Artificial Neural Network Modeling for Biosorption of Pb (II) Ions on Nanocellulose Fibers

BioNanoScience

Volumn 2, Issue 3, 2012, Pages 153-160

  Kardam, Abhishek ^a   Raj, Kumar Rohit ^a   Arora, Jyoti Kumar ^a   Srivastava, Shalini ^a  

^a DAYALBAGH EDUCATIONAL INSTITUTE   (India)

Author keywords

Artificial neural network; Bionanomaterials; Biosorption; Lead; Nanocellulose fibers

Indexed keywords

BACKPROPAGATION; BIOSORPTION; CELLULOSE; CELLULOSE NANOCRYSTALS; EFFICIENCY; LEAD; LEAD COMPOUNDS; MEAN SQUARE ERROR; NANOCELLULOSE; NEURAL NETWORKS; TOPOLOGY;

ARTIFICIAL NEURAL NETWORK MODELING; BIONANOMATERIALS; DEGREE OF CORRELATIONS; INITIAL CONCENTRATION; METAL CONCENTRATIONS; MINIMUM MEAN SQUARED ERROR; MULTI-LAYER PERCEPTRON NETWORKS; PREDICTIVE PERFORMANCE;

MULTILAYER NEURAL NETWORKS;

NANOCELLULOSE FIBER; NANOMATERIAL; UNCLASSIFIED DRUG;

ALGORITHM; ARTICLE; ARTIFICIAL NEURAL NETWORK; BIOSORPTION; CORRELATION COEFFICIENT; PERCEPTRON; PH; SENSITIVITY ANALYSIS; SIMULATION; TRANSMISSION ELECTRON MICROSCOPY;

EID: 84888621290     PISSN: 21911630     EISSN: 21911649     Source Type: Journal    
DOI: 10.1007/s12668-012-0045-6     Document Type: Article

References (27)

