TY - JOUR
T1 - Numerical solution of a microbial growth model applied to dynamic environments
AU - Zhu, Si
AU - Chen, Guibing
PY - 2015/5/1
Y1 - 2015/5/1
N2 - The Baranyi and Roberts model is one of the most frequently used microbial growth models. It has been successfully applied to numerous studies of various microorganisms in different food products. Under dynamic conditions, the model is implicitly formulated as a set of two coupled differential equations which could be numerically solved using the Runge-Kutta method. In this study, a simplified numerical solution of the coupled differential equations was derived and used to simulate microbial growth under dynamic conditions in Microsoft Excel. As expected, the results obtained were the same as those from solving the coupled differential equations using a MATLAB Solver. In addition, model parameters were accurately identified by fitting the numerical solution to simulated growth curves under dynamic (time-varying) temperature conditions using the Microsoft Excel Solver.
AB - The Baranyi and Roberts model is one of the most frequently used microbial growth models. It has been successfully applied to numerous studies of various microorganisms in different food products. Under dynamic conditions, the model is implicitly formulated as a set of two coupled differential equations which could be numerically solved using the Runge-Kutta method. In this study, a simplified numerical solution of the coupled differential equations was derived and used to simulate microbial growth under dynamic conditions in Microsoft Excel. As expected, the results obtained were the same as those from solving the coupled differential equations using a MATLAB Solver. In addition, model parameters were accurately identified by fitting the numerical solution to simulated growth curves under dynamic (time-varying) temperature conditions using the Microsoft Excel Solver.
KW - Microsoft Excel
KW - Parameter estimation
KW - Simplified numerical solution
KW - The Baranyi and Roberts model
UR - https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84925115060&origin=inward
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U2 - 10.1016/j.mimet.2015.03.003
DO - 10.1016/j.mimet.2015.03.003
M3 - Article
C2 - 25765150
SN - 0167-7012
VL - 112
SP - 76
EP - 82
JO - Journal of Microbiological Methods
JF - Journal of Microbiological Methods
ER -