Single- and Multi-Objective Optimization of Low Fat Ice-Cream Formulation, Based on Genetic Algorithms | ||
| Journal of Agricultural Science and Technology | ||
| Article 9, Volume 14, Issue 6, 2012, Pages 1285-1296 PDF (616.03 K) | ||
| Authors | ||
| M. Jamshidi1; N. Hamdami* 2; Sh. Dohkani3; J. Keramat3 | ||
| 1Department of Engineering, Islamic Azad University, Shahreza branch | ||
| 2Department of Food Science and Technology, College of Agriculture, Isfahan University of Technology, P. O. Box: 84156, Isfahan, Islamic Republic of Iran. | ||
| 3Department of Food Science and Technology, College of Agriculture, Isfahan University of Technology | ||
| Abstract | ||
| Application of either protein or carbohydrate-based products as fat replacers in low fat ice-creams can improve the properties of these products. However, the type and level of fat and fat replacer utilized are affected by such different parameters as functional ones, namely: viscosity and overrun, hardness and melting rate, nutritional properties (calories) as well as the price of the final product. Throughout the present study, single- and multi-objective optimization method as based on the genetic algorithms (GAs) was applied to select the suitable fat-free as well as low-fat ice-cream formulations. The data related to single-objective optimization of selected parameters revealed that the ice-creams containing 3.5% Simplesse plus 1.72% fat, and 2.95% Maltodextrin plus 1.87% fat have ended up with the most desirable functional objectives. The application of multi-objective optimization led to a range of solutions of different fat and fat replacer contents out of which the producers can adopt the most suitable choice depending on the needs. | ||
| Keywords | ||
| genetic algorithm; Low-fat ice-cream; single and multi objective optimization | ||
| References | ||
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