A Bayesian method of estimating kinetic parameters for the inactivation of Cryptosporidium parvum oocysts with chlorine dioxide and ozone

被引:28
作者
Sivaganesan, M
Rice, EW
Mariñas, BJ
机构
[1] US EPA, Natl Risk Management Res Lab, Water Supply & Water Resources Div, Cincinnati, OH 45268 USA
[2] US EPA, Natl Risk Management Res Lab, Water Supply & Water Resources Div, Microbial Contaminants Control Branch, Cincinnati, OH 45268 USA
[3] Univ Illinois, Dept Civil & Environm Engn, Urbana, IL 61801 USA
关键词
inactivation; lag phase; MCMC method; posterior distribution; prior distribution; rate constant;
D O I
10.1016/S0043-1354(03)00412-3
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The main objective of this paper is to use Bayesian methods to estimate the kinetic parameters for the inactivation kinetics of Cryptosporidium parvum oocysts with chlorine dioxide or ozone which are characterized by the delayed Chick-Watson model, i.e., a lag phase or shoulder followed by pseudo-first-order rate of inactivation. As the length of the lag phase (CTlag) is not known, Bayesian statistics provides a more accurate approach than traditional statistical methods to fitting the delayed Chick-Watson kinetics. Markov Chain Monte Carlo method is used to estimate CTlag and first-order rate constant values. This method is also used to estimate the minimum CT requirement (with safety factor) for 99% inactivation of C parvum oocysts. (C) 2003 Elsevier Ltd. All rights reserved.
引用
收藏
页码:4533 / 4543
页数:11
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