FOULING EFFECT ON CONTROLLER TUNING IN MEMBRANE BIOREACTOR FILTRATION PROCESS
DOI:
https://doi.org/10.11113/jt.v78.10066Keywords:
Membrane filtration process, Fouling, PID controller TuningAbstract
This paper presents an initial investigation on controller tuning with the effect on membrane fouling in submerged membrane bioreactor (SMBR). This work employed proportional integral derivative (PID) controller to control SMBR filtration process. The PID controller is tuned using three different methods which are Ziegler Nichols (ZN), Cohen Coon (CC) and integral time-weight absolute error (ITAE) tuning. The PID controller is used to control the SMBR filtration permeate flux. Transmembrane pressure (TMP) was observed during the filtration process that will determine fouling effect on controller tuning. The simulation work is done using artificial neural network (ANN) model that was developed in our previous work. Different set points were tested to see the robustness of the controller tuning. The overall result shows the ITAE tuning method performs better compare with other tuning methods in term of its overshoot, settling time and integral absolute error (IAE) with 0.66%, 9.1 second and 82.68 respectively. This tuning method provides precise control performance in the same time it will prevent from decrement of flux in the filtration cycle.
References
S. Judd. 2008. The Status Of Membrane Bioreactor Technology. Trends Biotechnol. 26(2): 109-16.
S. Judd. 2010. The MBR Book Principles and Applications of Membrane Bioreactors in Water and Wastewater Treatment. Second Edi. Elsevier.
I. Chang, P. Le Clech, B. Jefferson, and S. Judd. 2002. Membrane Fouling in Membrane Bioreactors for Wastewater Treatment. J. Environ. Eng. 128(11): 1018-1029.
P. Le-Clech, V. Chen, and A. G. Fane. 2006. Fouling In Membrane Bioreactors Used In Wastewater Treatment. J. Memb. Sci. 284: 17-53.
Z. Yusuf, N. Abdul Wahab, and S. Sahlan. 2015. Fouling Control Strategy For Submerged Membrane Bioreactor Filtration Processes Using Aeration Airflow, Backwash, And Relaxation: A Review. Desalin. Water Treat. 1-13.
H. Kaneko and K. Funatsu. 2012. Visualization of Models Predicting Transmembrane Pressure Jump for Membrane Bioreactor. Ind. Eng. Chem. Res. 51(28): 9679-9686.
J. Busch, A. Cruse, and W. Marquardt. 2007. Run-to-run Control Of Membrane Filtration Processes. AIChE J. 53(9): 2316-2328.
G. Ferrero, I. Rodriguez-roda, and J. Comas. 2012. Automatic Control Systems For Submerged Membrane Bioreactors: A State-Of-The-Art Review. Water Res. 46: 3421-3433.
S. Curcio, V. Calabrò, and G. Iorio. 2011. Design and Tuning Of Feedback Controllers: Effects On Proteins Ultrafiltration Process Modeled By A Hybrid System. Desalin. Water Treat. 34: 295-303.
Ã. Robles, F. Durán, M. V. Ruano, J. Ribes, A. Rosado, and J. Ferrer. 2015. Instrumentation, Control , And Automation For Submerged Anaerobic Membrane Bioreactors. Environ. Technol. 36(14): 37-41.
H. Monclús, J. Sipma, G. Ferrero, I. Rodriguez-roda, and J. Comas. 2010. Biological Nutrient Removal In An MBR Treating Municipal Wastewater With Special Focus On Biological Phosphorus Removal. Bioresour. Technol. 101: 3984-3991.
F. G. Martins. 2005. Tuning PID Controllers using the ITAE Criterion. Int. J. Eng. Educ. 21(5): 867-873.
N. Kamaruddin, Z. Janin, Z. Yusuf, and M. N. Taib. 2009. PID Controller Tuning For Glycerin Bleaching Process Using Well-Known Tuning Formulas - A Simulation Study. IECON Proc. (Industrial Electron. Conf. 1682-1686.
Z. Yusuf, N. Abdul Wahab, and S. Sahlan. 2015. Dynamic Model Development for Submerged Membrane Filtration Process Using Recurrent Artificial Neural Network with Control Application. 1st ICRIL-International Conference on Innovation in Science and Technology.
C. A. Smith and A. B. Corripio. 1997. Principles and Practices of Automatic Process Control. Second. Wiley.
Downloads
Published
Issue
Section
License
Copyright of articles that appear in Jurnal Teknologi belongs exclusively to Penerbit Universiti Teknologi Malaysia (Penerbit UTM Press). This copyright covers the rights to reproduce the article, including reprints, electronic reproductions, or any other reproductions of similar nature.