, 2025
Language: Английский
Citations
0International Journal of Hydrogen Energy, Journal Year: 2024, Volume and Issue: 88, P. 986 - 1002
Published: Sept. 24, 2024
Language: Английский
Citations
3Nuclear Engineering and Design, Journal Year: 2025, Volume and Issue: 433, P. 113853 - 113853
Published: Jan. 17, 2025
Language: Английский
Citations
0Fuel, Journal Year: 2025, Volume and Issue: 392, P. 134912 - 134912
Published: March 4, 2025
Language: Английский
Citations
0Alexandria Engineering Journal, Journal Year: 2024, Volume and Issue: 110, P. 438 - 450
Published: Oct. 14, 2024
Language: Английский
Citations
2