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Spatio-temporal modelling of filter cake formation in filtration processes Bram De Jaegher W. Naessens, J. Baetens, I. Nopens Model-based analysis and optimisation of bioprocesses DEPARTMENT OF MATHEMATICAL MODELLING, STATISTICS AND BIOINFORMATICS

Modelling of filter cake formation in filtration processes

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Page 1: Modelling of filter cake formation in filtration processes

Spatio-temporal modelling of filter cake formation infiltration processes

Bram De Jaegher

W. Naessens, J. Baetens, I. Nopens

Model-based analysis and optimisation of bioprocessesDEPARTMENT OF MATHEMATICAL MODELLING, STATISTICS AND BIOINFORMATICS

Page 2: Modelling of filter cake formation in filtration processes

L. Zeman, L. Denault, Characterization of microfiltration membranes by image analysis of electron micrographs, PartI. Method development, Journal of Membrane Science, 71 (1992), 221-231

Page 3: Modelling of filter cake formation in filtration processes

L. Zeman, L. Denault, Characterization of microfiltration membranes by image analysis of electron micrographs, PartI. Method development, Journal of Membrane Science, 71 (1992), 221-231

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C. Y. Tang, et al., Characterization of humic acid fouled reverse osmosis and nanofiltration membranes by transmissionelectron microscopy and streaming potential measurements, Environmental Science and Technology, 41 (2007), 942-949

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Membrane filtration

Membrane filtration Modelling Validation Conclusion 2/8

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Membrane filtration

Membrane filtration Modelling Validation Conclusion 2/8

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Membrane filtration

Membrane filtration Modelling Validation Conclusion 2/8

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Modelling

Resistance-in-series (RIS) Machine learning

Membrane filtration Modelling Validation Conclusion 3/8

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Modelling

Resistance-in-series (RIS) Machine learning

Membrane filtration Modelling Validation Conclusion 3/8

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Modelling

Mechanistic framework

I Navier-stokes equations for fluid flow → OpenFOAM

I Agent based model for disperse phase → Matlab

Membrane filtration Modelling Validation Conclusion 4/8

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Modelling

Membrane filtration Modelling Validation Conclusion 5/8

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Validation

Membrane filtration Modelling Validation Conclusion 6/8

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Validation

Membrane filtration Modelling Validation Conclusion 6/8

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Validation

Membrane filtration Modelling Validation Conclusion 6/8

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Validation

Membrane filtration Modelling Validation Conclusion 6/8

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Validation

Membrane filtration Modelling Validation Conclusion 6/8

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Validation

Membrane filtration Modelling Validation Conclusion 7/8

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Conclusion

Progress towards:I understanding the mechanisms of filter cake formationI quantifying the impact of:

I particle sizeI crossflow velocityI lift forcesI ...

Future work:I improving behaviour of particles in the filter cakeI extending interaction between filter cake and liquid phaseI use the Segre-Silberberg effect to reduce membrane fouling?

Membrane filtration Modelling Validation Conclusion 8/8

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Conclusion

Progress towards:I understanding the mechanisms of filter cake formationI quantifying the impact of:

I particle sizeI crossflow velocityI lift forcesI ...

Future work:I improving behaviour of particles in the filter cakeI extending interaction between filter cake and liquid phaseI use the Segre-Silberberg effect to reduce membrane fouling?

Membrane filtration Modelling Validation Conclusion 8/8

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Model-based analysis and optimisation of bioprocesses

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