Abstract
Computational fluid dynamics (CFD) modeling of entire bread baking process is very complicated due to involvement of simultaneous physiochemical and biological transformations. Bread baking is a fickle process where composition, structure, and physical properties of bread change during the process. CFD finds its application in modeling of such complex processes. This paper provides the basics of CFD modeling, different radiation models used for modeling of heating in electrical heating ovens, modeling of bread baking process along with the predictions of bread temperature, starch gelatinization, and browning index. In addition, some recent approaches in numerical modeling of bread baking process are highlighted. Moreover, current limitations, recent developments, and future applications in CFD modeling of bread baking process are discussed in detail.
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Abraham, J. P., & Sparrow, E. M. (2002). Heat transfer characteristics of vented/unvented enclosures for various radiation surface characteristics of the thermal load, enclosure temperature sensor, and enclosure walls. International Journal of Heat and Mass Transfer, 45, 2255–2263.
Abraham, J. P., & Sparrow, E. M. (2004). A simple model and validating experiments for predicting the heat transfer to a load situated in an electrically heated oven. Journal of Food Engineering, 62, 409–415.
Anandharamakrishnan, C. (2003). Computational fluid dynamics (CFD)—Applications for the food industry. Indian Food Industry, 22(6), 62–68.
Anandharamakrishnan, C., Gimbun, J., Stapley, A. G. F., & Rielly, C. D. (2010a). Application of computational fluid dynamic (CFD) simulations to spray-freezing operations. Drying Technology, 28, 94–102.
Anandharamakrishnan, C., Gimbun, J., Stapley, A. G. F., & Rielly, C. D. (2010b). A study of particle histories during spray drying using computational fluid dynamic simulations. Drying Technology, 28, 566–576.
Anderson, J. D. (1984). Computational fluid dynamics—The basics with applications. New York: McGraw-Hill Inc.
Anishaparvin, A., Chhanwal, N., Indrani, D., Raghavarao, K. S. M. S., & Anandharamakrishnan, C. (2010). An investigation of bread baking process in a pilot-scale electrical heating oven using computational fluid dynamics. Journal of Food Science, 75, E605–E611.
Bollada, P. C. (2008). Expansion of elastic bodies with application in the bread industry. Mathematical and Computer Modelling, 48, 1055–1067.
Boulet, M., Marcos, B., Dostie, M., & Moresoli, C. (2010). CFD modeling of heat transfer and flow field in a bakery pilot oven. Journal of Food Engineering, 97, 393–402.
Cauvain, S. P. (2003). Bread making—improving quality. New York: CRC Press.
Chhanwal, N., Anishaparvin, A., Indrani, D., Raghavarao, K. S. M. S., & Anandharamakrishnan, C. (2010). Computational fluid dynamics (CFD) modeling of an electrical heating oven for bread-baking process. Journal of Food Engineering, 100, 452–460.
Chhanwal, N., Indrani, D., Raghavarao, K. S. M. S., & Anandharamakrishnan, C. (2011). Computational fluid dynamics modeling of bread baking process. Food Research International, 44, 978–983.
De Vries, U., Velthuis, H., & Koster, K. (1995). Baking oven and product quality—A computer model. Food Science and Technology Today, 9, 232–234.
Decock, P., & Cappelle, S. (2005). Bread technology and sourdough technology. Trends in Food Science & Technology, 16, 113–120.
Deshlahra, P., Mehra, A., & Ghosal, D. (2009). Evolution of bubble size distribution in baked foods. Journal of Food Engineering, 93, 192–199.
Dhall, A., Datta, A. K., Torrance, K. E., & Almeida, M. F. (2009). Radiative heat exchange modeling inside an oven. AICHE Journal, 55, 2448–2460.
Eliasson, A. C., & Larsson, K. (1993). Cereals in bread making: A molecular colloidal approach. USA: Marcel Dekker Inc.
Fan, J., Mitchell, J. R., & Blanshard, J. M. V. (1999). A model for the oven rise of dough during. Journal of Food Engineering, 41, 69–77.
Fluent 6.3. (2006). Fluent user’s guide. USA: Ansys Inc.
Hadiyanto, Asselman, A., Straten, G., Boom, R. M., Esveld, D. C., & Boxtel, A. J. B. (2007). Quality prediction of bakery products in the initial phase of process design. Innovative Food Science and Emerging Technologies, 8, 285–298.
Hamdami, N., Monteau, J. Y., & Le Bail, A. (2004). Heat and mass transfer in par-baked bread during freezing. Food Research International, 37, 477–488.
