Abstract
The growth of microorganisms in a biofilm was monitored, based on available substrate measurements andfirst principle modeling. The biofilter was described by a set of partial differential equations obtained from species mass balance. Using two interior collocation points, the model was reduced to a set of ordinary differential equations, with sufficient accuracy to describe the growth of biomass along the reactor bed. An extended Kalman filter was designed at three measurement locations, which resulted in an accurate estimation of the process. Simulation results, provided in MathematicaR and MatlabR environments, showed a significant decrease in the biomass error covarianee: 0.0065 to 2.50 E-05 and 0.0065 to 1.73 E-06 for two different measurement noise levels using a normalized bioreactor length of 0.21. Similar results were obtained at the remaining collocation points. The proposed procedure may have applications for water pollution control.
Original language | English (US) |
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Pages (from-to) | 272-285 |
Number of pages | 14 |
Journal | Chemical Engineering Communications |
Volume | 192 |
Issue number | 1-3 |
DOIs | |
State | Published - Jan 2005 |
All Science Journal Classification (ASJC) codes
- General Chemistry
- General Chemical Engineering
Keywords
- Biomass
- Bioreactor
- Fixed bed
- Kalman filter