Journals / Turkish Journal of Agriculture and Forestry / 2014 / Cilt: 38 - Sayı: 5

Modeling of rheological properties of mellorine mix including diferent oil and gum types by combined design, ANN, and ANFIS models

Pages
745–757
Publication Date
2022-10-19
DOI
—
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AI Summary & Key Takeaways

AI Insight
⚡ TL;DR(Too Long; Didn't Read)

According to thecombined design, the optimum gum concentration was determined to be 56.3% xanthan gum and 43.7% locust bean gum.

📌 3 Key Takeaways

🎯
Objective & Hypothesis:In the present study, the efects of 2 diferent oil types (soybean and olive oil) and 3 diferent gums (xanthan gum, sodiumalginate, locust bean gum, and their blends) on the rheological and physicochemical properties (pH, titratable acidity, moisture, andcolor), overrun, melting rate, melting time, and sensory properties of frozen mellorine samples were determined.
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Key Findings & Data:Apparent viscosityof all mix samples decreased with shear rate, meaning that mellorine mix samples showed shear thinning behavior.
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Conclusion & Impact:According to thecombined design, the optimum gum concentration was determined to be 56.3% xanthan gum and 43.7% locust bean gum.
🔬Design:Modeling & Simulation
📍Scope:Comprehensive Sample
⚙️Variables:Domain Parameters

Abstract

In the present study, the efects of 2 diferent oil types (soybean and olive oil) and 3 diferent gums (xanthan gum, sodiumalginate, locust bean gum, and their blends) on the rheological and physicochemical properties (pH, titratable acidity, moisture, andcolor), overrun, melting rate, melting time, and sensory properties of frozen mellorine samples were determined. Apparent viscosityof all mix samples decreased with shear rate, meaning that mellorine mix samples showed shear thinning behavior. Mellorine mixsamples showed Ostwald de Waele fow behavior (R2 ≥ 0.9915). Viscous synergy indexes were calculated to determine if the gums hadsynergic interaction. Te viscous synergy index value of the xanthan and locust bean gum combination was found to be approximately1.80, indicating synergic interaction between them. Te efects of diferent gums on the apparent viscosity values at 50 s 1 (η 50) weresatisfactorily modeled by a modifed power-law model. Te adaptive neuro-fuzzy inference system (ANFIS) model was also found to besufcient to predict apparent viscosity values based on the oil type, gum concentrations, and shear rate (R2 = 0.9121). According to thecombined design, the optimum gum concentration was determined to be 56.3% xanthan gum and 43.7% locust bean gum.

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Cite This Article

TOKER, Ö. S., KARASU, S., DOĞAN, M., CANIYILMAZ, E. (2022). Modeling of rheological properties of mellorine mix including diferent oil and gum types by combined design, ANN, and ANFIS models. Turkish Journal of Agriculture and Forestry, Cilt: 38 - Sayı: 5, 745–757. https://ajindex.com/articles/599496

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