The fitted regression model in terms of coded factors, excluding insignificant terms:
Free fatty acid = + 0.077–0.011X3 (10)
Effect of Interesterification Temperature (X 1 ), Time (X 2 ) and Catalyst Concentration (X 3 ) on the Solid Fat Content of Allanblackia, African Walnut and Fluted Pumpkin Seed Oils Based on Response Surface Methodology.
The interaction effect of time and catalyst concentration on the solid fat content of Allanblackia, African walnut and fluted pumpkin seed oils, during interesterification by Response Surface Methodology, is presented in the 3D surface plot of Fig. 1. Increase in the interaction effect of interesterification time and catalyst concentration, is shown to reduce the solid fat content of the oil blend. Solid fat content (SFC) was reported to be a function of linear, interactions and quadratic effects of the independent variables (Eq. 4). Result showed that X1, X2, X3, X2X3, X12, X22, X32 had significant (p < 0.05) effects on the Solid fat content of the interesterified fats. A negative coefficient of the independent variables in the model represents antagonistic effects. The mean effect of temperature indicated that decrease in temperature results in increased SFC, as observed also by earlier researchers (Nazaruddin 2013). This is probably because increase in temperature increases the melting and diffusion of solid fats while decreasing the viscosity (Meziane 2013). Decrease in interesterification time and catalyst concentration also increases Solid fat content. Increase in interaction effect of interesterification time and catalyst concentration (X2X3) as shown in Fig. 1, decreased the solid fat content of the fats.
Effect of Interesterification Temperature (X 1 ), Time (X 2 ) and Catalyst Concentration (X 3 ) on the Smoke Point of Interesterified Allanblackia, African Walnut and Fluted Pumpkin Seed Oils. Based on Response Surface Methodology.
The interaction effect of temperature and time (X1X2), temperature and catalyst concentration (X1X3) and time and catalyst concentration (X2X3) on the smoke point of Allanblackia, African walnut and fluted pumpkin seed oil blends, based on Response Surface Methodology are presented in the 3D surface of plots of Figs. 2, 3 and 4, respectively. Increase in interaction effect of temperature and time (X1X2), time and catalyst concentration (X2X3) are shown to be antagonistic to the smoke point, while increase in interaction effect of temperature and catalyst concentration (X1X3) showed synergistic effect on smoke point of the interesterified Allanblackia, African walnut and fluted pumpkin seed oil blend.
Smoke point was a function of linear, interactions and quadratic effects of the independent variables (Eq. 5). Results showed that X1, X2, X1X2, X1X3, X2X3, X12, X22 and X32 had significant (p < 0.05) effects on the smoke point of the interesterified fats. A positive and negative coefficient of the independent variables in the model represents synergistic and antagonistic effects. The linear effect of temperature and time indicated that increase in temperature and time result in increased smoke point. This is probably because increase in temperature dried the oils further and reduced moisture impurities and volatile matters, which could have affected smoke point negatively if present. Increase in smoke point of vegetable oil heated initially to 1800C for 50 min had earlier been reported (Idum-Acquah et al. 2016). The interaction effect of temperature and time (X1X2), was however shown to reduce the smoke point (Fig. 2). Interaction effect of temperature and catalyst concentration (X1X3) increased the smoke point of interesterified fats, as shown in Fig. 3. Interaction effects of interesterification time and catalyst concentration (X2X3) reduced the smoke point as seen in Fig. 4, this was probably due to break down of triglycerides to free fatty acids, which affects smoke point of fats negatively. Dijkstra (2015) also reported reduction in smoke of interesterified fat due to increase in Sodium Methoxide catalyst concentration and interesterification time, resulting in increased formation of fatty acid methyl esters (FAME) and yield lost. Quadratic effects of temperature, time and catalyst concentration were also seen to be antagonistic on smoke point.
Effect of Interesterification Temperature (X 1 ), Time (X 2 ) and Catalyst Concentration (X 3 ) on The Melting Point of Interesterified Allanblackia, African Walnut and Fluted Pumpkin Seed Oils. Based on Response Surface Methodology.
