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

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

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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  • Adapa S, Dingeldein H, Schmidt KA, Herald TJ (2000). Rheological properties of ice cream mixes and frozen ice creams containing fat and fat replacers. J Dairy Sci 83: 2224–2229.
  • AOAC (1990). Ofcial Methods of Analysis of the Association of Ofcial Analytical Chemists. 15th ed. Washington, DC, USA: AOAC.
  • Arıcı M, Ersöz Tatlısu NB, Toker ÖS, Yılmaz MT, Cankurt H, Durak MZ, Sağdıç O (2013). Microbiological, steady and dynamic rheological characterization of boza samples: temperature sweep tests and applicability of Cox–Merz rule. Turk J Agric For 38: 377–388.
  • Bahnassey YA, Breene WM (1994). Rapid visco-analyzer (RVA) pasting profles of wheat, corn, waxy corn, tapioca and amaranth starches (A. hypochondriacus and A. cruentus) in the presence of konjac flour, gellan, guar, xanthan and locust bean gum. Starch 46: 134–141.
  • Bourne MC (2002). Food Texture and Viscosity: Concept and Measurement. 2nd ed. London, UK: Academic Press.
  • Cairns P, Miles MJ, Morris VJ, Brownsey GJ (1987). X-ray fibre- difraction studies of synergistic, binary polysaccharide gels. Carbohyd Res 160: 411–423.
  • Chang Y, Hartel R (2002). Development of air cells in a batch ice cream freezer. J Food Eng 55: 71–78.
  • Clarke C (2004). Te Science of Ice Cream. Cambridge, UK: Te Royal Society of Chemistry.
  • Cobaner M, Unal B, Kisi O (2009). Suspended sediment concentration estimation by an adaptive neuro-fuzzy and neural network approaches using hydro-meteorological data. J Hydrol 367: 52–61.
  • Dea ICM, Morris ED, Rees DA, Welsh EJ (1977). Associations of like and unlike polysaccharides: mechanism and specifcity in galactomannans, interacting bacterial polysaccharides, and related systems. Carbohyd Res 57: 249–272.
  • Dickinson E, Stainsby G (1982). Colloids in Food. London, UK: Applied Science Publishers.
  • Dogan M (2007). Rheological and physicochemical characteristics of ice cream mix with molasses in a model system. Milchwissenschaf 62: 195–198.
  • Dogan M, Akgul A (2005). Characteristics and fatty aced compositions of Rhuscoriaria cultivars from southeast Turkey. Chem Nat Compd 41: 724–725.
  • Dogan M, Ersoz NB, Toker OS, Kaya Y, Canıyılmaz E (2013a). Optimization of gum combination for instant pudding based on creep and recovery parameters by mixture design approach. Eur Food Res Technol 238: 47–58.
  • Dogan M, Kayacier A (2007). Te efect of ageing at a low temperature on the rheological properties of Kahramanmaras-type ice cream mix. Int J Food Prop 10: 19–24.
  • Dogan M, Kayacier A, Toker OS, Yilmaz MT, Karaman S (2013b). Steady, dynamic, creep, and recovery analysis of ice cream mixes added with diferent concentrations of xanthan gum. Food Bioprocess Tech 6: 1420–1433.
  • Dogan M, Toker OS, Aktar T, Goksel M (2013c). Optimization of gum combination in prebiotic instant hot chocolate beverage model system in terms of rheological aspect: mixture design approach. Food Bioprocess Tech 6: 783–794.
  • Dogan M, Toker OS, Goksel M (2011). Rheological behaviour of instant hot chocolate beverage: Part 1. Optimization of the efect of diferent starches and gums . Food Biophys 6: 512–518.
  • Erkaya T, Dağdemir E, Şengül M (2012). Infuence of Cape gooseberry (Physalis peruviana L.) addition on the chemical and sensory characteristics and mineral concentrations of ice cream. Food Res Int 45: 331–335.
  • Ghoush MA, Samhouri M, Al-Holy M, Herald T (2008). Formulation and fuzzy modeling of emulsion stability and viscosity of a gum-protein emulsifer in a model mayonnaise system. J Food Eng 84: 348–357.
  • Gof HD (1997). Colloidal aspects of ice cream – a review. Int Dairy J 7: 363–373.
