Impact of thermosonication treatment on passion fruit juice: ANN/GA optimization, predictive modelling for shelf life and quality changes during storage

IF 17.7 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2024-05-20 DOI:10.1515/ijfe-2023-0306
Hemanta Chutia, Fogila Begum, Shubham Rohilla, C. Mahanta
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Abstract

Optimized sugar-added passion fruit juice (OPFJ) was obtained after optimization of thermosonication treatments of passion fruit juice using hybrid Artificial neural network/Genetic algorithm. The quality parameters and shelf life of OPFJ stored at various temperatures were assessed. Baranyi and Ratkowsky’s square-root models proved the prediction accuracy of the theoretical model concerning the microbial population during storage. The lag phase value decreased with increasing storage temperature. Temperature rise from 8 to 25 °C decreased the shelf life from 17 to 8 days for OPFJ and 3.5 to 1.5 days for untreated juice. The activation energy and increase in the reaction rate on increase in temperature by 10 °C (Q 10 value) were also evaluated. Thermosonication increased the phenolic and β-carotene contents and maintained the pH, titratable acidity, ascorbic acid content, and antioxidant activity during storage. Thermosonication enhanced the quality and shelf life of juice. Predictive modelling effectively predicted the shelf life.
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热压处理对百香果汁的影响:ANN/GA 优化、货架期预测建模和贮藏期间的质量变化
利用混合人工神经网络/遗传算法对百香果汁的热超声处理进行优化后,得到了优化的加糖百香果汁(OPFJ)。对在不同温度下储存的 OPFJ 的质量参数和货架期进行了评估。Baranyi 和 Ratkowsky 的平方根模型证明了理论模型对贮藏期间微生物数量的预测准确性。滞后期值随着储存温度的升高而降低。温度从 8 ℃升至 25 ℃,OPFJ 的保质期从 17 天缩短至 8 天,未处理果汁的保质期从 3.5 天缩短至 1.5 天。此外,还评估了温度升高 10 ℃ 时的活化能和反应速率的增加(Q 10 值)。在贮藏过程中,热音波处理提高了酚和β-胡萝卜素的含量,并保持了 pH 值、可滴定酸度、抗坏血酸含量和抗氧化活性。热声波处理提高了果汁的质量和保质期。预测模型有效地预测了保质期。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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