CFP last date
22 April 2024
Call for Paper
May Edition
IJCA solicits high quality original research papers for the upcoming May edition of the journal. The last date of research paper submission is 22 April 2024

Submit your paper
Know more
Reseach Article

Comparative Study of Topology of ANN Models for Adsorption of Colouring Agents from Aqueous Solutions using Adsorbents Synthesized from Agricultural Waste Material

by S. L. Pandharipande, Y. D. Urunkar, Ankit Singh
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 45 - Number 11
Year of Publication: 2012
Authors: S. L. Pandharipande, Y. D. Urunkar, Ankit Singh
10.5120/6828-9467

S. L. Pandharipande, Y. D. Urunkar, Ankit Singh . Comparative Study of Topology of ANN Models for Adsorption of Colouring Agents from Aqueous Solutions using Adsorbents Synthesized from Agricultural Waste Material. International Journal of Computer Applications. 45, 11 ( May 2012), 45-48. DOI=10.5120/6828-9467

@article{ 10.5120/6828-9467,
author = { S. L. Pandharipande, Y. D. Urunkar, Ankit Singh },
title = { Comparative Study of Topology of ANN Models for Adsorption of Colouring Agents from Aqueous Solutions using Adsorbents Synthesized from Agricultural Waste Material },
journal = { International Journal of Computer Applications },
issue_date = { May 2012 },
volume = { 45 },
number = { 11 },
month = { May },
year = { 2012 },
issn = { 0975-8887 },
pages = { 45-48 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume45/number11/6828-9467/ },
doi = { 10.5120/6828-9467 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T20:37:23.909044+05:30
%A S. L. Pandharipande
%A Y. D. Urunkar
%A Ankit Singh
%T Comparative Study of Topology of ANN Models for Adsorption of Colouring Agents from Aqueous Solutions using Adsorbents Synthesized from Agricultural Waste Material
%J International Journal of Computer Applications
%@ 0975-8887
%V 45
%N 11
%P 45-48
%D 2012
%I Foundation of Computer Science (FCS), NY, USA
Abstract

The ability of some solids to remove colour from solutions containing dyes has been known for over a century. Activated carbon has been quite successful for removal of impurities from exhaust gas and waste water streams. The highly porous nature of the carbon provides a large surface area for contaminants to get deposited. Artificial neural network is a black box modeling tool & is applied for several chemical engineering operations. In the present work ANN models 1,2 & 3 having different topologies have been developed for correlating input parameters like name of adsorbate, name of adsorbent, initial concentration of solute in aqueous solution & quantity of adsorbent with output parameters such as % adsorption & equilibrium concentration of solute in adsorbent. The novel feature of present work is selection of suitable ANN model based on topology.

References
  1. Saad S A, Isa K M, Bahari R, Desalination,1 (2010) 123.
  2. Malik P K, Journal of Hazardous Materials,113 (2004) 81.
  3. Nasim A K, Shaliza I, Piarapakaran S,Malaysian Journal of Science, 23 (2004) 43.
  4. M Hema , S Arivoli, International Journal of Physical Sciences, 2 (2007) 10.
  5. Anderson J. A, An Introduction to Neural Networks. (Prentice-Hall of India, Pvt Ltd; New Delhi), 1999.
  6. Pandharipande S. L, An Introduction to Artificial Neural Networks. (Denett Publications; Nagpur) 2008.
  7. Rumelhart D. E, McClleland, Back Propagation Training Algorithm Processing, M. I. T Press, Cambridge Massachusetts (1986).
  8. Fan J Y, Nikolau M, White R E, AIChEJ, 39 (1) 1993 82.
  9. Hoskins J C, Kaliyur K M, Himmelblau D M, AIChEJ, 37 (1) (1991) 137.
  10. Watanabe K, Abe M, Kubota M, Himmelblau D M, AIChEJ, 35 (11) (1989) 1803.
  11. Belsito S, Banerjee S, AIChEJ, 44 (12) (1998) 2675.
  12. Pandharipande S L, Badhe Y P, Chem Eng World, 38 (6) (2003) 70.
  13. Zamankhan P, Malinen P, Lepomaki H, AIChEJ, 43 (7) (1997) 1684.
  14. Baratti R, Vacca G, Servida A. Hydrocarbon Processing, 74 (1995) 35.
  15. Pandharipande S L, Agarwal R S, Gogte B B, Badhe Y P, Chem Eng World 38 (5) (2003) 78.
  16. Pandharipande S L, Badhe Y P, Chem Eng World 38 (8) (2003) 82.
  17. Pandharipande S L, Badhe Y P, IChE 45 (4) (2003) 256.
  18. Pandharipande S L, Mandavgane S A, Indian J Chem Technol 11 (6) (2004) 820.
  19. Pandharipande S L, Bhaise A, Poharkar A, Chem Eng world 39 (1) (2004) 50.
  20. Pandharipande S L, Badhe Y P, J Inst Eng 84 (3) (2004) 65.
  21. Pandharipande S L, Shah A M, Heena T, International Journal of Computer Applications 41 (9) (2012) 23.
  22. Pandharipande S L, Khonde R D, International Journal of Computer Applications 41 (4) (2012) 1.
  23. Yogesh. D. Urunkar, Major project report for M. Tech submitted to Rashtrasant Tukdoji Maharaj Nagpur University, Nagpur (2011)
  24. Pandharipande S L, Badhe Y. P, (2004) elite-ANN©, ROC No SW-1471.
Index Terms

Computer Science
Information Sciences

Keywords

Artificial Neural Network Modeling Topology Adsorption