Experimental analysis, modeling and optimization of chromium (VI) removal from aqueous solutions by polymer-enhanced ultrafiltration

Journal of Membrane Science

Volumn 456, Issue , 2014, Pages 139-154

  Chakraborty, S ^a   Dasgupta, J ^b   Farooq, U ^b   Sikder, J ^b   Drioli, E ^a   Curcio, S ^a  

^a UNIVERSITY OF CALABRIA   (Italy)

^b NATIONAL INSTITUTE OF TECHNOLOGY   (India)

Author keywords

Artificial Neural Network; Central Composite Design; Optimization; Polymer enhanced ultrafiltration; Removal of chromium (VI)

Indexed keywords

ARTIFICIAL NEURAL NETWORK MODELS; CENTRAL COMPOSITE DESIGNS; EXPERIMENTAL ANALYSIS; MODELING AND OPTIMIZATION; POLYMER ENHANCED ULTRAFILTRATION; REMOVAL OF CHROMIUM; RESPONSE SURFACE METHODOLOGY; TRANSMEMBRANE PRESSURES;

CHELATION; CHROMIUM; HEAVY METALS; METAL IONS; NEURAL NETWORKS; POLYMERS; SURFACE PROPERTIES;

OPTIMIZATION;

CHROMIUM; POLYMER;

ACCURACY; AQUEOUS SOLUTION; ARTICLE; ARTIFICIAL NEURAL NETWORK; CONTROLLED STUDY; HEAVY METAL REMOVAL; MEMBRANE; PH; PRESSURE; PRIORITY JOURNAL; RESPONSE SURFACE METHOD; SURFACE PROPERTY; ULTRAFILTRATION;

EID: 84893696891     PISSN: 03767388     EISSN: 18733123     Source Type: Journal    
DOI: 10.1016/j.memsci.2014.01.016     Document Type: Article

References (43)

