期刊
FOOD AND BIOPROCESS TECHNOLOGY
卷 8, 期 6, 页码 1244-1257出版社
SPRINGER
DOI: 10.1007/s11947-015-1488-x
关键词
High pressure processing (HPP); Microbial inactivation kinetics; First-order kinetics model; Weibull model; Gompertz model; Akaike information criteria (AIC); Information theory criteria
资金
- Tecnologico de Monterrey (Research chair funds) [CAT 200, CDB081]
- Mexico's CONACYT Scholarship Program
- USDA National Institute of Food and Agriculture [2011-31200-06041, 2012-31200-06041]
Generic kinetic models for microbial inactivation by high pressure processing (HPP) would accelerate the development of commercial applications. The aim of this work was to develop a generic model obtained by fitting peer-reviewed microbial inactivation data (124 kinetic curves) to first-order kinetics (LKM), Weibull (WBLL), and Gompertz (GMPZ) primary and secondary models. Standard statistics (coefficient of determination (R (2)), variance, residuals plots, experimental vs. predicted plots) and information theory criteria (Akaike Information Criteria, AIC; Akaike differences, a dagger AIC (i) , Bayesian Information Criteria) determined their goodness of fit. Standard statistics showed no differences between WBLL and GMPZ, whereas information theory criteria identified WBLL as the best model (lowest AIC (i) value, 61.3 % of cases). LKM performed poorly according to all statistics (e.g., a dagger AIC (i) > 10, 58.1 % of cases). The dispersion of model parameters prevented the derivation of a secondary model for the whole dataset, but clear trends and sufficient data (56 kinetic curves) were found to develop one for milk. A secondary WBLL model (b' = 0.056-2.230, n = 0.758 -aEuro parts per thousand 0.403; 150-600 MPa) was the best alternative (AIC (i) = 183.8). A GMPZ model yielded similar predictions, but registered a dagger AIC (i) = 19.3 reflecting its larger number of parameters (p = 8). Selecting datasets with pressure holding times of commercial interest (t a parts per thousand currency signaEuro parts per thousand 10 min) yielded different parameter estimates for the generic WBLL model (b' = 0.079-1.859, n = 1.340-0.557; 300-600 MPa). In conclusion, information theory criteria complemented standard statistics, and the simpler WBLL secondary model (p = 4) provided a product-specific time-pressure function of industrial relevance.
作者
我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。
推荐
暂无数据