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Role of Feed Forward Neural Networks Coupled with Genetic Algorithm in Capitalizing of Intracellular Alpha-Galactosidase Production by Acinetobacter sp.
Joint Authors
Edupuganti, Sirisha
Mangamoori, Lakshmi N.
Sathish, Thadikamala
Potumarthi, Ravichandra
Source
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-8, 8 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-08-31
Country of Publication
Egypt
No. of Pages
8
Main Subjects
Abstract EN
Alpha-galactosidase production in submerged fermentation by Acinetobacter sp.
was optimized using feed forward neural networks and genetic algorithm (FFNN-GA).
Six different parameters, pH, temperature, agitation speed, carbon source (raffinose), nitrogen source (tryptone), and K2HPO4, were chosen and used to construct 6-10-1 topology of feed forward neural network to study interactions between fermentation parameters and enzyme yield.
The predicted values were further optimized by genetic algorithm (GA).
The predictability of neural networks was further analysed by using mean squared error (MSE), root mean squared error (RMSE), mean absolute error (MAE), mean absolute percentage error (MAPE), and R2-value for training and testing data.
Using hybrid neural networks and genetic algorithm, alpha-galactosidase production was improved from 7.5 U/mL to 10.2 U/mL.
American Psychological Association (APA)
Edupuganti, Sirisha& Potumarthi, Ravichandra& Sathish, Thadikamala& Mangamoori, Lakshmi N.. 2014. Role of Feed Forward Neural Networks Coupled with Genetic Algorithm in Capitalizing of Intracellular Alpha-Galactosidase Production by Acinetobacter sp.. BioMed Research International،Vol. 2014, no. 2014, pp.1-8.
https://search.emarefa.net/detail/BIM-1034442
Modern Language Association (MLA)
Edupuganti, Sirisha…[et al.]. Role of Feed Forward Neural Networks Coupled with Genetic Algorithm in Capitalizing of Intracellular Alpha-Galactosidase Production by Acinetobacter sp.. BioMed Research International No. 2014 (2014), pp.1-8.
https://search.emarefa.net/detail/BIM-1034442
American Medical Association (AMA)
Edupuganti, Sirisha& Potumarthi, Ravichandra& Sathish, Thadikamala& Mangamoori, Lakshmi N.. Role of Feed Forward Neural Networks Coupled with Genetic Algorithm in Capitalizing of Intracellular Alpha-Galactosidase Production by Acinetobacter sp.. BioMed Research International. 2014. Vol. 2014, no. 2014, pp.1-8.
https://search.emarefa.net/detail/BIM-1034442
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1034442