Imperative role of neural networks coupled genetic algorithm on optimization of biohydrogen yield

International Journal of Hydrogen Energy

Volumn 36, Issue 7, 2011, Pages 4332-4339

  Prakasham, R S ^a   Sathish, T ^a   Brahmaiah, P ^a  

^a INDIAN INSTITUTE OF CHEMICAL TECHNOLOGY   (India)

Author keywords

Anaerobic fermentation; Biohydrogen; Genetic algorithm; Neural networks; Optimization

Indexed keywords

ANAEROBIC FERMENTATION; ANAEROBIC MICROBIAL CONSORTIA; BIOHYDROGEN; EXPERIMENTAL CONDITIONS; EXPERIMENTAL DATA; HIDDEN LAYERS; INPUT AND OUTPUTS; NETWORK TOPOLOGY; OPTIMUM CONDITIONS; ORTHOGONAL ARRAY; PREDICTION CAPABILITY; TRAINING DATA; YIELD VALUE;

ELECTRIC NETWORK TOPOLOGY; FERMENTATION; GENETIC ALGORITHMS; GLUCOSE; OPTIMIZATION;

NEURAL NETWORKS;

EID: 79952505541     PISSN: 03603199     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ijhydene.2011.01.031     Document Type: Article

References (29)

1. D.B. Levin, L. Pitt, and M. Love Biohydrogen production: prospects and limitations to practical application Int J Hydrogen Energy 29 2004 173 185
2. R.S. Prakasham, T. Sathish, P. Brahmaiah, Ch Subba Rao, R. Sreenivas Rao, and P.J. Hobbs Biohydrogen production from renewable agri-waste blend: optimization using mixer design Int J Hydrogen Energy 34 2009 6143 6148
3. J. Wang, and W. Wan Factors influencing fermentative hydrogen production: a review Int J Hydrogen Energy 34 2009 799 811
4. D. Das, and T.N. Veziroglu Advances in biological hydrogen production processes Int J Hydrogen Energy 33 2008 6046 6057
5. R.S. Prakasham, P. Brahmaiah, T. Sathish, and K.R.S. Sambasiva Rao Fermentative biohydrogen production by mixed anaerobic consortia: impact of glucose to xylose ratio Int J Hydrogen Energy 34 2009 9354 9361
6. Y.T. Fan, C.L. Li, J.J. Lay, H.H. Hou, and G.S. Zhang Optimization of initial substrate and pH levels for germination of sporing hydrogen producing anaerobes in cow dung compost Bioresour Technol 91 2 2004 189 193
7. B. Srinivasulu, R.S. Prakasham, A. Jetty, S. Srinivas, P. Ellaiah, and S.V. Ramakrishna Neomycin production with free and immobilized cells of Streptomyces marinensis in an airlift reactor Process Biochem 38 2002 593 598 (Pubitemid 35343666)
8. R. Sreenivas Rao, R.S. Prakasham, K. Krishna Prasad, S. Rajesham, P.N. Sarma, and L. Venkateshwar Rao Xylitol production by Candida sp.: parameter optimization using taguchi approach Process Biochem 39 2004 951 956 (Pubitemid 38503489)
9. R.S. Prakasham, Ch Subba Rao, R. Sreenivas Rao, and P.N. Sarma L-Asparaginase production by isolated Staphylococcus sp.-6A: design of experiment considering interaction effect for process parameters optimization J Appl Microbiol 102 2007 1382 1391 (Pubitemid 46646628)
10. T. Sathish, G.S. Lakshmi, Ch Subba Rao, P. Brahmaiah, and R.S. Prakasham Mixture design as first step for improved glutaminase production in solid state fermentation by isolated Bacillus sp. RSP-GLU Lett Appl Microbiol 47 2008 256 262
11. T. Sathish, and R.S. Prakasham Enrichment of glutaminase production by Bacillus subtilis RSP-GLU in submerged cultivation based on neural network-genetic algorithm approach J Chem Technol Biotechnol 85 2010 50 58
12. G.S. Lakshmi, Ch Subba Rao, R. Sreenivas Rao, P.J. Hobbs, and R.S. Prakasham Enhanced production of xylanase by a newly isolated Aspergillus terreus under solid state fermentation using palm industrial waste: a statistical optimization Biochem Eng J 48 2009 51 57
