首页|基于响应面法和神经网络优化野生狼牙刺中总黄酮的提取工艺

基于响应面法和神经网络优化野生狼牙刺中总黄酮的提取工艺

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利用单因素试验、响应面法和神经网络-遗传寻优法对野生狼牙刺中总黄酮的提取工艺进行优化.以提取时间、料液比、乙醇浓度为变量因素,狼牙刺中总黄酮的提取率为响应指标.响应面实验获得的优化结果为乙醇浓度60%、料液比1∶30(g/mL)、提取时间90 min时,野生狼牙刺中总黄酮提取率为0.86%.以响应面数据作为学习数据,采用人工神经网络经遗传寻优获得的最优实验条件为:料液比和乙醇浓度及提取时间分别为1∶20、80%和2.22 h.在此条件下,野生狼牙刺中总黄酮的平均提取率为0.77%.从结果来看,响应面优化的实验工艺对野生狼牙刺中总黄酮的提取更有效.
Optimization of Total Flavonoids from Wild Sophora Davidii(Franch.)Skeels by Response Surface Methodology and Neural Network
The study investigates the optimal extraction process of total flavonoids from Sophora davidii(Franch.)Skeels with single factor experiments,response surface methodology(RSM)analysis and genetic algorithm-neural network(GA-ANN).The extraction time,solid-liquid ratio and ethanol concentration are the variable factors,and the extraction rate of total flavonoids is the response index.The optimal results of response surface experiment are as follows:when ethanol concentration is 60%,solid-liquid ratio is 1∶30(g/mL)and extraction time is 90 min,the extraction rate of total flavonoids is 0.86%.Through using response surface data as learning data,the optimal experimental conditions obtained by genetic optimization using artificial neural network are as follows:solid-liquid ratio,ethanol concentration and extraction time are 1∶20,80%and 2.22 h,respectively.Under these conditions,the average extraction rate of total flavonoids is 0.77%.The results show that the response surface optimization technique is more effective for the extraction of total flavonoids from wild wolfsthorn.

Response surfaceNeural NetworkWild Sophora davidii(Franch.)SkeelsTotal flavonoids

严和平、徐世娟、蔡朴春、张举成

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红河学院化学与资源工程学院,云南蒙自 661199

红河学院云南省高校红河州民族药物研发重点实验室,云南蒙自 661199

响应面 神经网络 野生狼牙刺 总黄酮

2025

黑龙江科学
黑龙江省科学院

黑龙江科学

影响因子:1.014
ISSN:1674-8646
年,卷(期):2025.16(2)