Optimization of Glycerol Production from Mango Seed Oil Using Response Surface Methodology and Central Composite Design
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Date
2023-09Author
Muriithi, Daniel M
Muriithi, Dennis K.
Ngugi, Fidelis
Osoro, Eric K
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Show full item recordAbstract
The objective of this research was to optimize the glycerol production from mango seed oil using RSM
and CCD. The glycerol was produced through the transesterification process where biodiesel and glycerol
were produced as the products of the reaction. The experimental design for this study was a four factor
five levels CCD. This research used oil from mango seed because it is a non-edible oil and available. The
study established quadratic effects were statistically significant at 5% level of significance. The study
controlled variables were oil: methanol ratio, catalyst concentration, reaction temperature and time and
the response variable was glycerol yield. From the analysis using the second order model, the value of Rsquared was 79.39 % (R- squared = 0.7939) and Adjusted R-squared = 60.16 % (0.6016) and this implied
that 79.39 % of the variation in the response variable could be accounted for by the study variables. The
F statistic value 0.004962, (at 5% level of significance) was statistically significant. So the model was fit
for estimating the response from the experimental data. The findings further showed that to obtain
minimum (Optimal) glycerol yield of 10.6%, 1: 6.95 oil to methanol ratio, 7.7% catalyst concentration,
65.99 OC of reaction temperature and 87.45 minutes of reaction time are required to produce glycerol from
mango seeds oil. The study has established that the mango seed has a substantial amount of oil which can
be extracted and used to make products which are valuable to human These adds value to the mango seeds
which would otherwise would be left to litter hence causing pollution to the environment. This could lead
to reduction in environmental pollution and improvement of livelihoods of mango farmers