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利用实验设计优化从卵囊废弃物中提取壳聚糖的工艺

Optimization of Chitosan Extraction Process from Egg Capsules Waste Using Experimental Design.

作者信息

Dinculescu Daniel, Gîjiu Cristiana Luminița, Apetroaei Manuela Rossemary, Isopescu Raluca, Rău Ileana, Schröder Verginica

机构信息

Faculty of Chemical Engineering and Biotechnologies, University POLITEHNICA of Bucharest, 011061 Bucharest, Romania.

Faculty of Navigation and Naval Management, Mircea cel Batran Naval Academy, 900218 Constanta, Romania.

出版信息

Materials (Basel). 2023 Jan 5;16(2):525. doi: 10.3390/ma16020525.

Abstract

New green and sustainable sources were chosen to obtain chitosan, an important material, with many applications in different fields. The present study is focused on egg capsules of waste as raw material for chitosan oligomers. As previous studies revealed that chitosan extraction from this material takes place with a low yield, the present research aimed to optimize this step. A 2 experimental plan, with three replicates in the center, was proposed to investigate the influence of NaOH concentration and temperature on the yield extraction. After a primary analysis of the experimental data, a favorable temperature value was selected (90 °C) at which the total dissolution of the egg capsules was obtained. Then, at this temperature, the experimental plan was extended exploring the influence of the NaOH concentration on three levels (5, 6, and 7%) and the extraction duration on two levels (60 and 85 min). Based on all experimental data, a neural model was obtained and validated. The neural model was used to maximize the yield, applying Genetic Algorithm (GA) implemented in Matlab. The resulting optimal solution is: NaOH concentration 6.47%, temperature 90 °C, duration 120 min, with a yield value of 7.05%.

摘要

人们选择了新的绿色可持续来源来获取壳聚糖,壳聚糖是一种重要材料,在不同领域有许多应用。本研究聚焦于以废弃的蛋囊作为壳聚糖低聚物的原料。由于先前的研究表明从这种材料中提取壳聚糖的产率较低,本研究旨在优化这一步骤。提出了一个2实验方案,在中心有三个重复,以研究氢氧化钠浓度和温度对提取产率的影响。在对实验数据进行初步分析后,选择了一个有利的温度值(90°C),在此温度下蛋囊实现了完全溶解。然后,在此温度下,扩展实验方案,探究氢氧化钠浓度在三个水平(5%、6%和7%)以及提取持续时间在两个水平(60分钟和85分钟)上的影响。基于所有实验数据,获得并验证了一个神经模型。使用在Matlab中实现的遗传算法(GA),利用该神经模型使产率最大化。得到的最优解是:氢氧化钠浓度6.47%,温度90°C,持续时间120分钟,产率值为7.05%。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/073b/9862177/8225e29ec523/materials-16-00525-g001.jpg

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