Application of artificial neural network for the prediction of biosorption capacity of immobilized Bacillus subtilis for the removal of cadmium ions from aqueous solution

Biochemical Engineering Journal

Volumn 84, Issue , 2014, Pages 83-90

  Ahmad, Muhammad Fayyaz ^a   Haydar, Sajjad ^a   Bhatti, Amanat Ali ^a   Bari, Abdul Jabbar ^a  

^a UNIVERSITY OF ENGINEERING AND TECHNOLOGY   (Pakistan)

Author keywords

Artificial neural network; Batch processing; Biosorption; Cadmium ions; Immobilized cell; Modeling

Indexed keywords

ARTIFICIAL NEURAL NETWORK MODELS; BIOSORPTION CAPACITY; CADMIUM BIOSORPTION; CADMIUM IONS; DETERMINATION COEFFICIENTS; IMMOBILIZED CELLS; INITIAL CONCENTRATION; LEVENBERG-MARQUARDT ALGORITHM;

BATCH DATA PROCESSING; BIOSORPTION; CADMIUM; CELL CULTURE; COMPUTER SIMULATION; IONS; MODELS; NEURAL NETWORKS;

CADMIUM COMPOUNDS;

CADMIUM;

ALGORITHM; AQUEOUS SOLUTION; ARTICLE; ARTIFICIAL NEURAL NETWORK; BACILLUS SUBTILIS; BIOSORPTION; INFRARED SPECTROSCOPY; NONHUMAN; PH; PREDICTION; PRIORITY JOURNAL; SCANNING ELECTRON MICROSCOPY; SIGMOID; TEMPERATURE;

EID: 84893508974     PISSN: 1369703X     EISSN: 1873295X     Source Type: Journal    
DOI: 10.1016/j.bej.2014.01.004     Document Type: Article

References (39)