The interaction effect of temperature and time (X1X2) on the melting point of Allanblackia, African walnut and fluted pumpkin seed oil blend during interesterification, evaluated through Response Surface Methodology is presented in the 3D surface plot of Fig. 5. Increased interaction effect of temperature and time increased the melting point of the interesterified seed oils. Melting point was reported to be a function of linear, interactions and quadratic effects of the independent variables (Eq. 6). Results showed that X1, X2, X1X2, X12, and X22 had significant (p < 0.05) effects on the melting point of the interesterified fats. A positive and negative coefficient of the independent variables in the model represents synergistic and antagonistic effects. The linear effect of temperature and time indicated that increase in temperature and time had a negative effect on melting point of fats, as corroborated by the reports of Klinkesorn et al. (2004), Rodriguez et al. (2001) and Norizzah et al. (2004). The interaction effect of interesterification temperature and time (X1X2) was however shown to increase the melting point of the fat samples (Fig. 5). Quadratic effects of temperature and time affects the melting point negatively.
Effect of Interesterification Temperature (X 1 ), Time (X 2 ) and Catalyst Concentration (X 3 ) on the Density of Interesterified Allanblackia, African Walnut and Fluted Pumpkin Seed Oils. Based on Response Surface Methodology.
The interaction effect of time and catalyst concentration (X2X3) on the density of interesterified Allanblackia, African walnut and fluted pumpkin seed oils is presented in the 3D surface plot of Fig. 6. The interaction effect of the time and catalyst concentration is shown to be antagonistic to the density of the oil blends during interesterification. Density was reported to be a function of linear, interactions and quadratic effects of the independent variables (Eq. 7). A negative coefficient of the independent variables in the model represents antagonistic effects. The linear effect of temperature and catalyst concentration indicated that increase in temperature and catalyst concentration had a negative effect on density of fats. The interaction effect of interesterification time and catalyst concentration (X2X3) was also shown to decrease the density of the fat samples (Fig. 6). Quadratic effects of temperature and time affect the density negatively.
Effect of Interesterification Temperature (X 1 ), Time (X 2 ) and Catalyst Concentration (X 3 ) on the Viscosity of Interesterified Allanblackia, African Walnut and Fluted Pumpkin Seed Oils. Based on Response Surface Methodology.
Viscosity was observed to be a function of linear and quadratic effects of the independent variables (Eq. 8). Results showed that linear effect of interesterification temperature and time, quadratic effects of interesterification temperature, time and catalyst concentration had significant (p < 0.05) effects on the viscosity of the interesterified fats. A negative coefficient of the independent variables in the model represents antagonistic effects. The linear effect of temperature and time indicated that increase in temperature and time result in decreased viscosity. This is probably because increase in temperature increases the melting and diffusion of solid fats while decreasing the viscosity (Meziane 2013). The interaction effect of temperature, time and catalyst concentration were not significant (p > 0.05). Quadratic effects of temperature, time and catalyst concentration were also seen to be antagonistic on interesterified fat viscosity.
Effect of Interesterification Temperature (X 1 ), Time (X 2 ) and Catalyst Concentration (X 3 ) on the Iodine Value of Interesterified Allanblackia, African Walnut and Fluted Pumpkin Seed Oils. Based on Response Surface Methodology.
The interaction effect of temperature and time (X1X2) on the iodine value of Allanblackia, African walnut and fluted pumpkin seed oil blends during interesterification using a rotatable Central Composite Design based on Response Surface Methodology is presented in the 3D surface plot of Fig. 7. Increase in the interaction effect of temperature and time is shown to increase the iodine value of the fat blend. The interaction effect of time and catalyst concentration on the iodine value of the oil blend is shown to be synergistic (Fig. 8). Iodine value was found to be a function of interactions and quadratic effects of the independent variables (Eq. 9). A positive and negative coefficient of the independent variables in the model represents synergistic and antagonistic effects. Quadratic effects of interesterification temperature, time and catalyst concentration affect the iodine value negatively.
