天然产物研究与开发 ›› 2020, Vol. 32 ›› Issue (1): 136-143.doi: 10.16333/j.1001-6880.2020.1.019

• 开发研究 • 上一篇    下一篇

RSM与GA-ANN联用优化超声辅助水提取多酚工艺

王鹏旭,成传香,贾蒙,马亚琴*   

  1. 西南大学柑桔研究所 国家柑桔工程技术研究中心,重庆 400712  
  • 出版日期:2020-01-28 发布日期:2020-03-25
  • 基金资助:

    国家现代农业柑橘产业技术体系 (CARS-26-06B);中央高校基本业务费专项(XDJK2019B048)

Optimization of ultrasound-assisted aqueous extraction of polyphenols using RSM and GA-ANN

WANG Peng-xu,CHENG Chuan-xiang,JIA Meng,MA Ya-qin*   

  1. Citrus Research Institute,Southwest University National Citrus Engineering Research Center,Chongqing 400712,China
  • Online:2020-01-28 Published:2020-03-25

摘要: 为探究超声波细胞破碎机辅助水提取多酚的可行性,以橙皮为原料,利用响应曲面法(response surface methodology,RSM)可视化分析了温度、占空比、料液比对多酚产量的影响(显著性、交互性、主次性)。随后以RSM数据为样本,通过遗传算法-人工神经网络(genetic algorithms-artificial neural network,GA-ANN)对样本数据深度学习并优化。结果表明,水相体系中高温(70 ℃)可有效促进多酚的释放,但是较高占空比却显著造成多酚降解。RSM与GA-ANN联用具有更优的预测能力,其优化条件为:温度67 ℃,占空比1/2,料液比1∶25 g/mL。总酚得率为8.21 mg GAE/g,达到80%甲醇水提取产量的84%。实验证明了超声辅助水提取多酚的可行性及RSM与GA-ANN联用在优化提取中的卓越性。

关键词: 响应曲面法, 遗传算法-人工神经网络, 超声波, 水提取, 多酚

Abstract: To investigate the extraction of polyphenols using water assisted by ultrasonic cell grinder,the effects of temperature,duty cycle and solid-liquid ratio on the yield of polyphenols(significance,interaction,primary and secondary) were visually analyzed using response surface methodology(RSM) with orange peel as raw material.Subsequently,the RSM data were taken as samples and deeply learned by genetic algorithm-artificial neural network(GA-ANN).The results showed that high temperature(70 ℃) effectively promotes the release of polyphenols but the degradation of polyphenols was obviously induced by high duty cycle in aqueous system.The optimum conditions of GA-ANN were as follows:temperature 67 ℃,duty cycle 1/2,solid-liquid ratio 1∶25 g/mL.Total phenolic content was 8.21 mg GAE/g,which reached 84% of the extraction yield in 80% methanol aqueous.This study proved the feasibility of ultrasound-assisted aqueous extraction of polyphenols and the superiority of RSM and GA-ANN in optimum extraction.

Key words: RSM, GA-ANN, ultrasound, aqueous extraction, polyphenols

中图分类号: 

R284.2