Optimization of the Viability of Probiotics in a New Fermented Milk Drink by the Genetic Algorithms for Response Surface Modeling
- 1 March 2003
- journal article
- Published by Wiley in Journal of Food Science
- Vol. 68 (2) , 632-638
- https://doi.org/10.1111/j.1365-2621.2003.tb05722.x
Abstract
Calcium gluconate (0.0 to 0.5%), sodium gluconate (0.0 to 1.0%), and N‐acetylglucosamine (0.0 to 1.0%) were added to skim milk to retain the viability ofLactobacillus acidophilusandBifidobacterium longum.To carry out response surface modeling, the regression method was performed on experimental results to build mathematical models. The models were then formulated as an objective function in an optimization problem that was consequently optimized using a genetic algorithm approach to obtain the maximum viability of the probiotics. The genetic algorithms (GAs) were examined to search for the optimal value. The results indicated that GAs were very effective for optimizing the activity of probiotic cultures.Keywords
This publication has 18 references indexed in Scilit:
- An investigation into the use of spatial coordinates for the genetic algorithm based solution of the fixture layout optimization problemInternational Journal of Machine Tools and Manufacture, 2002
- Studies on the Optimum Models of the Dairy Product Kou Woan Lao Using Response Surface MethodologyAsian-Australasian Journal of Animal Sciences, 2001
- Yogurt as probiotic carrier foodInternational Dairy Journal, 2001
- Optimization of an Extraction Procedure for the Quantification of Vitamin E in Tomato and Broccoli using Response Surface MethodologyJournal of Food Composition and Analysis, 2000
- Using genetic algorithms to optimise model parametersEnvironmental Modelling & Software, 1997
- Effects of ultra-high hydrostatic pressure treatments on the quality of tomato juiceFood Chemistry, 1995
- Microflora and acidification properties of yogurt and yogurt-related products fermented with commercially available starter culturesInternational Journal of Food Microbiology, 1993
- Differential induction of ?-galactosidase and phospho-?-galactosidase activities in the fermentation of whey permeate by Clostridium acetobutylicumApplied Microbiology and Biotechnology, 1987
- Effect of fructo‐oligosaccharides on intestinal microfloraMolecular Nutrition & Food Research, 1987
- Some New Three Level Designs for the Study of Quantitative VariablesTechnometrics, 1960