1. Wang J., Pan K., He Q., Cao B. Polyacrylonitrile/polypyrrole core/shell nanofiber mat for the removal of hexavalent chromium from aqueous solution. J. Hazard. Mater. 2013, 244-245:121-129.
2. Yusof A.M., Malek N.A.N.N. Removal of Cr (VI) and As (V) from aqueous solutions by HDTMA-modified zeolite Y. J. Hazard. Mater. 2009, 162:1019-1024.
3. Aroua M.K., Zuki F.M., Sulaiman N.M. Removal of chromium ions from aqueous solutions by polymer-enhanced ultrafiltration. J. Hazard. Mater. 2007, 147:752-758.
4. Liu Y., Yuan D., Yan J., Li Q., Ouyang T. Electrochemical removal of chromium from aqueous solutions using electrodes of stainless steel nets coated with single wall carbon nanotubes. J. Hazard. Mater. 2011, 186:473-480.
5. Krishnani K.K., Srinivesa S., Mohapatraa B.C., Boddu V.M., Hao J., Meng X., Mulchandani A. Hexavalent chromium removal mechanism using conducting polymers. J. Hazard. Mater. 2013, 252-253:99-106.
6. Bhatti M.S., Reddy A.S., Kalia R.K., Thukral A.K. Modeling and optimization of voltage and treatment time for electrocoagulation removal of hexavalent chromium. Desalination 2011, 269:157-162.
7. Parida K., Mishra K.G., Dash S.K. Adsorption of toxic metal ion Cr (VI) from aqueous state by TiO2-MCM-41: equilibrium and kinetic studies. J. Hazard. Mater. 2012, 241-242:395-403.
8. Alvarado L., Torres I.R., Chen A. Integration of ion exchange and electrodeionization as a new approach for the continuous treatment of hexavalent chromium wastewater. Sep. Purif. Technol. 2013, 105:55-62.
9. Jayalakshmi A., Rajesh S., Senthilkumar S., Mohan D. Epoxy functionalized poly(ether-sulfone) incorporated cellulose acetate ultrafiltration membrane for the removal of chromium ions. Sep. Purif. Technol. 2012, 90:120-132.
10. Fu F., Wang Q. Removal of heavy metal ions from wastewaters: a review. J. Environ. Manag. 2011, 92:407-418.
11. Mondal S., Ouni H., Dhahbi M., De S. Kinetic modeling for dye removal using polyelectrolyte enhanced ultrafiltration. J. Hazard. Mater. 2012, 229-230:381-389.
12. Magnenet C., Jurin F.E., Lakard S., Buron C.C., Lakard B. Polyelectrolyte modification of ultrafiltration membrane for removal of copper ions. Colloids Surf. A: Physicochem. Eng. Asp. 2013, 435:170-177.
13. Ennigrou D.J., Gzara L., Romdhane M.R.B., Dhahbi M. Cadmium removal from aqueous solutions by polyelectrolyte enhanced ultrafiltration. Desalination 2009, 246:363-369.
14. Desai K.R., Murthy Z.V.P. Removal of silver from aqueous solutions by complexation-ultrafiltration using anionic polyacrylamide. Chem. Eng. J. 2012, 185-186:187-192.
15. Sánchez J., Rivas B.L. Cationic hydrophilic polymers coupled to ultrafiltration membranes to remove chromium (VI) from aqueous solution. Desalination 2011, 279:338-343.
16. Balaska F., Bencheikh-Lehocine M., Chikhi M., Meniai A.-H., Bouledjouidja A. Experimental study and simulation of complexation reaction of chromium by EDTA for its recovery by ultrafiltration. Energy Proc. 2012, 19:249-258.
17. Barakat M.A., Schmidt E. Polymer-enhanced ultrafiltration process for heavy metals removal from industrial wastewater. Desalination 2010, 256:90-93.
18. Cojocaru C., Zakrzewska-Trznadel G. Response surface modeling and optimization of copper removal from aqua solutions using polymer assisted ultrafiltration. J. Membr. Sci. 2007, 298:56-70.
19. Mimoune S., Amrani F. Experimental study of metal ions removal from aqueous solutions by complexation-ultrafiltration. J. Membr. Sci. 2007, 298:92-98.
20. Mondal S., Mlouka S.B., Dhahbi M., De S. A physico-chemical model for polyelectrolyte enhanced ultrafiltration. J. Membr. Sci. 2011, 376:142-152.
21. Zeng J., Ye H., Hu Z. Application of the hybrid complexation-ultrafiltration process for metal ion removal from aqueous solutions. J. Hazard. Mater. 2009, 161:1491-1498.
22. Shao J., Qin Shu, Davidson J., Li W., He Y., Zhou H.S. Recovery of nickel from aqueous solutions by complexation-ultrafiltration process with sodium polyacrylate and polyethylenimine. J. Hazard. Mater. 2013, 244-245:472-477.
23. Arthanareeswaran G., Thanikaivelan P., Jaya N., Mohan D., Raajenthiren M. Removal of chromium from aqueous solution using cellulose acetate and sulfonated poly(ether ether ketone) blend ultrafiltration membranes. J. Hazard. Mater. 2007, B139:44-49.
24. Labanda J., Khaidar M.S., Llorens J. Feasibility study on the recovery of chromium (III) by polymer enhanced ultrafiltration. Desalination 2009, 249:577-581.
25. Cojocaru C., Zakrzewska-Trznadel G., Jaworska A. Removal of cobalt ions from aqueous solutions by polymer assisted ultrafiltration using experimental design approach. Part 1: optimization of complexation conditions. J. Hazard. Mater. 2009, 169:599-609.
26. Cojocaru C., Zakrzewska-Trznadel G., Miskiewicz A. Removal of cobalt ions from aqueous solutions by polymer assisted ultrafiltration using experimental design approach Part 2: optimization of hydrodynamic conditions for a cross-flow ultrafiltration module with rotating part. J. Hazard. Mater. 2009, 169:610-620.
27. Balaska F., Bencheikh-Lehocine M., Chikhi M., Meniai A.-H., Bouledjouidja A. Removal of chromium (III) ions from aqueous solutions by polymer assisted ultrafiltration using experimental and calculation approach. Part 1: optimization of complexation conditions. Energy Proc. 2012, 18:622-631.
28. Korus I., Loska K. Removal of Cr(III) and Cr(VI) ions from aqueous solutions by means of polyelectrolyte-enhanced ultrafiltration. Desalination 2009, 247:390-395.
29. Desai K.M., Survase S.A., Saudagar P.S., Lele S.S., Singhal R.S. Comparison of artificial neural network (ANN) and response surface methodology (RSM) in fermentation media optimization: case study of fermentative production of scleroglucan. BioChem. Eng. J. 2008, 41:266-273.
30. Curcio S., Scilingo G., Calabrò V., Iorio G. Ultrafiltration of BSA in pulsating conditions: an artificial neural networks approach. J. Membr. Sci. 2005, 246:235-247.
31. Soleimani R., Shoushtari N.A., Mirza B., Salahi A. Experimental investigation, modeling and optimization of membrane separation using artificial neural network and multi-objective optimization using genetic algorithm, chemical engineering research and design 2013, 91:883-903.
32. Kumar R., Pal P. Response surface-optimized Fenton[U+05F3]s pre-treatment for chemical precipitation of struvite and recycling of water through downstream nanofiltration. Chem. Eng. J. 2012, 210:33-44.
33. Myers R.H., Montgomery D.C., Anderson-Cook C.M. Response Surface Methodology: Process and Product Optimization Using Designed Experiments 2009, John Wiley & Sons, Inc., Hoboken, New Jersey. third ed.
34. Arulkumar M., Thirumalai K., Sathishkumar P., Palvannan T. Rapid removal of chromium from aqueous solution using novel prawn shell activated carbon. Chem. Eng. J. 2012, 185-186:178-186.
35. Tetko I.V., Livingstone D.J., Luik A.I. Neural network studies. 1. Comparison of overfitting and overtraining. J. Chem. Inf. Comput. Sci. 1995, 35:826-833.
36. MacKay D.J.C. Bayesian interpolation. Neural Comput. 1992, 4(3):415-447.
37. S.N. Moiseev, Universal derivative-free optimization method with quadratic convergence, 2011, arxiv:1102.1347v1.
38. Juang R.S., Chiou C.H. Ultrafiltration rejection of dissolved ions using various weakly basic water-soluble polymers. J. Membr. Sci. 2000, 177:207-214.
39. Bansal R.C., Goyal M. Activated Carbon Adsorption 2005, Taylor & Francis Group, LLC.
40. Dutta B.K. Principles of Mass Transfer and Separation Processes 2009, PHI Learning Private Limited, New Delhi.
41. Khayet M., Cojocaru C., Essalhi M. Artificial neural network modeling and response surface methodology of desalination by reverse osmosis. J. Membr. Sci. 2011, 368:202-214.
42. Camarillo R., Pérez Á., Cañizares P., de Lucas A. Removal of heavy metal ions by polymer enhanced ultrafiltration Batch process modeling and thermodynamics of complexation reactions. Desalination 2012, 286:193-199.
43. Rahmaniana B., Pakizeha M., Akbar Mansoori S.A., et al. Prediction of MEUF process performance using artificial neural networks and ANFIS approaches. J. Taiwan Inst. Chem. Eng. 2012, 43(4):558-565.