Free fatty acid was found to be a function of linear effects of the independent variables (Eq. 10). Result showed that linear effect of catalyst concentration (X3) affects the percentage free fatty acid of the interesterified fats negatively. A negative coefficient of the independent variables in the model represents antagonistic effects.
Set Goals, Constraints and Desirability Function for Numerical Optimization of The Interesterification Variables and Responses, Based on Response Surface Methodology.
For the independent variable; temperature was minimized, time and catalyst concentration were set in range. Minimal temperature was desirable for energy economy and to minimize destruction of fat’s compositional properties. Increased temperature had been reported to increase the free fatty acid content of palm kernel oil from 1.49 to 1.81% and reduced Iodine value from 23.52 to 22.52 g/100g as temperature increased from 25 to 100°C (Dawodu et al. 2015). Solid fat content and smoke point were set at maximum to allow for sufficient solid fats in the final product, for dough proving efficiency (dos Santos et al. 2014) and for use of fat products in wider cooking applications. Density was set at maximum to enhance the solid fat content. Density is reported to correlate positively with the solid fat content of vegetable oils (Nazaruddin 2013). Iodine value was set at maximum as maximum polyunsaturated fatty acid (PUFA) is desirable for enhanced nutritional quality of the product (O’Brien 2009). Free fatty acid (FFA) was set at minimum for product storage stability.
The desirability function was generated after limiting the preferred goal of interesterification variables and responses. The desirability function approach is one of the most frequently used multi-response optimization techniques in practice. The desirability lies between 0 and 1 and it represents the closeness of a response to its ideal value (Nwabueze 2010). The more closely the response approaches the ideal intervals or ideal values, the closer the desirability is to 1 (Raissi and Farsani 2009). As shown in Table 4, the selected optimum process condition was; temperature (74.59 0C), time (45.99 min) and catalyst concentration (0.279%), these gave optimum responses of 5.146%, 221.909°C, 32.49°C, 0.911, 25.06 cSt, 76.424 g/100g and 0.08% for Solid fat content, Smoke point, Melting point, Density, Viscosity, Iodine value and Free fatty acid, respectively. With desirability index of 0.907.
Validation of Optimization for The Interesterification of Allanblackia, African Walnut and Fluted Pumpkin Seed Oils Based on Response Surface Methodology.
The predicted and experimental values are presented in Table 4. The result showed that there was no significant difference (p > 0.05) on the corresponding experimental values between the predicted (simulated) and actual properties of interesterified oils. Significant difference (p < 0.05) in response was only noticed in smoke point (SP) 221.91 and 222.00°C for Predicted and Experimental values, respectively. This result attests to the effectiveness of this design for optimum and effective interesterification of Allanblackia, African walnut and fluted pumpkin seed oils. In general, the optimized values of process variables (interesterification temperature of 74.6°C, interesterification time of 46.0 and catalyst concentration of 0.28%) obtained from the predicted optimum condition and desirability index were different from data on CCD report for predicted and actual value Table (Table 4). This is because the optimization has been carried out by software and the variable in range has been selected to obtain the optimum response, as supported by report from earlier researchers (Edem and Elijah 2016).
Table 4
Validation of Optimization for the Interesterification of Allanblackia, African Walnut and Fluted Pumpkin Seed Oils based on Response Surface Methodology
Responses
|
Values
|
|
Predicted
|
Experimental
|
Solid Fat Content (%)
|
5.15
|
5.11 ± 0.035
|
Smoke Point (0C)
|
221.91
|
222.00*±0.058
|
Melting Point (0C)
|
32.49
|
32.42 ± 0.161
|
Density (g/ml)
|
0.911
|
0.911 ± 0.002
|
Viscosity (Cst)
|
25.06
|
24.99 ± 0.125
|
Iodine (g/100g)
|
76.42
|
76.47 ± 0.416
|
Free Fatty Acid (%)
|
0.080
|
0.081 ± 0.012
|
*Significant (p < 0.05): using independent samples T-test |