Empirical Modelling and Optimization of Ngbo Pillarred Activated Clay Catalysts using Response Surface Methodology

V. N. Nwobasi, P. Igbokwe, A. Okewale
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Abstract

In this work, Box-Behnken”s Response Surface Methodology (RSM) was applied to study the esterification reaction effectiveness of Ngbo pillarred activated clay catalyst. The esterification was monitored based on temperature, time duration, amount of reactant, catalyst weight, and particle size. The Box--Behnken’s Response Surface Methodology indicates that the pillarred clay-catalyzed esterification reactions proceed through dual Acid-complex and Alcohol-complex mechanisms, with the Alcohol mechanism dominating. The esterification efficiencies of acetic acid and ethanol by acid-activated Ngbo clay catalyst optimized using RSM models indicated the estimated esterification percentage of ˃99%. The predicted and experimental values under the same conditions showed less than 5% difference, making the Box-Behnken design approach an efficient, effective, and reliable method for the esterification of acetic acid with ethanol. The produced catalyst was optimized using A-One way ANOVA modelling, which indicated the correlation coefficient of the regression of 0.8674, implying that 86.74% of the total variation in the esterification reaction was attributed to the experimental variables. The result obtained indicated that the process could be applied in the esterification of acetic acid to avoid the drawbacks of corrosion, loss of catalyst and environmental problems.
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基于响应面法的Ngbo柱状活性粘土催化剂的实证建模与优化
本文采用Box-Behnken响应面法(RSM)研究了Ngbo柱状活性粘土催化剂的酯化反应效果。根据温度、时间、反应物的数量、催化剂的重量和颗粒大小来监测酯化过程。Box- Behnken响应面方法表明,柱状黏土催化的酯化反应通过酸-配合物和醇-配合物双重机制进行,醇机制占主导地位。用RSM模型优化了酸活化的Ngbo粘土催化剂对乙酸和乙醇的酯化效率,估计酯化率为99%。在相同条件下,预测值与实验值相差小于5%,说明Box-Behnken设计方法是一种高效、有效、可靠的醋酸与乙醇酯化反应方法。采用A-One - way ANOVA模型对所得催化剂进行优化,结果表明,相关系数为0.8674,表明酯化反应总变化的86.74%归因于实验变量。结果表明,该工艺可用于醋酸酯化反应,避免了酯化反应中存在的腐蚀、催化剂损耗和环境问题。
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