Fuzzy Identification and Modeling of a Gum-Protein Emulsifier in a Model Mayonnaise Color Development System
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Murad Samhouri
The aim of this study was to employ iota-carrageenan (IC) and wheat protein (WP) as an emulsifier alternative to egg yolk in a model mayonnaise system. A solution of 0.1% IC and 4% WP was prepared and used as an emulsifier in five different mayonnaise formulas. All mayonnaise treatments were evaluated and compared based on lightness and yellowness (i.e., L and b values respectively) at 4, 23, and 40°C. In addition, an adaptive neuro-fuzzy inference system (ANFIS) was used to model and identify the properties of the resulted mayonnaise, with the temperature and ratios. Experimental validation runs were conducted to compare the measured values and the predicted ones. The L value of the mayonnaise produced from different emulsifiers decreased at the lower storage temperature. The b-value was significantly the highest for mayonnaise formulated from 100% egg yolk. The comparison showed that the adoption of this neuro-fuzzy modeling technique (i.e., ANFIS) achieved a very satisfactory prediction accuracy of about 98%.
©2011 Walter de Gruyter GmbH & Co. KG, Berlin/Boston
Artikel in diesem Heft
- Shorter Communication
- Measurements of the Crystallization Rates of Amorphous Sucrose and Lactose Powders from Spray Drying
- Fuzzy Identification and Modeling of a Gum-Protein Emulsifier in a Model Mayonnaise Color Development System
- Quality of Wastewater of the Sudanese Fermentation Industry
- Effect of Pretreatment of Milk Quality Characteristics of Jibna-Beida (White Cheese)
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- Modelling of the Internal Cooling of Fish during Ice Storage
- Assessment of Decimal Reduction of Pathogens in Frozen Chicken Products Using Surface Pasteurization
- Quality and Physiochemical Properties of Banana Paste under Vacuum Dehydration
- Microstructural Characteristics of Dried Carrot Pieces and Real Time Observations during Their Exposure to Moisture
- Simplified Kinetics and Colour Formation in Sucrose Solutions Based on A-Dicarbonyl Compounds
- Interactions of WPI and Xanthan in Microstructure and Rheological Properties of Gels and Emulsions
- Moisture Sorption Behavior, and Effect of Moisture Content and Sorbitol on Thermo-Mechanical and Barrier Properties of Pectin Based Edible Films
- Combined Effects of Heat and PEF on Microbial Inactivation and Quality of Liquid Egg Whites
- An Investigation of the Stability of Double Fortified Salt during Storage and Distribution in Nigeria
- Extraction and Purification of C-Phycocyanin from Spirulina Platensis Employing Aqueous Two Phase Systems
- Critical Review
- Improvement in Food Packaging Industry with Biobased Nanocomposites
Artikel in diesem Heft
- Shorter Communication
- Measurements of the Crystallization Rates of Amorphous Sucrose and Lactose Powders from Spray Drying
- Fuzzy Identification and Modeling of a Gum-Protein Emulsifier in a Model Mayonnaise Color Development System
- Quality of Wastewater of the Sudanese Fermentation Industry
- Effect of Pretreatment of Milk Quality Characteristics of Jibna-Beida (White Cheese)
- Article
- Development of a Permeability Model for Palm Fruit Cake
- Modelling of the Internal Cooling of Fish during Ice Storage
- Assessment of Decimal Reduction of Pathogens in Frozen Chicken Products Using Surface Pasteurization
- Quality and Physiochemical Properties of Banana Paste under Vacuum Dehydration
- Microstructural Characteristics of Dried Carrot Pieces and Real Time Observations during Their Exposure to Moisture
- Simplified Kinetics and Colour Formation in Sucrose Solutions Based on A-Dicarbonyl Compounds
- Interactions of WPI and Xanthan in Microstructure and Rheological Properties of Gels and Emulsions
- Moisture Sorption Behavior, and Effect of Moisture Content and Sorbitol on Thermo-Mechanical and Barrier Properties of Pectin Based Edible Films
- Combined Effects of Heat and PEF on Microbial Inactivation and Quality of Liquid Egg Whites
- An Investigation of the Stability of Double Fortified Salt during Storage and Distribution in Nigeria
- Extraction and Purification of C-Phycocyanin from Spirulina Platensis Employing Aqueous Two Phase Systems
- Critical Review
- Improvement in Food Packaging Industry with Biobased Nanocomposites