1. Rao, R. A. K., & Khan, M. A. (2009). Biosorption of bivalent metal ions from aqueous solution by an agricultural waste: kinetics, thermodynamics and environmental effects. Colloids and Surfaces A: Physicochemical and Engineering Aspects, 332, 121-128.
2. Gueu, S., Yao, B., Adouby, K., & Ado, G. (2007). Kinetics and thermodynamics study of lead adsorption on to activated carbons from coconut and seed hulls of the palm tree. International journal of Environmental Science and Technology, 4(1), 11-17.
3. Kurniawan, T. A., Chan, G. Y. S., Lo, W. H., & Babel, S. (2006). Physico chemical treatment techniques for wastewater laden with heavy metals. Chemical Engineering Journal, 118, 83-98.
4. Colvin, V. L. (2003). The potential environmental impact of engineered nanomaterials. Nature Biotechnology, 10, 1166-1170.
5. Diallo, M. S., Christie, S., Swaminathan, P., Johnson, J. H., & Goddard, W. A. (2005). Dendrimer enhanced ultra-filtration recovery of Cu (II) from aqueous solutions using Gx-NH2-PAMAM dendrimers with ethylene diamine core. Environment Science & Technology, 39, 1366-1377.
6. Theron, J., Walker, J. A., & Cloete, T. E. (2008). Nanotechnology and water treatment: applications and emerging opportunities. Critical Reviews in Microbiology, 34(1), 43-69.
7. Dhermendra, K. T., Behari, J., & Prasenjit, S. (2008). Application of nanoparticles in waste water treatment. World Applied Science Journal, 3(3), 417-433.
8. Zhang, W. X. (2003). Nanoscale iron particles for environmental remediation: an overview. Journal of Nanoparticle Research, 5, 323-332.
9. Botes, M., & Cloete, T. E. (2010). The potential of nanofibers and nanobiocides in water purification. Critical Reviews in Microbiology, 36(1), 68-81.
10. Paul, G. T., & Richard, L. J. (2006). Nanotechnologies for environmental cleanup. Nanotoday, 1(2), 44-48.
11. Karn, B., Kuiken, T., & Otto, M. (2009). Nanotechnology and in situ remediation: a review of the benefits and potential risks. Environment Health Perspectives, 117(12), 1823-1831.
12. Brar, S. K., Verma, M., Tyagi, R. D., & Surampalli, R. Y. (2010). Engineered nanoparticles in wastewater and wastewater sludge-evidence and impacts. Waste Management, 30, 504-520.
13. Samir, M. A., Alloin, F., & Dufresne, A. (2005). Review of recent research into cellulosic whiskers, their properties and their application in nanocomposites field. Biomacromolecules, 6, 612-626.
14. Visakh, P. M., & Thomas, S. (2010). Preparation of bionanomaterials and their polymer nanocomposites from waste and biomass. Waste Biomass Valorization, 1, 121-134.
15. Ma, H., Burger, C., Hsiao, B. S., & Chu, B. (2011). Ultra-fine cellulose nanofibers: new nano-scale materials for water purification. Journal of Materials Chemistry, 21, 7507-7510.
16. Ma, H., Hsiao, B. S., & Chu, B. (2012). Ultrafine cellulose nanofibers as efficient adsorbents for removal of UO2 in water. ACS Macro Letters, 1, 213-216.
17. Febrianto, J., Kosasih, A. N., Sunarso, J., Jua, Y. H., Indraswati, N., & Ismadji, S. (2009). Review equilibrium and kinetic studies in adsorption of heavy metals using biosorbent: a summary of recent studies. Journal of Hazardous Material, 162, 616-645.
18. Shetty, G. R., & Chellam, S. (2003). Predicting membrane fouling during municipal drinking water nanofiltration using artificial neural networks. Journal of Membrane Science, 217, 69-86.
19. Park, Y. S., Chon, T. S., Kwak, I. S., & Lek, S. (2004). Hierarchical community classification and assessment of aquatic ecosystems using artificial neural networks. Science of the Total Environment, 327, 105-122.
20. Raj, K. R., Kardam, A., Arora, J. K., & Srivastava, S. (2010). Artificial neural network (ANN) design for Hg-Se interactions and their effect on reduction of Hg uptake by radish plant. Journal of Radioanalytical and Nuclear Chemistry, 283, 797-801.
21. Kardam, A., Raj, K. R., Arora, J. K., & Srivastava, S. (2010). Neural network prediction of the effect of selenium on the reduction of plant uptake of cadmium. National Academy Science Letters, 33, 83-87.
22. Goyal, P., & Srivastava, S. (2008). Role of biosorbent Ficus religiosa leaf powder (FRLP) in chemical speciation of chromium: a green method for separation. Archives of Environment Protection, 34, 35-45.
23. Kardam, A., Goyal, P., Arora, J. K., Raj, K. R., & Srivastava, S. (2009). Novel biopolymeric material: synthesis and characterization for decontamination of cadmium from wastewater. National Academy Science Letters, 32, 179-181.
24. Goyal, P., & Srivastava, S. (2009). Characterization of novel Zea mays based biomaterial designed for toxic metals biosorption. Journal of Hazardous Material, 172, 1206-1211.
25. Iqbal, M., Saeed, A., & Akhtar, N. (2002). Petiolar felt shealth of palm, a new biosorbent for the removal of heavy metals from contaminated water. Bioresource Technology, 81, 151-153.
26. Ajmal, M., Rao, A. K. R., Rais, A., & Ahmad, J. (2003). Adsorption studies on rice husk: removal and recovery of Cd (II) from wastewater. Bioresource Technology, 86, 147-149.
27. Goyal, P., Sharma, P., Srivastava, S., & Srivastava, M. M. (2008). Saraca indica leaf powder for decontamination of lead: removal, recovery, adsorbent characterization and equilibrium modeling. International Journal of Environmental Science and Technology, 5, 27-34.