Jefferson, D. R., Lacey, A. A., & Sadd, P. A. (2007). Crust density in bread baking: Mathematical modeling and numerical solutions. Applied Mathematical Modeling, 31, 209–225.
Kuriakose, R., & Anandharamakrishnan, C. (2010). Computational fluid dynamics (CFD) applications in spray drying of food products. Trends in Food Science & Technology, 21, 383–398.
Lund, D. B. (1984). Influence of time, moisture, ingredients, and processing conditions on starch gelatinization. Critical Reviews in Food Science and Nutrition, 20, 249–273.
Mirade, P. S., Daudin, J. D., Ducept, F., Trystram, G., & Clément, J. (2004). Characterization and CFD modeling of air temperature and velocity profiles in an industrial biscuit baking tunnel oven. Food Research International, 37, 1031–1039.
Mistry, H., Ganapathi-subbu, Dey, S., Bishnoi, P., & Castillo, J. L. (2006). Modeling of transient natural convection heat transfer in electric ovens. Applied Thermal Engineering, 26, 2448–2456.
Mondal, A., & Datta, A. K. (2008). Bread baking—A review. Journal of Food Engineering, 86, 465–474.
Mondal, A., & Datta, A. K. (2010). Two dimensional CFD modeling and simulation of crustless bread baking process. Journal of Food Engineering, 99, 166–174.
Norton, T., & Sun, D. W. (2006). Computational fluid dynamics (CFD)—An effective and efficient design and analysis tool for the food industry: A review. Trends in Food Science and Technology, 17, 600–620.
Ousegui, A., Moresoli, C., Dostie, M., & Marcos, B. (2010). Porous multiphase approach for baking process—explicit formulation of evaporation rate. Journal of Food Engineering, 100, 535–544.
Purlis, E. (2011). Bread baking: technological considerations based on process modeling and simulation. Journal of Food Engineering, 103, 92–102.
Purlis, E., & Salvadori, V. O. (2009a). Bread baking as a moving boundary problem. Part 1: Mathematical modeling. Journal of Food Engineering, 91, 428–433.
Purlis, E., & Salvadori, V. O. (2009b). Bread baking as a moving boundary problem. Part 2: Model validation and numerical simulation. Journal of Food Engineering, 91, 434–442.
Purlis, E., & Salvadori, V. O. (2010). A moving boundary problem in a food material undergoing volume change—simulation of bread baking. Food Research International, 43, 949–958.
Sablani, S. S., Marcotte, M., Baik, O. D., & Castaigne, F. (1998). Modeling of simultaneous heat and water transport in the baking process. LWT- Food Science and Technology, 31, 201–209.
Schmidt, S., & Thiele, F. (2002). Comparison of numerical methods applied to the flow over wall mounted cubes. International Journal of Heat and Fluid Flow, 23, 330–339.
Scott, G. M., & Richardson, P. (1997). The application of computational fluid dynamics in the food industry. Trends in Food Science and Technology, 8, 119–124.
Sparrow, E. M., & Abraham, J. P. (2003). A computational analysis of the radiative and convective process that take place in preheated and non-preheated ovens. Heat Transfer Engineering, 24, 25–37.
Sun, D. W. (2007). Computational fluid dynamics in food processing. Boca Raton: CRC Press.
Therdthai, N., & Zhou, W. (2003). Recent advances in the studies of bread baking process and their impact on the bread baking technology. Food Science and Technology Research, 9, 219–226.
Therdthai, N., Zhou, W., & Adamczak, T. (2003). Two dimensional CFD modeling and simulation of an industrial continuous bread baking oven. Journal of Food Engineering, 60, 211–217.
Therdthai, N., Zhou, W., & Adamczak, T. (2004a). Simulation of starch gelatinization during baking in a traveling-tray oven by integrating a three dimensional CFD model with a kinetic model. Journal of Food Engineering, 65, 543–550.
Therdthai, N., Zhou, W., & Adamezak, T. (2004b). Three-dimensional CFD modeling and simulation of the temperature profiles and airflow patterns during a continuous industrial baking process. Journal of Food Engineering, 65, 599–608.
Thorvaldsson, K., & Janestad, H. (1999). A model for simultaneous heat, water and vapour diffusion. Journal of Food Engineering, 40, 167–172.
Turnbull, J., & Thompson, C. P. (2005). Transient averaging to combine large eddy simulation with Reynolds-averaged Navier-Stokes simulations. Computers and Chemical Engineering, 29, 379–392.
Vanin, F. M., Lucas, T., & Trystram, G. (2009). Crust formation and its role in bread baking. Trends in Food Science & Technology, 20, 333–343.
