Comparison of classical kinetic and Bayesian approaches for predicting food shelf life by accelerated testing: the case of biobased coffee capsules

IF 5.8 2区 农林科学 Q1 ENGINEERING, CHEMICAL
Marco Lopriore , Lara Manzocco , Sonia Calligaris , Marilisa Alongi , Maria Cristina Nicoli , Giovanni Fonseca
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引用次数: 0

Abstract

Predicting the shelf life (SL) of food products is still challenging from a computational point of view. In the present work, the classical kinetic (K) approach was compared with the Bayesian (B) methodology, whose application in SL studies is largely unexplored.
Data relevant to pH changes of coffee brews obtained from coffee packaged in bio-based capsules and stored at different relative humidity (54, 65, 75 %) and temperature (20, 30, 45 °C) were considered as a case study, assuming pH 5.1 as the acceptability limit of the coffee brew. Data were elaborated according to K or B methodologies and SL estimates were compared. Although B better fit coffee pH decay at all environmental conditions, this methodology provided SL estimates comparable to those obtained by K. However, the B methodology produced SL estimates with considerably smaller uncertainty intervals and gave the opportunity to interpret shelf life from a probabilistic point of view.
经典动力学和贝叶斯方法在加速测试预测食品保质期中的比较:以生物基咖啡胶囊为例
从计算的角度预测食品的保质期(SL)仍然具有挑战性。在本工作中,将经典动力学(K)方法与贝叶斯(B)方法进行了比较,后者在SL研究中的应用在很大程度上尚未探索。在不同的相对湿度(54、65、75%)和温度(20、30、45°C)下,以生物基胶囊包装的咖啡在不同温度下的pH值变化作为案例研究,假设pH值为5.1作为咖啡的可接受极限。根据K或B方法详细阐述了数据,并比较了SL估计值。虽然B更适合所有环境条件下的咖啡pH衰减,但该方法提供的SL估计值与k获得的估计值相当。然而,B方法产生的SL估计值具有相当小的不确定性区间,并提供了从概率角度解释保质期的机会。
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来源期刊
Journal of Food Engineering
Journal of Food Engineering 工程技术-工程:化工
CiteScore
11.80
自引率
5.50%
发文量
275
审稿时长
24 days
期刊介绍: The journal publishes original research and review papers on any subject at the interface between food and engineering, particularly those of relevance to industry, including: Engineering properties of foods, food physics and physical chemistry; processing, measurement, control, packaging, storage and distribution; engineering aspects of the design and production of novel foods and of food service and catering; design and operation of food processes, plant and equipment; economics of food engineering, including the economics of alternative processes. Accounts of food engineering achievements are of particular value.
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