| Authors | محمّد کشاورزبهادری,محمد شکوهی,رضا گل حسینی بیدگلی,علی تقی ذوقی |
| Journal | Scientific Reports |
| IF | 4.9 |
| Paper Type | Full Paper |
| Published At | 2026-10-25 |
| Journal Grade | Scientific - research |
| Journal Type | Electronic |
| Journal Country | Iran, Islamic Republic Of |
| Journal Index | JCR ,SCOPUS |
| Keywords | Nanoparticle · CO2 solubility · Si, ZIF, 8 · CO2 capture · Sulfinol, M · Heat of absorption · Energy, efficient regeneration · Genetic programming |
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Abstract
The study investigated the CO2 absorption/desorption characteristics of a nanofluid comprising Sulfinol-M
(base solvent), γ-Al2O3 nanoparticles (0.1 wt. %), super actived carbon (SAC) (0.1 wt. %), and silica-2-methylimidazole
zinc salt (Si-ZIF-8; 0.02 wt. %). Experiments were conducted by a static method at T = 313.15,
323.15, 333.15, and 393.15 K and pressures up to 1.2 MPa. The results show that all three nanofluids increase
absorption capacity; notably, Si‑ZIF‑8 nanoparticles exhibited average enhancement factors of approximately
40% at 323.15 K and 44% at 333.15 K. Desorption studies at 393.15 K showed poor performance for SAC
and γ-Al2O3 nanoparticles, while Si-ZIF-8 nanoparticles successfully reduced CO2 loading by 22%. The ΔHabs
values were determined by the Clausius–Clapeyron equation. Accordingly, the heat of CO2 absorption for Si-
ZIF-8 base nanofluid exhibited 21% reductions at a loading of 1 wt.% compared to the base solvent. Furthermore,
data modeling by genetic programming yeilded an average absolute relative deviation (AARD) of 10.8%,
a root-mean-square error (RMSE) of 0.042, and a coefficient of determination of R2 = 0.979.