13. Y. Mahalaxmi, T. Sathish, Ch Subba Rao, and R.S. Prakasham Corn husk as a novel substrate for the production of rifamycin B by isolated Amycolatopsis sp. RSP 3 under SSF Process Biochem 45 2010 47 53
14. Y. Mahalaxmi, T. Sathish, and R.S. Prakasham Development of balanced medium composition for improved rifamycin B production by isolated Amycolatopsis sp. RSP-3 Lett Appl Microbiol 49 2009 533 538
15. Y.S. Kumar, R.S. Prakasam, and O.V.S. Reddy Optimisation of fermentation conditions for mango (Mangifera indica L.) wine production by employing response surface methodology Int J Food Sci Technol 44 2009 2320 2327
16. Y.T. Fan, Y.H. Zhang, S.F. Zhang, H.W. Hou, and B.Z. Ren Efficient conversion of wheat straw wastes into biohydrogen gas by cow dung compost Bioresour Technol 97 2006 500 505
17. Ch Subba Rao, T. Satish, M. Mahalaxmi, R. Sreenivas Rao, and R.S. Prakasham Modeling and optimization of fermentation factors for enhancement of alkaline protease production by isolated Bacillus circulans using feed-forward neural network and genetic algorithm J Appl Microbiol 104 2008 889 898 (Pubitemid 351257745)
18. Ch Subba Rao, T. Satish, P. Brahmaiah, P.T. Kumar, and R.S. Prakasham Development of mathematical model for Bacillus sp., growth and alkaline protease production kinetics J Chem Technol Biotechnol 84 2009 302 307
19. R. Sreenivas Rao, C.P. Jyothi, R.S. Prakasham, Ch Subba Rao, P.N. Sarma, and L.V. Rao Strain improvement of Candida tropicalis for the production of xylitol: biochemical and physiological characteristics of wild-type and mutant strain CT-OMV5 J Microbiol 44 2006 113 120 (Pubitemid 44891254)
20. R. Sreenivas Rao, C. Ganesh Kumar, R.S. Prakasham, and J. Phil Hobbs The taguchimethodology as a statistical tool for biotechnological applications: a critical appraisal Biotechnol J 3 2008 510 523 (Pubitemid 351618736)
21. R.S. Prakasham, P.R. Likhar, K. Rajyalaxmi, Ch Subba Rao, and B. Sreedhar Octadecanoic acid/silica particles synthesis for enzyme immobilization: characterization and evaluation of biocatalytic activity J Mol Catal B Enzym 55 1-2 2008 43 48
22. M.C. Coleman, K.K.S. Buck, and D.E. Block An integrated approach to optimization of Escherichia coli fermentations using historical data Biotechnol Bioeng 84 2003 274 285 (Pubitemid 37221529)
23. K.M. Desai, S.K. Akolkar, Y.P. Badhe, S.S. Tambe, and S.S. Lele Optimization of fermentation media for exopolysaccharide production from Lactobacillus plantarum using artificial intelligence based technique Process Biochem 41 2006 1842 1848 (Pubitemid 43767160)
24. H.H.P. Fang, C. Li, and T. Zhang Acidophilic biohydrogen production from rice slurry Int J Hydrogen Energy 31 2006 683 692
25. F. Wen, N.U. Nair, and H. Zhao Protein engineering in designing tailored enzymes and microorganisms for biofuels production Cur Opin Biotechnol 20 2009 412 419
26. Yang Mu, and H. Yu Simulation of biological hydrogen production in a UASB reactor using neural network and genetic algorithm Int J Hydrogen Energy 32 2007 3308 3314 (Pubitemid 47562226)
27. J. Wang, and W. Wan Optimization of fermentative hydrogen production process using genetic algorithm based on neural network and response surface methodology Int J Hydrogen Energy 34 2009 255 261
28. J. Wang, and W. Wan Application of desirability function based on neural network for optimizing biohydrogen production process Int J Hydrogen Energy 34 2009 1253 1259
29. L.M.R. Colunga, R.G. García, and A.D.L. Rodríguez Estimation of hydrogen production in genetically modified E.coli fermentations using an artificial neural network Int J Hydrogen Energy 35 2010 13186 13192