1. Patterson J.W. Wastewater Treatment Technology 1977, Ann Arbor Science, Michigan.
2. US Environmental Protection Agency (USEPA) Integrated Risk Information System (IRIS) on Cadmium 1999, National Center for Environmental Assessment, Office of Research and Development, Washington, DC.
3. Friberg L., Piscator M., Nordberg G.F., Kjellstrom T. Cadmium in the Environment 1974, CRC Press, Cleveland, OH. second ed.
4. UK red list substances (UK) Environmental Protection (Prescribed Processes and Substances) Regulations (SI 1991/472) 1991.
5. Wase J., Forster C. Biosorbents for Metal Ions 1997, Taylor & Francis Ltd., Bristol, PA.
6. Lesmana S.O., Febriana N., Soetaredjo F.E., Sunarso J., Ismadji S. Studies on potential applications of biomass for the separation of heavy metals from water and wastewater. Biochem. Eng. J. 2009, 44:19-41.
7. Kang S.-Y., Lee J.-U., Kim K.-W. Biosorption of Cr(III) and Cr(VI) onto the cell surface of Pseudomonas aeruginosa. Biochem. Eng. J. 2007, 36:54-58.
8. Jeon C., Park J.Y., Yoo Y.J. Novel immobilization of alginic acid for heavy metal removal. Biochem. Eng. J. 2002, 11:159-166.
9. Aksu Z. Equilibrium and kinetic modelling of cadmium(II) biosorption by C. vulgaris in a batch system: effect of temperature. Sep. Purif. Technol. 2001, 21:285-294.
10. Arica M.Y., Kacar Y., Genc O. Entrapment of white-rotfungus Trametes versicolor in Ca-alginate beads: preparation and biosorption kinetic analysis for cadmium removal from an aqueous solution. Bioresour. Technol. 2001, 80(2):121-129.
11. Butter T.J., Evison L.M., Hancock I.C., Holland F.S., Matis K.A., Philipson A., Sheikh A.I., Zouboulis A.I. The removal and recovery of cadmium from dilute aqueous solutions by biosorption and electrolysis at laboratory scale. Water Res. 1998, 32:400-406.
12. Chang J.-S., Law R., Chang C.-C. Biosorption of lead, copper and cadmium by biomass of Pseudomonas aeruginosa PU21. Water Res. 1997, 31:1651-1658.
13. Goksungur Y., Uren S., Guvenc U. Biosorption of cadmium and lead ions by ethanol treated waste baker's yeast biomass. Bioresour. Technol. 2005, 96:103-109.
14. Gupta V.K., Rastogi A. Equilibrium and kinetic modelling of cadmium(II) biosorption by nonliving algal biomass Oedogonium sp. from aqueous phase. J. Hazard. Mater. 2008, 153:759-766.
15. Kao W.-C., Wu J.-Y., Chang C.-C., Chang J.-S. Cadmium biosorption by polyvinyl alcohol immobilized recombinant Escherichia coli. J. Hazard. Mater. 2009, 169:651-658.
16. Lu W.-B., Shi J.-J., Wang C.-H., Chang J.-S. Biosorption of lead, copper and cadmium by an indigenous isolate Enterobacter sp. J1 possessing high heavy-metal resistance. J. Hazard. Mater. 2006, B134:80-86.
17. Masoudzadeh N., Zakeri F., Lotfabad T.B., Sharafi H., Masoomi F., Zahiri H.S., Ahmadian G., Noghabi K.A. Biosorption of cadmium by Brevundimonas sp. ZF12 strain, a novel biosorbent isolated from hot-spring waters in high background radiation areas. J. Hazard. Mater. 2011, 197:190-198.
18. Rangsayatorn N., Pokethitiyook P., Upatham E.S., Lanza G.R. Cadmium biosorption by cells of Spirulina platensis TISTR 8217 immobilized in alginate and silica gel. Environ. Int. 2004, 30:57-63.
19. Say R., Denizli A., Arica M.Y. Biosorption of cadmium(II), lead(II) and copper(II) with the flamentous fungus Phanerochaete chrysosporium. Bioresour. Technol. 2001, 76:67-70.
20. Tsekova K., Todorova D., Dencheva V., Ganeva S. Biosorption of copper(II) and cadmium(II) from aqueous solutions by free and immobilized biomass of Aspergillus niger. Bioresour. Technol. 2010, 101:1727-1731.
21. Xiao X., Luo S., Zeng G., Wei W., Wan Y., Chen L., Guo H., Cao Z., Yang L., Chen J., Xi Q. Biosorption of cadmium by endophytic fungus (EF) Microsphaeropsis sp. LSE10 isolated from cadmium hyperaccumulator Solanum nigrum L. Bioresour. Technol. 2010, 101:1668-1674.
22. Zhou W., Wang J., Shen B., Hou W., Zhang Y. Biosorption of copper(II) and cadmium(II) by a novel exopolysaccharide secreted from deep-sea mesophilic bacterium. Colloids Surf. B 2009, 72:295-302.
23. Turp S.M., Eren B., Ates A. Prediction of adsorption efficiency for the removal of nickel(II) ions by zeolite using artificial neural network (ANN) approach. Fresen. Environ. Bull. 2011, 20:3158-3165.
24. Chen H., Kim A.S. Prediction of permeate flux decline in crossflow membrane filtration of colloidal suspension: a radial basis function neural network approach. Desalination 2006, 192:415-428.
25. Hong Y.-S.T., Rosen M.R., Bhamidimarri R. Analysis of a municipal wastewater treatment plant using a neural network-based pattern analysis. Water Res. 2003, 37:1608-1618.
26. 2+ removal from wastewater using electrodialysis. Chem. Eng. Process. 2009, 48:1371-1381.
27. Singh P., Deo M.C. Suitability of different neural networks in daily flow forecasting. Appl. Soft Comput. 2007, 7:968-978.
28. Turan N.G., Mesci B., Ozgonenel O. The use of artificial neural networks (ANN) for modeling of adsorption of Cu(II) from industrial leachate by pumice. Chem. Eng. J. 2011, 171:1091-1097.
29. Yetilmezsoy K., Demirel S. Artificial neural network (ANN) approach for modeling of Pb(II) adsorption from aqueous solution by Antep pistachio (Pistacia Vera L.) shells. J. Hazard. Mater. 2008, 153:1288-1300.
30. Volesky B. Sorption and Biosorption 2003, BV, Sorbex, Inc., Montreal, Canada.
31. Ashipala O.K., He Q. Optimization of fibrinolytic enzyme production by Bacillus subtilis DC-2 in aqueous two-phase system (poly-ethylene glycol 4000 and sodium sulfate). Bioresour. Technol. 2008, 99:4112-4119.
32. Dursun A.Y. A comparative study on determination of the equilibrium, kinetic and thermodynamic parameters of biosorption of copper(II) and lead(II) ions onto pretreated Aspergillus niger. Biochem. Eng. J. 2006, 28:187-195.
33. 2+ biosorption by Oscillatoria anguistissima. Process Biochem. 1999, 34:77-85.
34. Amini M., Younesi H., Bahramifar N. Statistical modeling and optimization of the cadmium biosorption process in an aqueous solution using Aspergillus niger. Colloids Surf. A 2009, 337:67-73.
35. Waranusantigula P., Pokethitiyooka P., Kruatrachuea M., Upathama E.S. Kinetics of basic dye (methylene blue) biosorption by giant duckweed (Spirodela polyrrhiza). Environ. Pollut. 2003, 125:385-392.
36. Fan T., Liu Y., Feng B., Zeng G., Yang C., Zhou M., Zhou H., Tan Z., Wang X. Biosorption of cadmium(II), zinc(II) and lead(II) by Penicillium simplicissimum: isotherms, kinetics and thermodynamics. J. Hazard. Mater. 2008, 160:655-661.
37. Han M.H., Yun Y.-S. Mechanistic understanding and performance enhancement of biosorption of reactive dyestuffs by the waste biomass generated from amino acid fermentation process. Biochem. Eng. J. 2007, 36:2-7.
38. Stuart B.H. Infrared Spectroscopy: Fundamentals and Applications 2004, 46-87. Wiley, Hoboken, NJ, USA.
39. Anayurt R.A., Sari A., Tuzen M. Equilibrium, thermodynamic and kinetic studies on biosorption of Pb(II) and Cd(II) from aqueous solution by macrofungus (Lactarius scrobiculatus) biomass. Chem. Eng. J. 2009, 151:255-261.