Petroleum Chemistry, Journal Year: 2024, Volume and Issue: 64(11), P. 1286 - 1299
Published: Dec. 1, 2024
Language: Английский
Petroleum Chemistry, Journal Year: 2024, Volume and Issue: 64(11), P. 1286 - 1299
Published: Dec. 1, 2024
Language: Английский
Journal of Energy Storage, Journal Year: 2024, Volume and Issue: 104, P. 114520 - 114520
Published: Nov. 9, 2024
Language: Английский
Citations
2International Journal of Hydrogen Energy, Journal Year: 2023, Volume and Issue: 53, P. 1387 - 1395
Published: Dec. 9, 2023
Language: Английский
Citations
5International Journal of Hydrogen Energy, Journal Year: 2023, Volume and Issue: 52, P. 1369 - 1380
Published: Oct. 25, 2023
Language: Английский
Citations
3Journal of Physics Conference Series, Journal Year: 2024, Volume and Issue: 2812(1), P. 012024 - 012024
Published: Aug. 1, 2024
Abstract In this paper, a data-driven methane steam reforming simulation is developed and used to predict the post-reaction mixture composition. Until today, remains predominant hydrogen production method, yet modeling its complex reactions significant challenge due intricate interplay of process variables. Here, we show an artificial neural network simulator that can effectively model these reactions, offering precise predictions based on parameters like temperature, inlet gas composition, flow, nickel catalyst mass. Our approach data curation integrates experimental, interpolated, theoretically calculated values refining by assessing relative importance each category. Various structures were tested before ultimately identifying optimal architecture with 5-6-8-6-4 structure. The underwent 6000 epochs training, leading demonstrates excellent agreement experimental observations, as evidenced mean squared error 0.000217 Pearson correlation coefficient 0.965. Moreover, all trajectories predicted are characterized smooth course within physical range values. Therefore, work overcomes common in chemical using networks also sets possible direction for future research field.
Language: Английский
Citations
0Industrial & Engineering Chemistry Research, Journal Year: 2024, Volume and Issue: unknown
Published: Sept. 18, 2024
Language: Английский
Citations
0International Journal of Hydrogen Energy, Journal Year: 2024, Volume and Issue: 91, P. 1232 - 1244
Published: Oct. 21, 2024
Language: Английский
Citations
0Petroleum Chemistry, Journal Year: 2024, Volume and Issue: 64(11), P. 1286 - 1299
Published: Dec. 1, 2024
Language: Английский
Citations
0