Verboven, P., Scheerlinck, N., de Baerdemaeker, J., & Nicolai, B. M. (2000a). Computational fluid dynamics modelling and validation of the isothermal airflow in a forced convection oven. Journal of Food Engineering, 43, 41–53.
Verboven, P., Scheerlinck, N., de Baerdemaeker, J., & Nicolai, B. M. (2000b). Computational fluid dynamics modelling and validation of the temperature distribution in a forced convection oven. Journal of Food Engineering, 43, 61–73.
Versteeg, H. K., & Malalasekera, W. (1995). An introduction to computational fluid dynamics. Essex: Pearson Education Ltd.
Wagner, M. J., Lucas, T., Le Ray, D., & Trystram, G. (2007). Water transport in bread during baking. Journal of Food Engineering, 78, 1167–1173.
Walker, C. E. (1987). Impingement oven technology part I: Principles. American Institute of Baking Research Department Technology Bulletin, 9(11), 1.
Walker, C. E., & Li, A. (1993). Impingement oven technology part III: Combining impingement with microwave (hybrid oven). American Institute of Baking Research Department Technology Bulletin, 15(9), 1.
Walker, C. E., & Sparman, A. B. (1989). Impingement oven technology part II: Application and future. American Institute of Baking Research Department Technology Bulletin, 11(11), 1.
Williamson, M. E., & Wilson, D. I. (2009). Development of an improved heating system for industrial tunnel baking ovens. Journal of Food Engineering, 91, 64–71.
Wong, S. Y., Zhou, W., & Hua, J. (2006a). Robustness analysis of CFD model to the uncertainties in its physical properties for a bread baking process. Journal of Food Engineering, 77, 784–791.
Wong, S. Y., Zhou, W., & Hua, J. (2006b). Improving the efficiency of food processing ovens by CFD techniques. Food Manufacturing Efficiency, 1, 35–44.
Wong, S. Y., Zhou, W., & Hua, J. (2007a). CFD modeling of an industrial continuous bread-baking process involving U-movement. Journal of Food Engineering, 78, 888–896.
Wong, S. Y., Zhou, W., & Hua, J. (2007b). Designing process controller for a continuous bread baking process based on CFD modeling. Journal of Food Engineering, 81, 523–534.
Xia, B., & Sun, D. W. (2002). The application of computational fluid dynamics (CFD) in the food industry: A review. Computers and Electronics in Agriculture, 34, 5–24.
Zanoni, B., & Petronio, M. (1991). Effect of moisture and temperature on the specific heat of bread. International Journal of Food Science, 3, 239–242.
Zanoni, B., Pierucci, S., & Peri, C. (1994). Study of bread baking process-II. Mathematical modelling. Journal of Food Engineering, 23, 321–336.
Zanoni, B., Schiraldi, A., & Simonetta, R. (1995a). A naive model of starch gelatinization kinetics. Journal of Food Engineering, 24, 25–33.
Zanoni, B., Peri, C., & Gianotti, R. (1995b). Determination of the thermal diffusivity of bread as a function of porosity. Journal of Food Engineering, 26, 497–510 .
Zanoni, B., Peri, C., & Bruno, D. (1995a). Modeling of starch gelatinization kinetics of bread crumb during baking. LWT- Food Science and Technology, 28, 314–318.
Zanoni, B., Peri, C., & Bruno, D. (1995b). Modeling of browning kinetics of bread crust during baking. LWT- Food Science and Technology, 28, 604–609.
Zhang, J., & Datta, A. K. (2006). Mathematical modeling of bread baking process. Journal of Food Engineering, 75, 78–89.
Zhang, J., Datta, A. K., & Mukherjee, S. (2005). Transport processes and large deformation during baking of bread. AICHE Journal, 51, 2569–2580.
Zheleva, I., & Kambourova, V. (2005). Identification of heat and mass transfer processes in bread during baking. Thermal Science, 9, 73–86.
Zhou, W., & Therdthai, N. (2007). Three-dimensional modeling of a continuous industrial baking process. In D. W. Sun (Ed.), Computational fluid dynamics in food processing (pp. 287–312). Boca Raton: CRC Press.
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We wish to acknowledge the Department of Science and Technology (DST), Government of India, and CSIR through Network project (NWP 02) for the financial support for this work.
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Chhanwal, N., Tank, A., Raghavarao, K.S.M.S. et al. Computational Fluid Dynamics (CFD) Modeling for Bread Baking Process—A Review. Food Bioprocess Technol 5, 1157–1172 (2012). https://doi.org/10.1007/s11947-012-0804-y
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DOI: https://doi.org/10.1007/s11947-012-0804-y