Assessment of different kinetic models for the production of fructo-oligosaccharides through enzymatic synthesis

IF 2.7 3区 农林科学 Q3 ENGINEERING, CHEMICAL
Maria Micaela Ureta, Viviana O. Salvadori, Andrea Gómez-Zavaglia, Sandro Goñi
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引用次数: 0

Abstract

Mathematical modeling is a great tool to understand the mechanism of fructo-oligosaccharides (FOS) synthesis. The objective in this work is to adapt different models designed for FOS synthesis. Two approaches for the reaction mechanism, chain reaction and ping-pong, were included in the analysis and genetic algorithm was implemented to find the best fit. Both approaches offered good results, chain reaction approach showed lower overall relative errors (below 8.5%) while ping-pong mechanism best fit presented an overall error of 10.5%. No matter the approach used, the models with best fit involved the concept of glucose inhibition for the transfructosylation reaction. Different objective functions can be tested to reduce the relative errors when the model struggled to describe the behavior of one component. The sensitive analysis helps to evaluate all the variables such as reaction rate, time, productivity, and FOS yield, to find an optimal reaction condition.

Practical applications

This research aims to describe and help understand the reaction mechanism involved in the enzymatic synthesis of fructo-oligosaccharides, through the study of the kinetics using different mathematical models found in the consulted bibliography. This way, the operational conditions (substrate type and concentration, enzyme source [bacteria or fungi], enzyme configuration [purified or whole cells, free or immobilized], enzyme/substrate ratio, reaction time, temperature, and pH, batch or continuous mode) can be adapted, ensuring the attainment of the desired final product.

评估通过酶法合成生产果寡糖的不同动力学模型
数学模型是了解果寡糖(FOS)合成机理的重要工具。这项工作的目的是调整为 FOS 合成设计的不同模型。分析中包括了两种反应机理方法,即链式反应和乒乓反应,并采用遗传算法找到最佳拟合方法。 两种方法都取得了良好的结果,链式反应方法的总体相对误差较小(低于 8.5%),而乒乓机制的最佳拟合总体误差为 10.5%。无论采用哪种方法,拟合效果最好的模型都涉及葡萄糖抑制转糖基化反应的概念。当模型难以描述某一组分的行为时,可以测试不同的目标函数来减少相对误差。敏感性分析有助于评估反应速率、时间、生产率和 FOS 产量等所有变量,从而找到最佳反应条件。 实际应用 本研究旨在通过使用参考书目中的不同数学模型进行动力学研究,描述并帮助理解酶法合成果寡糖的反应机理。这样,操作条件(底物类型和浓度、酶源[细菌或真菌]、酶配置[纯化或全细胞、游离或固定]、酶/底物比例、反应时间、温度和 pH 值、间歇或连续模式)就可以进行调整,从而确保获得所需的最终产品。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of Food Process Engineering
Journal of Food Process Engineering 工程技术-工程:化工
CiteScore
5.70
自引率
10.00%
发文量
259
审稿时长
2 months
期刊介绍: This international research journal focuses on the engineering aspects of post-production handling, storage, processing, packaging, and distribution of food. Read by researchers, food and chemical engineers, and industry experts, this is the only international journal specifically devoted to the engineering aspects of food processing. Co-Editors M. Elena Castell-Perez and Rosana Moreira, both of Texas A&M University, welcome papers covering the best original research on applications of engineering principles and concepts to food and food processes.
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