  • Gof HD (2002). Formation and stabilization of structure in ice- cream and related products. Current Opin Colloid In 7: 432– 437.
  • Goksel M, Dogan M, Toker OS, Ozgen S, Sarioglu K, Oral RA (2012). The efect of starch concentration and temperature on grape molasses: rheological and textural properties. Food Bioprocess Tech 6: 259–271.
  • Granger C, Legerb A, Barey P, Langendorf V, Cansell M (2005). Infuence of formulation on the structural networks in ice cream . Int Dairy J 15: 255–262.
  • Guven M, Karaca OB, Kacar A (2003). Te efects of the combined use of stabilizers containing locust bean gum and of the storage time on Kahramanmaras-type ice creams. Int J Dairy Technol 56: 223–228.
  • Hagan MT, Menjah MB (1994). Training feedforward networks with the Marquardt algorithm. IEEE T Neural Networ 6: 861–867.
  • Henika RG (1982). Use of response surface methodology in sensory evaluation. Food Technol Chicago 36: 96–101.
  • Higiro J, Herald TJ, Alavi S, Bean S (2007). Rheological study of xanthan and locust bean gum interaction in dilute solution: efect of salt. Food Res Int 40: 435–447.
  • Hsu CH, Lo YM (2003). Characterization of xanthan gum biosynthesis in a centrifugal, packed-bed reactor using metabolic fux analysis. Process Biochem 38: 1617–1625.
  • Ibarz A, Vicente M, Graell J (1987). Rheological behavior of apple juice and pear juice and their concentrates. J Food Eng 6: 257– 267.
  • Jang JSR, Sun CT (1995). Neuro-fuzzy modelling and control. P IEEE 83: 378–405.
  • Karaman S, Kayacier A. (2011). Efect of temperature on rheological characteristics of molasses: Modeling of apparent viscosity using adaptive neuro fuzzy inference system (ANFIS). Food Sci Technol-LEB 44: 1717–1725.
  • Kayacier A, Dogan M (2006). Rheological properties of some gums- salep mixed solutions. J Food Eng 72: 261–265.
  • Keçeli T, Konar, A (2003). Efects of salep and some alternative stabilizators on the qualities of cow’s milk ice cream. Gıda 28: 415–419 (in Turkish with abstract in English).
  • Keeney PG (2012). Ice cream and frozen desserts. In: Bellusi G, Bohnet M, Bus J, Drauz K, Greim H, Jäckel KP, Karst U, Kleeman A, Kreysa G, Laird T, et al., editors. Ullmann’s Encyclopedia of Industrial Chemistry. Weinheim, Germany: Wiley-VCH Verlag, pp. 543–550.
  • Kisi O (2007). Stream fow forecasting using diferent artifcial neural network algorithms. J Hydrol Eng 12: 532–539.
  • Koxholt MMR, Eisenmann B, Hinrichs J (2001). Efect of the fat globule sizes on the meltdown of ice cream. J Dairy Sci 84: 31–37.
  • Kurt A (1990). Süt ve mamulleri muayene ve analiz metotları rehberi. 4th ed. Erzurum, Turkey: Atatürk University Publications (in Turkish).
  • Marshall RT, Gof HD, Hartel RW (2003). Ice Cream. New York, NY, USA: Aspen Publishers.
  • Mathur MP, Datta RD, Dinakar P (1999). Text Book of Dairy Chemistry. New Delhi, India: ICAR.
  • Moeenfard M, Tehrani MM (2008). Efect of some stabilizers on the physicochemical and sensory properties of ice cream type frozen yogurt. American-Eurasian J Agric Environ Sci 4: 584– 589.
  • Mohebbi M, Barouei J, Akbarzadeh TMR, Rowhanimanesh AR, Habibi-Najaf MB, Yavarmanesh M (2008). Modeling and optimization of viscosity in enzyme-modifed cheese by fuzzy logic and genetic algorithm. Comput Electron Agr 62: 260–265.
  • Nadeem M, Abdullah M, Ayesha, Ellahi MY (2009). Efect of milk fat replacement with palm olein on physicochemical and sensory characteristics of ice cream. Pakistan J Sci 61: 210–214.
