Growth characteristics modeling of Lactobacillus acidophilus using RSM and ANN

Brazilian Archives of Biology and Technology

Volumn 57, Issue 1, 2014, Pages 15-22

  Meena, Ganga Sahay ^a   Kumar, Nitin ^a   Majumdar, Gautam Chandra ^a   Banerjee, Rintu ^a   Meena, Pankaj Kumar ^b   Yadav, Vijesh ^b  

^a INDIAN INSTITUTE OF TECHNOLOGY   (India)

^b NATIONAL DAIRY RESEARCH INSTITUTE   (India)

Author keywords

Artificial neural network (ANN); Box behnken besign (BBD); Genetic algorithms (GA); Response surface methodology (RSM)

Indexed keywords

EID: 84895148789     PISSN: 15168913     EISSN: 16784324     Source Type: Journal    
DOI: 10.1590/S1516-89132014000100003     Document Type: Article

References (23)

1. Ballongue J. Bifidobacteria and probiotic action probiotics, the Scientific Basis. J Dairy Sci. 1992; 7: 357-413.
2. Bhadoria PBS, Mahapatra SC. Prospects, technological aspects and limitations of probiotics - a worldwide review. Eur J Food Res Review. 2011; 2: 23-42.
3. Biavati B, Vescovo M, Torriabi S, Bottazzi V. Bifidobacteria: history, ecology, physiology and applications. Anal Microbiol. 2000; 50: 117-131.
4. Coelho LF, Lima CJBD, Rodovalho CM, Bernardo MP, Contiero J. Lactic acid production by new Lactobacillus plantarum LMISM6 grown in molasses: optimization of medium composition. Braz J Chem Eng. 2011; 28: 27-36.
5. st ed. New Delhi: Asian Book Private Limite. 2005; 357-382.
6. Dutta JR, Dutta PK, Banerjee R. Optimization of culture parameters for extracellular protease production from a newly isolated Pseudomonas sp. using response surface and artificial neural network models. Process Biochem. 2004; 39: 2193-2198.
7. Gangadharan D, Sivaramakrishnan S, Nampoothiri KM, Sukumaran RK, Pandey A. Response surface methodology for the optimization of alpha amylase production by Bacillus amyloliquefaciens. Bioresour Technol. 2008; 99: 4597-4602.
8. Kumari A, Mahapatra P, Banerjee R. Statistical optimization of culture conditions by response surface methodology for synthesis of lipase with Enterobacter aerogenes. Braz Arch Biol Technol. 2009; 52: 1349-1356.
9. Kumari KS, Babu IS, Rao GH. Process optimization for citric acid production from raw glycerol using response surface methodology, Indian J Biotech. 2008; 7: 496-501. '
10. Lima CJBD, Coelho LF, Blanco KC, Contiero J. Response surface optimization of D (-)-lactic acid production by Lactobacillus SMI8 using corn steep liquor and yeast autolysate as an alternative nitrogen source. AfrJBiotechnol. 2009; 8:5842-5846.
11. Meena GS, Gupta S, Majumdar GC, Banerjee R. Growth characteristics modeling of Bifidobacterium bifidum Using RSM and ANN. Braz Arch Biol Technol. 2011; 54: 1357-1366.
12. Mitsuoka T. Bifidobacteria and their role in human health. J Ind Microbiol. 1990; 6: 263-268.
13. nd ed. Hoboken: Wiley-Interscience; 2002.
14. Nagarjun PA, Rao RS, Rajesham S, Rao LV. Optimization of lactic acid production in SSF by Lactobacillus amylovorus NRRL B-4542 Using Taguchi Methodology. J Microbiol. 2005; 43: 38-43.
15. Negi S, Banerjee R. Optimization of extraction and purification of glucoamylase produced by Aspergillus awamori in solid state fermentation. Biotech Bioprocess Eng. 2009; 14:60-66.
16. st ed. New Delhi: Prentice Hall of India; 2004.
17. Sanders ME. Probiotics. Food Biotechnol. 1999; 53: 67-77.
18. Schezenmeir J, De Vrese M. Probiotics, Prebiotics, and Symbiotic-Approaching a definition. Am J Clin Nutr. 2001; 73: 361-364.
19. Sen R, Babu KS. Modeling and optimization of the process conditions for biomass production and sporulation of a probiotic culture. Process Biochem. 2005; 40: 2531-2538.
20. Shah NP. Functional cultures and health benefits. Int Dairy J. 2007; 17: 1262-1277.
21. Sharma M, Mridula D, Gupta RK. Development of sprouted wheat based probiotic beverage. J Food Sci Technol. 2013; 1-8.
22. Usmiati S, Marwati T. Selection and optimization process of bacteriocin production from Lactobacillus sp. Indones JAgric. 2009; 2: 82-92.
23. Ziemer CJ, Gibson GR. An overview of probiotics, prebiotics and symbiotic in the functional food concept: perspectives and future strategies. Int Dairy J. 1998; 8: 473-479.