| Literature DB >> 31222144 |
Adhimoolam Bakthavachalam Kousaalya1,2, Shiferaw D Beyene1, Beshah Ayalew1, Srikanth Pilla3,4,5,6.
Abstract
Epoxidation of high-linolenic perilla oil was carried out in the presence of solid acidic ion-exchange resin at varying reaction temperatures for 8 h. A pseudo two-phase kinetic model that captures the differences in reactivity of double bonds at various positions in the fatty acid of a triglyceride molecule during both epoxy formation and cleavage was developed. The proposed model is based on the Langmuir-Hinshelwood-Hougen-Watson (L-H-H-W) postulates and considers the adsorption of formic acid on the catalyst as the rate-determining step. To estimate the kinetic rate constants of various reactions, genetic algorithm was used to fit experimentally obtained iodine and epoxy values of epoxidized perilla oil. A re-parametrized form of Arrhenius equation was used in the proposed model to facilitate the precise estimation of parameters with least computational effort. The obtainment of the least error between experimentally determined and theoretically predicted iodine and epoxy values indicates the robustness of the proposed model.Entities:
Year: 2019 PMID: 31222144 PMCID: PMC6586624 DOI: 10.1038/s41598-019-45458-8
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Figure 1(a) Major reactions occurring during the epoxidation of triglyceride: (i) Reaction I: Acid-catalyzed formation of performic acid; (ii) Reaction II: Formation of epoxy groups via reaction between performic acid and double bond; and (iii) Reaction III: Ring-opening reaction due to attack of formic acid on epoxy groups; and (b) Triglyceride molecule that indicates the position of double bonds in different fatty acids.
Figure 2Experimentally obtained and model-predicted (for all four scenarios) during parameter estimation: (a) Iodine values and (b) Epoxy values at reaction temperature of 40 °C; (c) Iodine values and (d) Epoxy values at reaction temperature of 60 °C.
Figure 3Experimentally obtained and model-predicted (for all four scenarios): (a) Iodine values and (b) Epoxy values during model validation at reaction temperature of 50 °C; and (c) Optimized cost function (RMS value) of the developed model for all four scenarios at the three reaction temperatures during parameter estimation and for 50 °C during model validation.
Figure 4(a–f) Variation in the reactivity of the double bond and epoxy groups, based on their position at different reaction temperatures and reaction durations, for scenario S1.
Kinetic rate constants for epoxidation and ring-opening reactions, as determined by fitting experimentally obtained values at 40, 50 and 60 °C to our proposed model for scenario S1.
| Parameter | 40 °C – S1 (Parameter Estimation) | 50 °C – S1 (Model Validation) | 60 °C – S1 (Parameter Estimation) |
|---|---|---|---|
| k2a | 0.0027 ± 0.00173 | 0.0064 | 0.0163 ± 0.0016 |
| k2b | 0.04358 ± 0.06772 | 0.1006 | 0.9040 ± 0.1787 |
| k2c | 0.03095 ± 0.02438 | 0.3822 | 2.0971 ± 0.1598 |
| k3a | 3.9E-05 ± 4E-05 | 6.1E-08 | 5.3E-11 ± 5E-11 |
| k3b | 9E-06 ± 8.5E-06 | 4.8E-11 | 8.3E-12 ± 6.6E-12 |
| k3c | 0.0045 ± 0.002 | 0.0036 | 0.0036 ± 0.0007 |
| Ka | 0.0177 ± 0.0125 | 0.0571 | 0.2268 ± 0.1120 |
| Kf | 375.95 ± 410.621 | 2.849E04 | 195557 ± 291197 |
| Kh | 17.6172 ± 1.2377 | 1.3834 | 0.1835 ± 0.2464 |
| Kp | 9751.88 ± 16834.80 | 130.45 | 5380180 ± 5017733 |
| Kw | 32.2798 ± 23.0878 | 219.56 | 1472.21 ± 482.25 |
Kinetic rate constants for epoxidation and ring-opening reactions, as determined by fitting experimentally obtained values at 40, 50 and 60 °C to our proposed model for scenario S2 and the activation energies of various reactions.
| Parameter | 40 °C – S2 (Parameter Estimation) | 50 °C – S2 (Model Validation) | 60 °C – S2 (Parameter Estimation) | Activation energy (kJ/mol) |
|---|---|---|---|---|
| k2d | 0.0025 ± 0.0002 | 0.0040 | 0.0062 ± 2.5E-5 | 39.35 |
| k2c | 0.0515 ± 0.0075 | 0.0557 | 0.1170 ± 0.0036 | 25.92 |
| k3d | 2.1E-4 ± 2E-5 | 5.26E-08 | 3.1E-11 ± 1.1E-12 | −688.40 |
| k3c | 0.0021 ± 0.0003 | 0.0038 | 0.0047 ± 0.0003 | 44.90 |
| Ka | 0.0393 ± 0.0190 | 0.1559 | 0.3568 ± 0.0189 | |
| Kf | 530.19 ± 986.52 | 113.894 | 11505.70 ± 1495.45 | |
| Kh | 17.173 ± 18.601 | 1.8827 | 0.0534 ± 0.0647 | |
| Kp | 5.0110 ± 4.7342 | 38.648 | 296.547 ± 118.557 | |
| Kw | 6.0272 ± 6.3088 | 60.968 | 380.304 ± 176.274 |
Figure 5(a–d) Variation in the reactivity of the double bond and epoxy groups, based on their position at different reaction temperatures and reaction durations, for scenario S2.