利用统计工具研究传质参数、干制成熟芡实(Annona muricata)的植物化学分析及其比较方法:ANN 和数学模型

IF 2.1 4区 化学 Q3 CHEMISTRY, MULTIDISCIPLINARY Chemical Papers Pub Date : 2023-08-04 DOI:10.1007/s11696-023-03000-1
Jadhav Snehal Mahesh, K. Ramalakshmi, R. Balakrishnaraja
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引用次数: 0

摘要

通过应用采后加工技术,提高富含生物活性化合物的成熟番荔枝(Annona muricata)的可及性,将克服其气候障碍,并被用作民间药物。因此,采用热风干燥技术在不同温度(40°C、50°C和60°C)下对药用果实的营养效率进行了评价。测定了成熟妊娠果的干燥特性,并对人工神经网络和8个半经验模型的预测能力进行了评价。与其他模型相比,威布尔模型给出了令人满意的结果。Levenberg–Marquardt的算法与LOGSIGMIOD传递函数一起,以更好的精度预测了水分含量和水分比。有趣的是,ANN的R2值为0.9999,显著高于半经验模型的R2值。水分扩散率和传质系数增加到4.73 × 10−6m2/s和2.386 × 10−6 m/s。活化能为24.659kJ/mol。自由基清除活性(IC50)、多酚和类黄酮含量在60°C时最大,分别为933.975µg/ml、7.088 mg GAE/g和18.42 mg QE/g。在60°C下干燥的水果具有较低的水分含量(8%干重)、较低的干燥时间、较高的干燥速率、较好的理化性质和可持续的色值。因此,建议在60°C下干燥,以用于各种营养品应用和生物技术方面的商业化。
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Investigation of mass transfer parameters, phytochemical analysis of dried ripen graviola fruit (Annona muricata) and its comparative approach by using statistical tools: ANN and mathematical modelling

Improving the accessibility of bioactive compounds enriched ripen graviola fruit (Annona muricata) by the application of post-harvest processing technology would overcome their climatic barriers and be used as a folk medicine. Therefore, hot air drying technique was applied at various temperatures (40 °C, 50 °C and 60 °C) to evaluate the nutritional efficiency of the medicinal fruit. Drying characteristics of the ripen graviola fruit were determined, and predictive capability of artificial neural network and eight semiempirical models was evaluated. The Weibull model gave satisfactory results over the other models. Levenberg–Marquardt’s algorithm along with LOGSIGMIOD transfer function, predicted the moisture content and moisture ratio with better accuracy. Interestingly, the R2 value of ANN was 0.9999, which was significantly more than that of the semiempirical model. Moisture diffusivity and mass transfer coefficient increased to 4.73 × 10−6m2/s and 2.386 × 10−6 m/s, respectively, as the temperature rose. Activation energy proved the conservative requirement of energy and was obtained as 24.659 kJ/mol. Radical scavenging activity (IC 50), polyphenol and flavonoid content were found to be maximum at 60 °C, and the values were 933.975 µg/ml, 7.088 mg GAE/g, 18.42 mg QE/g, respectively. Fruits dried at 60 °C showed lower moisture content (8% d.b), lower drying time, higher drying rate, better physico-chemical properties and sustainable colour value. Therefore, drying at 60 °C was recommended for commercialization in various nutraceutical applications and biotechnology aspects.

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来源期刊
Chemical Papers
Chemical Papers 化学-化学综合
CiteScore
3.90
自引率
4.50%
发文量
590
审稿时长
2.5 months
期刊介绍: Chemical Papers is a peer-reviewed, international journal devoted to basic and applied chemical research. It has a broad scope covering the chemical sciences, but favors interdisciplinary research and studies that bring chemistry together with other disciplines.
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