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采用人工神经网络结合遗传算法优化黑莓种子中鞣花单宁的加速溶剂萃取。

Optimization of accelerated solvent extraction of ellagitannins in black raspberry seeds using artificial neural network coupled with genetic algorithm.

机构信息

Department of Food and Nutrition, and Research Institute of Human Ecology, Seoul National University, Seoul 08826, Republic of Korea; BK21 FOUR Education and Research Team for Sustainable Food & Nutrition, Seoul National University, Seoul 08826, Republic of Korea.

Department of Biomedical Engineering, Tufts University, 4 Colby St., Medford 02155, MA, USA.

出版信息

Food Chem. 2022 Dec 1;396:133712. doi: 10.1016/j.foodchem.2022.133712. Epub 2022 Jul 14.

Abstract

This study aimed to identify ellagitannins in black raspberry seeds (BRS) and to optimize accelerated solvent extraction of ellagitannins using an artificial neural network (ANN) coupled with genetic algorithm. Fifteen monomeric and dimeric ellagitannins were identified in BRS. For ANN modeling, extraction time, extraction temperature, and solvent concentration were set as input variables, and total ellagitannin content was set as output variable. The trained ANN had a mean squared error value of 0.0102 and a regression correlation coefficient of 0.9988. The predicted optimal extraction conditions for maximum total ellagitannin content were 63.7% acetone, 4.21 min, and 43.9 °C. The actual total ellagitannin content under the optimal extraction conditions was 13.4 ± 0.0 mg/g dry weight, and the prediction error was 0.75 ± 0.27%. This study is the first attempt to analyze the composition of ellagitannins in BRS and to determine optimal extraction conditions for maximum total ellagitannin content from BRS.

摘要

本研究旨在鉴定黑莓种子(BRS)中的鞣花单宁,并利用人工神经网络(ANN)结合遗传算法优化鞣花单宁的加速溶剂萃取。在 BRS 中鉴定出了 15 种单体和二聚体鞣花单宁。对于 ANN 建模,提取时间、提取温度和溶剂浓度被设置为输入变量,总鞣花单宁含量被设置为输出变量。经过训练的 ANN 的均方误差值为 0.0102,回归相关系数为 0.9988。预测的最大总鞣花单宁含量的最佳提取条件为 63.7%丙酮、4.21 分钟和 43.9°C。在最佳提取条件下实际的总鞣花单宁含量为 13.4±0.0mg/g 干重,预测误差为 0.75±0.27%。本研究首次尝试分析 BRS 中鞣花单宁的组成,并确定从 BRS 中提取最大总鞣花单宁含量的最佳提取条件。

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