EVALUATION OF DATA TRANSFORMATIONS USED WITH THE SQUARE ROOT AND SCHOOLFIELD MODELS FOR PREDICTING BACTERIAL-GROWTH RATE

被引:51
作者
ALBER, SA [1 ]
SCHAFFNER, DW [1 ]
机构
[1] RUTGERS STATE UNIV,DEPT FOOD SCI,POB 231,NEW BRUNSWICK,NJ 08903
关键词
D O I
10.1128/AEM.58.10.3337-3342.1992
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
A comparison was made between mathematical variations of the square root and Schoolfield models for predicting growth rate as a function of temperature. The statistical consequences of square root and natural logarithm transformations of growth rate used in several variations of the Schoolfield and square root models were examined. Growth rate variances of Yersinia enterocolitica in brain heart infusion broth increased as a function of temperature. The ability of the two data transformations to correct for the heterogeneity of variance was evaluated. A natural logarithm transformation of growth rate was more effective than a square root transformation at correcting for the heterogeneity of variance. The square root model was more accurate than the Schoolfield model when both models used natural logarithm transformation.
引用
收藏
页码:3337 / 3342
页数:6
相关论文
共 11 条
  • [1] BATES DM, 1988, NONLINEAR REGRESSION, P27
  • [2] BEVINGTON PR, 1969, DATA REDUCTION ERROR, P182
  • [3] GILBERT N, 1989, BIOMETRICAL INTERPRE, P64
  • [4] JARVIS B, 1989, PROGR IND MICROBIOLO, V21, P36
  • [5] KRIEG NR, 1984, BERGEYS MANUAL SYSTE, V1, P498
  • [6] COMPARISON OF ARRHENIUS-TYPE AND BELEHRADEK-TYPE MODELS FOR PREDICTION OF BACTERIAL-GROWTH IN FOODS
    RATKOWSKY, DA
    ROSS, T
    MCMEEKIN, TA
    OLLEY, J
    [J]. JOURNAL OF APPLIED BACTERIOLOGY, 1991, 71 (05): : 452 - 459
  • [7] MODEL FOR BACTERIAL CULTURE-GROWTH RATE THROUGHOUT THE ENTIRE BIOKINETIC TEMPERATURE-RANGE
    RATKOWSKY, DA
    LOWRY, RK
    MCMEEKIN, TA
    STOKES, AN
    CHANDLER, RE
    [J]. JOURNAL OF BACTERIOLOGY, 1983, 154 (03) : 1222 - 1226
  • [8] NON-LINEAR REGRESSION OF BIOLOGICAL TEMPERATURE-DEPENDENT RATE MODELS BASED ON ABSOLUTE REACTION-RATE THEORY
    SCHOOLFIELD, RM
    SHARPE, PJH
    MAGNUSON, CE
    [J]. JOURNAL OF THEORETICAL BIOLOGY, 1981, 88 (04) : 719 - 731
  • [9] REACTION-KINETICS OF POIKILOTHERM DEVELOPMENT
    SHARPE, PJH
    DEMICHELE, DW
    [J]. JOURNAL OF THEORETICAL BIOLOGY, 1977, 64 (04) : 649 - 670
  • [10] SKINNER GE, 1991, STATUS SUMMARY MOFFE