  • Öztürk İ, Karaman S, Törnük F, Sağdıç O (2013). Physicochemical and rheological characteristics of alcohol-free probiotic boza produced using Lactobacillus casei Shirota: estimation of the apparent viscosity of boza using nonlinear modeling techniques. Turk J Agric For 37: 475–487.
  • Rao M, Cooley MJ, Vitali AA (1984). Flow properties of concentrated juices at low temperatures. Food Technol Chicago 38: 113–119. Rao MA (1999). Rheology of Fluid and Semisolid Foods: Principles and Application. New York, NY, USA: Springer.
  • Rossa PN, Burin VM, Bordignon-Luiz MT (2012). Efect of microbial transglutaminase on functional and rheological properties of ice cream with diferent fat contents. Food Sci Technol-LEB 48: 224–230.
  • Sarkar L, Roy MN (2012). Investigation on viscous synergism and antagonism prevailing in binary mixtures of cyclohexylamine with isomeric butanols by volumetric, viscometric, refractive index and ultrasonic speed measurements. Phys Chem Liq 49: 219–236.
  • Sikora M, Kowalski S, Tomasik P, Sady M (2007). Rheological and sensory properties of dessert sauces thickened by starch– xanthan gum combinations. J Food Eng 79: 1144–1151.
  • Sofan RP, Hartel RW (2004). Efects of overrun on structural and physical characteristics of ice cream. Int Dairy J 14: 255–262.
  • Stefe JM (1996). Rheological Methods in Food Process Engineering. 2nd ed. East Lansing, MI, USA: Freeman.
  • Tako M, Asato A, Nakamura S (1984). Rheological aspects of the intermolecular interaction between xanthan and locust bean gum in aqueous media. Agr Biol Chem Tokyo 48: 2995–3000.
  • Toker OS, Dogan M (2013a). Efect of temperature and starch concentration on the creep/recovery behaviour of the grape molasses: modelling with ANN, ANFIS and response surface methodology. Eur Food Res Technol 236: 1049–1061.
  • Toker OS, Dogan M, Canıyılmaz E, Ersöz NB, Kaya Y (2013b). Te efects of diferent gums and their interactions on the rheological properties of a dairy dessert: a mixture design approach. Food Bioprocess Tech 6: 896–908.
  • Toker OS, Dogan M, Goksel M (2012a). Prediction of rheological parameters of model instant hot chocolate beverage by adaptive neuro fuzzy inference system. Milchwissenchaf 67: 22–25.
  • Toker OS, Karaman S, Yuksel F, Dogan M, Kayacier A, Yilmaz MT (2013c). Temperature dependency of steady, dynamic, and creep-recovery rheological properties of ice cream mix. Food Bioprocess Technol 6: 2974–2985.
  • Toker OS, Yilmaz MT, Karaman S, Dogan M, Kayacier A (2012b). Adaptive neuro-fuzzy inference system and artifcial neural network estimation of apparent viscosity of ice-cream mixes stabilized with diferent concentrations of xanthan gum. Appl Rheol 22: 63907–63918.
  • Turkish Standards Institute (1992). TSE Dondurma Standardı, TS 4265. Ankara, Turkey: Turkish Standards Institute (in Turkish).
  • Wang F, Wang YJ, Sun Z (2002). Conformational role of xanthan in its interaction with locust bean gum. J Food Sci 67:2609–2614.
  • Yalcin H, Toker OS, Dogan M (2012a). Efect of oil type and fatty acid composition on dynamic and steady shear rheology of vegetable oils. J Oleo Sci 61: 181–187.
  • Yalcin H, Toker OS, Ozturk I, Dogan M, Kisi O (2012b). Prediction of fatty acid composition of vegetable oils based on rheological measurements using nonlinear models. Eur J Lipid Sci Tech 114: 1217–1224.
  • Yılmaz MT (2012). Comparison of efectiveness of adaptive neuro- fuzzy inference system and artifcial neural networks for estimation of linear creep and recovery properties of model meat emulsions. J Texture Stud 43: 384–399.
Turkish Journal of Agriculture and Forestry-Cover
  • ISSN: 1300-011X
  • Yayın Aralığı: Yılda 6 Sayı
  • Yayıncı: TÜBİTAK
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