PARAMETERS ESTIMATION FOR A 1ST-ORDER IRREVERSIBLE REACTION - A STOCHASTIC APPROACH

Authors
Citation
S. Straja, PARAMETERS ESTIMATION FOR A 1ST-ORDER IRREVERSIBLE REACTION - A STOCHASTIC APPROACH, Chemical engineering communications, 124, 1993, pp. 165-175
Citations number
25
Categorie Soggetti
Engineering, Chemical
ISSN journal
00986445
Volume
124
Year of publication
1993
Pages
165 - 175
Database
ISI
SICI code
0098-6445(1993)124:<165:PEFA1I>2.0.ZU;2-X
Abstract
A first order irreversible reaction is investigated using a stochastic model in order to account for the perturbations inherent to any chemi cal process. The main conclusion is that the concentration is distribu ted according to a lognormal law rather than to a normal one. This app roach leads to a maximum likelihood estimate of the kinetic constant w hich is different with respect to the usual least squares estimate. Mo reover, the stochastic model allows us to predict not only the expecte d value of the concentration, but to get a confidence interval, too. S tatistical tests are provided in order to detect outliers, high-levera ge and influential points.