Optimal experimental design for estimating the kinetic parameters of the Bigelow model

被引:24
作者
Cunha, LM [1 ]
Oliveira, FAR [1 ]
Brandao, TRS [1 ]
Oliveira, JC [1 ]
机构
[1] Univ Catolica Portuguesa, Escola Super Biotecnol, P-4200 Porto, Portugal
关键词
D O I
10.1016/S0260-8774(97)00047-2
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
The optimum experimental design for systems following the Bigelow model was studied by determining the sampling conditions that lead to a minimum confidence region for a number of observations equal to the number of parameters. For isothermal conditions, it was found that this corresponds to the sampling times when the fractional concentration of the decaying factor (eta(i)) is equal to e(-1) and that the experiments should be performed in the limit range of temperatures chosen. These results are identical to those described in the literature for a first-order Arrhenius model. For non-isothermal experiments with linearly increasing temperature, the optimal experimental design is obtained with a maximum heating rate, a minimum initial temperature and sampling times when the product of the fractional concentrations is e(-2) (with eta(1) congruent to 0.70 and eta(2) congruent to 0.19). The influence of the heating rate on the precision of the estimates is more significant for high z values and the influence of the initial temperature is more significant for low values of the heating rate. (C) 1997 Elsevier Science Limited.
引用
收藏
页码:111 / 128
页数:18
相关论文
共 20 条
[1]   DESIGN OF EXPERIMENTS FOR PARAMETER ESTIMATION [J].
ATKINSON, AC ;
HUNTER, WG .
TECHNOMETRICS, 1968, 10 (02) :271-&
[2]  
BATES DM, 1988, NONLINEAR REGRESSION, P121
[3]   The logarithmic nature of thermal death time curves [J].
Bigelow, WD .
JOURNAL OF INFECTIOUS DISEASES, 1921, 29 :528-536
[4]   DESIGN OF EXPERIMENTS IN NON-LINEAR SITUATIONS [J].
BOX, GEP ;
LUCAS, HL .
BIOMETRIKA, 1959, 46 (1-2) :77-90
[5]  
Hallstrom B., 1988, HEAT TRANSFER FOOD P
[6]   TESTING 2 MODELS FOR TEMPERATURE-DEPENDENCE OF HEAT INACTIVATION RATE OF BACILLUS-STEAROTHERMOPHILUS SPORES [J].
JONSSON, U ;
SNYGG, BG ;
HARNULV, BG ;
ZACHRISSON, T .
JOURNAL OF FOOD SCIENCE, 1977, 42 (05) :1251-&
[7]  
LENZ MK, 1980, FOOD TECHNOL-CHICAGO, V34, P51
[8]   COMPARISON OF 2 MODELS FOR PROCESS HOLDING TIME CALCULATIONS - CONVECTION SYSTEM [J].
MANJI, B ;
VANDEVOORT, FR .
JOURNAL OF FOOD PROTECTION, 1985, 48 (04) :359-363
[9]   A MATHEMATICAL-ANALYSIS OF MICROBIAL INACTIVATION AT LINEARLY RISING TEMPERATURES - CALCULATION OF THE TEMPERATURE RISE NEEDED TO KILL LISTERIA-MONOCYTOGENES IN DIFFERENT FOODS AND METHODS FOR DYNAMIC MEASUREMENTS OF D-VALUE AND Z-VALUE [J].
MILES, CA ;
MACKEY, BM .
JOURNAL OF APPLIED BACTERIOLOGY, 1994, 77 (01) :14-20
[10]  
MOREIRA LA, 1993, INT J FOOD SCI TECH, V28, P575