Department of Food Engineering and Technology, Tezpur University, Tezpur, Assam 784028, India.
Department of Food Engineering and Technology, Tezpur University, Tezpur, Assam 784028, India; Department of Food Processing Technology, GKCIET, Malda, West Bengal 732141, India.
Ultrason Sonochem. 2020 Nov;68:105180. doi: 10.1016/j.ultsonch.2020.105180. Epub 2020 May 21.
Ultrasound-assisted extraction method (UAE) was applied to recover phytocompounds from dragon fruit peel and the process was modelled and optimized using the combination of artificial neural network (ANN) and genetic algorithm (GA). The influence of ultrasonic temperature (30-70 °C), solvent to solid ratio (10:1-30:1 mL/g), solvent concentration (30-60%), and ultrasonic treatment time (5-25 min) on total polyphenolic content (Z), antioxidant activity (Z) and betacyanin content (Z) was investigated. The ANN model successfully fitted to the experimental data and the output of ANN model was applied for genetic algorithm optimization. The optimal UAE conditions were obtained at ultrasonic temperature of 60 °C, solvent to solid ratio 25:1 mL/g, solvent concentration 60%, and ultrasonic treatment time of 20 min. The extraction kinetics and thermodynamic study for phytochemical compounds extracted from dragon fruit peel using UAE process was carried out at different combinations of temperature and time of extraction. The effective diffusion coefficient for total polyphenol content, antioxidant activity and betacyanin content were ranged from 2.99×10to4.84×10m/s, 1.89×10to4.51×10m/s and 2.55×10to5.40×10m/s respectively and the corresponding mass transfer coefficient were varied between 2.00×10-2.81×10m/s, 1.53×10-2.66×10m/s and 1.81×10-3.05×10m/s respectively. The obtained information on effective diffusivity and mass transfer coefficient during extraction would allow the prediction of extraction rate and for estimation of operation conditions for industrial implementation.
超声辅助提取法(UAE)被应用于从火龙果果皮中回收植物化合物,并结合人工神经网络(ANN)和遗传算法(GA)对该过程进行建模和优化。考察了超声温度(30-70°C)、溶剂固比(10:1-30:1 mL/g)、溶剂浓度(30-60%)和超声处理时间(5-25 min)对总多酚含量(Z)、抗氧化活性(Z)和甜菜红素含量(Z)的影响。ANN 模型成功地拟合了实验数据,并将 ANN 模型的输出应用于遗传算法优化。在超声温度为 60°C、溶剂固比为 25:1 mL/g、溶剂浓度为 60%和超声处理时间为 20 min 的条件下,获得了最佳的 UAE 条件。在不同的温度和提取时间组合下,对 UAE 工艺从火龙果皮中提取的植物化合物的提取动力学和热力学进行了研究。总多酚含量、抗氧化活性和甜菜红素含量的有效扩散系数分别为 2.99×10to4.84×10m/s、1.89×10to4.51×10m/s 和 2.55×10to5.40×10m/s,相应的传质系数在 2.00×10-2.81×10m/s、1.53×10-2.66×10m/s 和 1.81×10-3.05×10m/s 之间变化。在提取过程中获得的有效扩散系数和传质系数信息可用于预测提取速率,并估计工业实施的操作条件。