Computational Modelling for Optimization of Thermosonicated Sohshang (Elaeagnus latifolia) Fruit Juice Using Artificial Neural Networks

IF 2 3区 农林科学 Q3 FOOD SCIENCE & TECHNOLOGY Journal of Food Processing and Preservation Pub Date : 2024-02-19 DOI:10.1155/2024/5559422
Puja Das, Prakash Kumar Nayak, Minaxi Sharma, Vinay Basavegowda Raghavendra, Radha krishnan Kesavan, Kandi Sridhar
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Abstract

The study involved subjecting sohshang (Elaeagnus latifolia) juice (SJ) to thermosonications (TS), a process integrating ultrasound and heat, with a range of independent variables. Specifically, three explored distinct amplitudes (30%, 40%, and 50%) alongside three temperature settings (30°C, 40°C, and 50°C) and four treatment durations (15, 30, 45, and 60 minutes) were used in the experiment. A variety of quality parameters were analyzed such as antioxidant activity (AOA), ascorbic acid (AA), total flavonoid content (TFC), total phenolic content (TPC), yeast and mold count (YMC), and total viable count (TVC). Thermosonicated sohshang juices (TSSJ) successfully achieved highest content of AA (69.15 ± 0.99 mg/100 ml), AOA (72.93 ± 1.62%), TPC (122.03 ± 4.23 mg GAE/ml), and TFC (116.14 ± 3.29 mg QE)/ml) under ideal circumstances. Also, minimal TVC and YMC in these juices have been observed. The best results for AA and TFC were observed at 40°C with 40% and 50% amplitude over processing times of 45 and 60 min. To optimize the extraction processes with various objectives, artificial neural network (ANN) was established with an original experimental planning methodology. Overall, the investigation demonstrated that TS is an effective method to enhance the nutritional and microbiological qualities of sohshang fruit juice. The use of ANN in the optimization process is particularly valuable in achieving desirable outcomes. As the food and pharmaceutical industries seek natural and bioactive substances, TSSJ holds great potential for various applications.

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利用人工神经网络优化热糖渍苏合香(Elaeagnus latifolia)果汁的计算模型
这项研究涉及对苏合香(Elaeagnus latifolia)汁(SJ)进行热声波处理(TS),这是一种将超声波和热量结合在一起的过程,其中包含一系列自变量。具体来说,实验中使用了三种不同的振幅(30%、40% 和 50%)、三种温度设置(30°C、40°C 和 50°C)和四种处理持续时间(15、30、45 和 60 分钟)。实验分析了多种质量参数,如抗氧化活性(AOA)、抗坏血酸(AA)、总黄酮含量(TFC)、总酚含量(TPC)、酵母和霉菌计数(YMC)以及总存活计数(TVC)。在理想的条件下,热压苏打汁(TSSJ)成功地达到了最高的 AA 含量(69.15±0.99 mg/100 ml)、AOA(72.93±1.62%)、TPC(122.03±4.23 mg GAE/ml)和 TFC(116.14±3.29 mg QE)/ml。此外,还观察到这些果汁中的 TVC 和 YMC 含量极低。AA 和 TFC 的最佳结果是在 40°C、45 和 60 分钟的加工时间内分别得到 40% 和 50% 的振幅。为了优化各种目标的提取工艺,采用了一种原始的实验规划方法,建立了人工神经网络(ANN)。总之,研究表明 TS 是提高苏杭果汁营养和微生物质量的有效方法。在优化过程中使用 ANN 对取得理想结果尤为重要。随着食品和制药行业对天然和生物活性物质的追求,TSSJ 在各种应用领域具有巨大的潜力。
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来源期刊
CiteScore
5.30
自引率
12.00%
发文量
1000
审稿时长
2.3 months
期刊介绍: The journal presents readers with the latest research, knowledge, emerging technologies, and advances in food processing and preservation. Encompassing chemical, physical, quality, and engineering properties of food materials, the Journal of Food Processing and Preservation provides a balance between fundamental chemistry and engineering principles and applicable food processing and preservation technologies. This is the only journal dedicated to publishing both fundamental and applied research relating to food processing and preservation, benefiting the research, commercial, and industrial communities. It publishes research articles directed at the safe preservation and successful consumer acceptance of unique, innovative, non-traditional international or domestic foods. In addition, the journal features important discussions of current economic and regulatory policies and their effects on the safe and quality processing and preservation of a wide array of foods.
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