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research article

Global sensitivity analysis for model-based prediction of oxidative micropollutant transformation during drinking water treatment

Neumann, Marc B.
•
Gujer, Willi
•
von Gunten, Urs  
2009
Water Research

This study quantifies the uncertainty involved in predicting micropollutant oxidation during drinking water ozonation in a pilot plant reactor. The analysis is conducted for geosmin, methyl tert-butyl ether (MTBE), isopropylmethoxypyrazine (IPMP), bezafibrate, beta-cyclocitral and ciprofloxazin. These compounds are representative for a wide range of substances with second order rate constants between 0.1 and 1.9 x 10(4) M-1 s(-1) for the reaction with ozone and between 2 x 10(9) and 8 x 10(9) M-1 s(-1) for the reaction with OH-radicals. Uncertainty ranges are derived for second order rate constants, hydraulic parameters, flow- and ozone concentration data, and water characteristic parameters. The uncertain model factors are propagated via Monte Carlo simulation and the resulting probability distributions of the relative residual micropollutant concentrations are assessed. The importance of factors in determining model output variance is quantified using Extended Fourier Amplitude Sensitivity Testing (Extended-FAST). For substances that react slowly with ozone (MTBE, IPMP, geosmin) the water characteristic R-ct-value (ratio of ozone- to OH-radical concentration) is the most influential factor explaining 80% of the output variance. In the case of bezafibrate the R-ct-value and the second order rate constant for the reaction with ozone each contribute about 30% to the output variance. For beta-cyclocitral and ciprofloxazin (fast reacting with ozone) the second order rate constant for the reaction with ozone and the hydraulic model structure become the dominating sources of uncertainty. (C) 2008 Elsevier Ltd. All rights reserved.

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Type
research article
DOI
10.1016/j.watres.2008.11.049
Web of Science ID

WOS:000264328600014

Author(s)
Neumann, Marc B.
•
Gujer, Willi
•
von Gunten, Urs  
Date Issued

2009

Published in
Water Research
Volume

43

Start page

997

End page

1004

Subjects

Ozone

•

OH-radicals

•

Micropollutants

•

Uncertainty analysis

•

Sensitivity analysis

•

Risk analysis

•

Waste-Water

•

Ozonation

•

Pharmaceuticals

•

Uncertainty

•

Kinetics

•

Performance

•

Removal

•

Systems

•

Ozone

Peer reviewed

REVIEWED

Written at

OTHER

EPFL units
LTQE  
Available on Infoscience
July 1, 2011
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/69173
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