Environmental Engineering Science · 2013 · 14 citations · 23 references
EngineeringBioengineeringBiological EngineeringBioprocess EngineeringBioreactor DesignWastewater TreatmentBioprocess KineticsBioprocess ModelingBioprocess OptimizationChemical Reaction KineticsKinetic ModelingReactor ModelingAnaerobic Treatment ProcessesAnt Colony OptimizationBiofilm ProcessesBioreactor Kinetic ModelingBioreactor ModelingKinetic Parameter EstimationMicrobial KineticsWastewater Treatment Processes
Fixed bed reactors with naturally attached biofilms are increasingly used for anaerobic treatment of industry wastewaters due their effective treatment performance. The complex nature of biological reactions in biofilm processes often poses difficulty in analyzing them experimentally, and mathematical models could be very useful for their design and analysis. However, effective application of biofilm reactor models to practical problems suffers due to the lack of knowledge of accurate kinetic models and uncertainty in model parameters. In this work, an inverse modeling approach based on ant colony optimization is proposed and applied to estimate the kinetic and film thickness model parameters of wastewater treatment process in an anaerobic fixed bed biofilm reactor. Experimental data of pharmaceutical industry wastewater treatment process are used to determine the model parameters as a consequence of the solution of the rigorous mathematical models of the process. Results were evaluated for different modeling configurations derived from the combination of mathematical models, kinetic expressions, and optimization algorithms. Analysis of results showed that the two-dimensional mathematical model with Haldane kinetics better represents the pharmaceutical wastewater treatment in the biofilm reactor. The mathematical and kinetic modeling of this work forms a useful basis for the design and optimization of industry wastewater treating biofilm reactors.
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Optimization by Simulated Annealing
Scott Kirkpatrick, C. D. Gelatt, M.P. Vecchi · Science · 1983 · 44.6K citations
Bioprocess engineering: Basic concepts
Journal of Controlled Release · 1992 · 1.6K citations
Marco Dorigo, Eric Bonabeau, Guy Théraulaz · Future Generation Computer Systems · 2000 · 809 citations