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Response Surface Methodology
By: Keismar Páez
C.I. 25.091.917
Curse: Electric Engineering
Section: 3C
Porlamar, July 2016
REPÚBLICA BOLIVARIANA DE VENEZUELA
INSTITUTO UNIVERSITARIO POLITÉCNICO
“Santiago Mariño”
EXTENSIÓN PORLAMAR
It involves evaluating through
response surface method of effect of
temperature, catalyst concentration ,the molar
ratio of methanol to oil and
transesterification time performance and
calorific powerof biodiesel obtained from
sunflower oil. Determining thebest
conditions of temperature and time , which
could achieve the higher performance and
higher caloric power of biodiesel.
Abstract Biodiesel produced by transesterification of triglycerides with
alcohol, is the newest form of energy that has attracted the attention of
many researchers due to various advantages associated with its usages.
Response surface methodology, based on a five level, three variables
central composite design is used to analyze the interaction effect of the
transesterification reaction variables such as temperature, catalyst
concentration and molar ratio of methanol to oil on biodiesel yield.
The linear terms of temperature and catalyst concentration followed by
the linear term of oil to methanol ratio, the quadratic terms of catalyst
concentration and oil to methanol ratio and the interaction between
temperature and catalyst concentration and also the interaction between
temperature and molar ratio of methanol to oil had significant effects on
the biodiesel production
In this study, the central composite design was used to optimize operating
variables (temperature, catalyst concentration and oil to methanol ratio).
The coded values of the variables were determined by the following
equation. Where xi is the coded value of the ith variable, Xi is the encoded
value of the ith test variable and X0 is the encoded value of the ith test
variable at center point. The range and levels of individual variables were
given in Table 2.
The regression analysis was performed to estimate the response function
as a second order polynomial. Where Y is the predicted response, βi and
βij are coefficients estimated from regression, they represent the linear,
quadratic and cubical effect of x1, x2, x3... on response. All results are
expressed as mean ± SD for six mice in each group.
BIODIESEL PRODUCTION
OPTIMIZATION SUNFLOWER OIL
The biodiesel production has a negative quadratic behavior by temperature,
molar ratio of alcohol to oil and concentration of catalyst. It was predicted
that the optimum reaction condition within the experimental range would be
the molar ratio of 6.825:1 and temperature of 48°C and concentration of
KOH equal to 0.679wt%.
At the optimum condition we can reach to yield of 98.181%. The methyl
ester which produced at optimum conditions has acceptable properties and
compared well with petro-diesel.
The ANOVA suggested that the molar ratio of alcohol to oil ; reaction
temperature and catalyst concentration are large significant factor affecting
the performance of biodiesel . Biodiesel production is the temperature ,
molar ratio of alcohol to oil and the catalyst concentration negative quadratic
behavior .
Finally , we can conclude that biodiesel be a suitable alternative for
replacing petro -diesel without any modification to the engine.
Response Surface Optimization Biodiesel Sunflower Oil

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Response Surface Optimization Biodiesel Sunflower Oil

  • 1. Response Surface Methodology By: Keismar Páez C.I. 25.091.917 Curse: Electric Engineering Section: 3C Porlamar, July 2016 REPÚBLICA BOLIVARIANA DE VENEZUELA INSTITUTO UNIVERSITARIO POLITÉCNICO “Santiago Mariño” EXTENSIÓN PORLAMAR
  • 2. It involves evaluating through response surface method of effect of temperature, catalyst concentration ,the molar ratio of methanol to oil and transesterification time performance and calorific powerof biodiesel obtained from sunflower oil. Determining thebest conditions of temperature and time , which could achieve the higher performance and higher caloric power of biodiesel.
  • 3. Abstract Biodiesel produced by transesterification of triglycerides with alcohol, is the newest form of energy that has attracted the attention of many researchers due to various advantages associated with its usages. Response surface methodology, based on a five level, three variables central composite design is used to analyze the interaction effect of the transesterification reaction variables such as temperature, catalyst concentration and molar ratio of methanol to oil on biodiesel yield. The linear terms of temperature and catalyst concentration followed by the linear term of oil to methanol ratio, the quadratic terms of catalyst concentration and oil to methanol ratio and the interaction between temperature and catalyst concentration and also the interaction between temperature and molar ratio of methanol to oil had significant effects on the biodiesel production
  • 4. In this study, the central composite design was used to optimize operating variables (temperature, catalyst concentration and oil to methanol ratio). The coded values of the variables were determined by the following equation. Where xi is the coded value of the ith variable, Xi is the encoded value of the ith test variable and X0 is the encoded value of the ith test variable at center point. The range and levels of individual variables were given in Table 2. The regression analysis was performed to estimate the response function as a second order polynomial. Where Y is the predicted response, βi and βij are coefficients estimated from regression, they represent the linear, quadratic and cubical effect of x1, x2, x3... on response. All results are expressed as mean ± SD for six mice in each group.
  • 5. BIODIESEL PRODUCTION OPTIMIZATION SUNFLOWER OIL The biodiesel production has a negative quadratic behavior by temperature, molar ratio of alcohol to oil and concentration of catalyst. It was predicted that the optimum reaction condition within the experimental range would be the molar ratio of 6.825:1 and temperature of 48°C and concentration of KOH equal to 0.679wt%. At the optimum condition we can reach to yield of 98.181%. The methyl ester which produced at optimum conditions has acceptable properties and compared well with petro-diesel. The ANOVA suggested that the molar ratio of alcohol to oil ; reaction temperature and catalyst concentration are large significant factor affecting the performance of biodiesel . Biodiesel production is the temperature , molar ratio of alcohol to oil and the catalyst concentration negative quadratic behavior . Finally , we can conclude that biodiesel be a suitable alternative for replacing petro -diesel without any modification to the engine.