ESTIMATING PARAMETERS IN NONLINEAR RATE-EQUATIONS

被引:55
|
作者
WATTS, DG
机构
[1] Department of Mathematics and Statistics, Queen's University, Kingston, Ontario
来源
关键词
ARRHENIUS RELATIONS; MODEL FORMULATION; PARAMETER ESTIMATE BEHAVIOR; PROFILE PLOTS;
D O I
10.1002/cjce.5450720420
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
Reaction rate equations with coefficients that have an Arrhenius dependence on temperature require nonlinear procedures to obtain parameter estimates. Estimates are important, but of equal importance are their measures of plausibility. The simplest measures, in the form (estimate +/- limits), are based on linear approximations, which can be, and often are, highly misleading. But there is no need to use approximations because modern statistical profiling techniques can produce accurate intervals very efficiently. Profiling also provides valuable insight into the estimation situation by revealing how models can be simplified. Strategies are given for model reformulation and parameter transformation to produce models with well-behaved estimates.
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页码:701 / 710
页数:10
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