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Application of Central Composite Design with Design Expert v13 in Process Optimization

تطبيق التصميم المركب المركزي مع خبير التصميم v13 في تحسين العملية
Authors: Chigoziri N. Njoku; Samuel K. Otisi;

Application of Central Composite Design with Design Expert v13 in Process Optimization

Abstract

This chapter is focused on the study application of central composite design, in response surface methodology. We have reviewed this concept and applied it to optimize Biodiesel yield from transesterification of methanol and vegetable oil with a catalyst derived from eggshell using design expert 13. This optimization was carried out with reaction conditions of reaction time, methanol to oil ratio, catalyst loading, and reaction temperature. Data used as an instance was collected and analyzed from the work of Tshizanga et al. and the result obtained for a randomized experiment showed at a 95% confidence level that all the factors affected the product’s output. About 91% yield was obtained and operating parameters were optimized at a temperature of around 61%. Methanol to oil ratio of 22.13, and catalyst loading of around 3.7 wt%. This chapter provided a step-by-step guide on how to carry out this experiment using design expert 13, a reduced Quadratic model with a significant P-value of 0.0325 shows the model is significant, as indicated by an f-value of 3.57. An F-value might be caused by noise only in 3.25% of cases. The run was reduced to 18 compared to the 20 runs originally used by Tshizanga et al.

Keywords

Optimization, Composite material, Engine Performance, Technical Aspects of Biodiesel Production, Biomedical Engineering, Social Sciences, Organic chemistry, Factorial Designs, Experimental Design and Optimization Methods, Yield (engineering), Management Science and Operations Research, Recombinant Protein Production in Mammalian and Insect Cells, FOS: Medical engineering, Multi-response Optimization, Central composite design, Catalysis, Decision Sciences, Engineering, Response surface methodology, Biochemistry, Genetics and Molecular Biology, Molecular Biology, Chromatography, Experimental Design, Methanol, Life Sciences, Composite number, Materials science, Chemistry, Transesterification, Physical Sciences, Process engineering, Biodiesel

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
26
Top 10%
Top 10%
Top 10%
hybrid
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