Modeling of the Removal of Arsenic Species from Simulated Groundwater Containing As, Fe, and Mn: A Neural Network Based Approach

Clean - Soil, Air, Water

Volumn 40, Issue 3, 2012, Pages 285-289

  Mondal, Prasenjit ^a   Mohanty, Bikash ^a   Balomajumder, Chandrajit ^a   Saraswati, Samir ^b  

^a INDIAN INSTITUTE OF TECHNOLOGY ROORKEE   (India)

^b MOTILAL NEHRU NATIONAL INSTITUTE OF TECHNOLOGY   (India)

Author keywords

Adsorption; Artificial neural network; GAC Fe; Granular activated charcoal; Surface modification

Indexed keywords

ADSORPTION; ARSENIC; ARTIFICIAL NEURAL NETWORK; CHARCOAL; GROUNDWATER POLLUTION; IRON; MANGANESE; MODELING; POLLUTANT REMOVAL;

EID: 84857736324     PISSN: 18630650     EISSN: 18630669     Source Type: Journal    
DOI: 10.1002/clen.201000536     Document Type: Article

References (22)

1. P. Mondal, C. B. Majumder, B. Mohanty, Laboratory Based Approaches for Arsenic Remediation from Contaminated Water: Recent Developments, J. Hazard. Mater. 2006, B137, 464- 479.
2. Office of Ground Water and Drinking Water, Implementation Guidance for the Arsenic Rule, EPA Report-816-D-02-005, Environmental Protection Agency (EPA), Cincinnati, USA 1998.
3. World Health Organisation (WHO), Guidelines for Drinking Water Quality, World Health Organisation (WHO), Geneva 1993, p. 41.
4. Commonwealth of Australia, Australian Drinking Water Guidelines, National Health and Medical Council, Agriculture and Resource Management Council of Australia and New Zealand (NHMRC), Commonwealth of Australia, Canberra 1996, PF S93.
5. S. Chakraborty, V. Dureja, G. Bhattachary, S. Maity, S. Bhattacharjee, Removal of Arsenic from Ground Water Using Low Cost Ferruginous Manganese Ore, Water Res. 2002, 36, 625- 632.
6. D. Mohan, C. U. Pittman, Arsenic Removal from Water/Wastewater Using Adsorbents - a Critical Review, J. Hazard. Mater. 2007, B142, 1- 53.
7. S. Sarkar, A. Gupta, R. K. Biswas, A. K. Deb, J. E. Greenleaf, A. K. SenGupta, Well-head Arsenic Removal Units in Remote Villages of Indian Subcontinent: Field Results and Performance Evaluation, Water Res. 2002, 39, 2196- 2206.
8. P. Lakshmipathiraj, B. R. V. Narasimhan, S. Prabhakar, G. B. Raju, Adsorption Studies of Arsenic on Mn-Substituted Iron Oxyhydroxide, J. Colloid Interface Sci. 2002, 304, 317- 322.
9. M. Zaw, M. T. Emett, Arsenic Removal from Water Using Advanced Oxidation Processes, Toxicol. Lett. 2002, 133, 113- 118.
10. W. Chen, R. Parette, J. Zou, F. S. Cannon, B. A. Dempsey, Arsenic Removal by Iron-modified Activated Carbon, Water Res. 2007, 41, 1851- 1858.
11. R. Goel, S. K. Kapoor, K. Misra, R. K. Sarma, Removal of Arsenic from Water by Different Adsorbents, Indian J. Chem. Technol. 2004, 11, 518- 525.
12. Z. Gu, B. Deng, J. Fang, Preparation and Evaluation of GAC-based Iron-containing Adsorbents for Arsenic Removal, Environ. Sci. Technol. 2005, 39, 3833- 3843.
13. 2+ Treated Activated Carbon, J. Water Pollut. Control Fed. 1989, 61, 1596- 1603.
14. 3+ Impregnated Activated Carbon: Effects of Shaking Time, pH and Temperature, J. Hazard. Mater. 2007, 144, 420- 426.
15. 3+ Impregnated Activated Carbon, J. Hazard. Mater. 2008, 150, 695- 702.
16. R. L. Vaughan, B. E. Reed, Modeling As(V) Removal by an Iron Oxide Impregnated Activated Carbon Using the Surface Complexation Approach, Water Res. 2005, 39, 1005- 1014.
17. P. Mondal, B. Mohanty, C. B. Majumder, N. Bhandari, Removal of Arsenic from Simulated Groundwater by GAC-Fe: A Modeling Approach, AIChE J. 2009, 55, 1860- 1871.
18. G. Cybenko, Approximations by Superpositions of a Sigmoidal Function, Math. Control Signals Syst. 1989, 4, 303- 314.
19. K. Funahashi, On the Approximate Realization of Continuous Mappings by Neural Networks, Neural Networks 1989, 2, 183- 192.
20. M. Nørgaard, O. Ravn, N. L. Poulsen, L. K. Hansen, Neural Networks for Modeling and Control of Dynamic Systems, 1st Ed., Springer-Verlag, London, Berlin, Heidelberg 2000.
21. M. Buragohain, A Novel Approach for ANFIS Modeling Based on Full Factorial Design, Appl. Soft Comput. J. 2008, 1, 609- 625.
22. P. Mondal, C. B. Majumder, B. Mohanty, Quantitative Separation of As(III) and As(V) from a Synthetic Water Solution Using Ion Exchange Column in Presence of Fe and Mn Ions, Clean - Soil Air Water 2007, 35, 255- 260.