Journal of the Taiwan Institute of Chemical Engineers, Journal Year: 2024, Volume and Issue: 168, P. 105927 - 105927
Published: Dec. 30, 2024
Language: Английский
Journal of the Taiwan Institute of Chemical Engineers, Journal Year: 2024, Volume and Issue: 168, P. 105927 - 105927
Published: Dec. 30, 2024
Language: Английский
Scientific Reports, Journal Year: 2025, Volume and Issue: 15(1)
Published: Jan. 15, 2025
The performance of nanofluids is largely determined by their thermophysical properties. Optimizing these properties can significantly enhance nanofluid performance. This study introduces a hybrid strategy based on computational intelligence to determine the optimal conditions for ternary nanofluids. goal minimize dynamic viscosity and maximize thermal conductivity varying volume fraction, temperature, nanomaterial mixing ratio. proposed integrates machine learning, multi-objective optimization, multi-criteria decision-making. Three learning techniques—GMDH-type neural network, gene expression programming, combinatorial algorithm—are applied model as functions input variables. Then, high-performing models provide foundation optimization using well-established particle swarm algorithm. Finally, decision-making technique TOPSIS employed identify most desirable points from Pareto front, various design scenarios. To validate strategy, composed graphene oxide (GO), iron (Fe₃O₄), titanium dioxide (TiO₂) was case study. results demonstrated that approach excelled in accurately modeling (R = 0.99964–0.99993). process revealed VFs span broad range across all ratios, while temperatures were consistently near maximum value (65 °C). outcomes indicated ratio consistent scenarios, with fraction serving key differentiating factor.
Language: Английский
Citations
4International Journal of Thermal Sciences, Journal Year: 2025, Volume and Issue: 211, P. 109691 - 109691
Published: Jan. 13, 2025
Language: Английский
Citations
1Case Studies in Thermal Engineering, Journal Year: 2025, Volume and Issue: unknown, P. 105851 - 105851
Published: Feb. 1, 2025
Language: Английский
Citations
0Energy Conversion and Management X, Journal Year: 2024, Volume and Issue: unknown, P. 100835 - 100835
Published: Dec. 1, 2024
Language: Английский
Citations
2Journal of the Taiwan Institute of Chemical Engineers, Journal Year: 2024, Volume and Issue: 168, P. 105927 - 105927
Published: Dec. 30, 2024
Language: Английский
Citations
2