Res. Agr. Eng., 2010, 56(2):69-76 | DOI: 10.17221/37/2009-RAE

Modeling of heat and entropy sorption of maize (cv. Sc704): neural network method

R.A. Chayjan1, M. Esna-Ashari2
1 Department of Agricultural Machinery Engineering, Faculty of Agriculture, Bu-Ali Sina University, Hamedan, Iran
2 Department of Horticultural Sciences, Faculty of Agriculture, Bu-Ali Sina University, Hamedan, Iran

Equilibrium moisture content of maize affects its values of dehydration heat and entropy. Precise prediction of heat and entropy with regard to its equilibrium moisture content is a simple and fast method for proper estimation of energy required for dehydration of maize and simulation of dried maize storage. Artificial neural network and thermodynamic equations for computation of maize heat and entropy of sorption were used, as a new method. The artificial neural network method for prediction of the equilibrium moisture content of maize was utilized. The heat of sorption of maize is predicted by a power model. After well training of equilibrium moisture content data sets using the artificial neural network models, predictive power of the model was found to be high (R2 = 0.99). A power regression model was also developed for entropy of sorption. At moisture content above 11% (d.b.) the heat and entropy of sorption of maize decreased smoothly and they were highest at moisture content about 8% (d.b.).

Keywords: maize; back propagation; entropy; isosteric heat; sorption isotherm

Published: June 30, 2010  Show citation

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Chayjan RA, Esna-Ashari M. Modeling of heat and entropy sorption of maize (cv. Sc704): neural network method. Res. Agr. Eng. 2010;56(2):69-76. doi: 10.17221/37/2009-RAE.
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References

  1. Aviara N.A., Ajibola O.O., 2002. Thermodynamics of moisture sorption in melon seed and cassava. Journal of Food Engineering, 55: 107-113. Go to original source...
  2. Bala B.K., 1997. Drying and Storage of Cereal Grains. New Delhi, India, Oxford and IBH Publishing Co. Pvt. Ltd.
  3. Brooker D.B., Bakker-Arkema F.W., Hall C.W., 1992. Drying and Storage of Grain and Oilseeds. New York, USA, AVI Publications.
  4. Cervenka L., Rezkova S., Kralovsky J., 2008. Moisture adsorption characteristics of gingerbread, a traditional bakery product in Pardubice, Czech Republic. Journal of Food Engineering, 4: 601-607. Go to original source...
  5. Chen C., Morey R.V., 1989. Equilibrium relative humidity (ERH) relations for yellow-dent corn. Transactions of the ASAE, 32: 999-1006. Go to original source...
  6. Copeland L.O., McDonald M.B., 1995. Seed Science and Technology. New Yorks, Chapman and Hall.
  7. Demuth H., Beale M., 2003. Neural Network Toolbox for Matlab - Users Guide Version 4.1. Natick, USA, The Mathworks Inc.
  8. Fasina O.O., 2008. Physical properties of peanut hull pellets. Bioresource Technology, 5: 1259-1266. Go to original source... Go to PubMed...
  9. Gabas A.L., Telis-Romero J., Menegalli F.C., 1999. Thermodynamic models for water sorption by grape skin and pulp. Drying technology, 17: 961-974. Go to original source...
  10. Janjai S., Bala B.K., Tohsing K., Mahayothee B., Heawsungcharen M., Muhlbauer W., Muller J., 2006. Equilibrium moisture content and heat of sorption of longan (Dimocarpus longan). Drying technology, 24: 1691-1696. Go to original source...
  11. Janjai S., Bala B.K., Tohsing K., Mahayothee B., Heawsungcharen M., Muhlbauer W., Muller J., 2007. Moisture sorption isotherms and heat of sorption of mango (Magnifera India cv. Nam Dok Mai). International Agricultural Engineering Journal, 16: 159-168.
  12. Janjai S., Bala B.K., Tohsing K., Muller J., Muhlbauer W., 2009. Moisture sorption isotherms of litchi. International Journal of Food Properties. (in press)
  13. Kaymak-Ertekin F., Gedik S., 2004. Sorption isotherms and isosteric heat of sorption for grapes, apricots, apples and potatoes. Lebensmitte-Swiss Technology, 37: 429-438. Go to original source...
  14. Labuza T.P., 1975. Interpretation of sorption data in relation to the state of constituent water. In: Duchworth R.B. (ed.), Water Relations of Foods. London, London academic press, 155-172. Go to original source...
  15. Lahsasni N., Kouhila M., Mahrouz M., 2004. Adsorption-desorption isotherms and heat of sorption of pickly pear fruit (Opuntia ficus-india). Energy Conversion and Management, 45: 249-261. Go to original source...
  16. Madamba P.S., Driscoll R.H., Buckle K.A., 1996. Enthalpy-entropy compensation models for sorption and browning of garlic. Journal of Food Engineering, 28: 109-119. Go to original source...
  17. McMinn W.A.M., Magee T.R.A., 2003. Thermodynamic properties of moisture sorption of potatoes. Journal of Food Engineering, 60: 157-165. Go to original source...
  18. McMinn W.A.M., Al-Muhtaseb A.H., Magee T.R.A., 2004. Moisture sorption characteristics of starch gels. Part ii: thermodynamic properties. Journal of Food Process Engineering, 27: 213-227. Go to original source...
  19. Pancharyia P.C., Popovic D., Sharma A.L., 2002. Desorption isotherm modeling of black tea using artificial neural networks. Drying Technology, 20: 351-362. Go to original source...
  20. Peng G., Chen X., Wu W., Jiang X., 2007. Modeling of water sorption isotherm for corn starch. Journal of Food Engineering, 80: 562-567. Go to original source...
  21. Phomkong W., Srzedninchi G., Driscoll R.H., 2006. Desorption isotherms of stone fruit. Drying Technology, 24: 201-210. Go to original source...
  22. Reddy B.S., Chakraverty A., 2004. Equilibrium moisture characteristics of raw and parboiled paddy, brown rice and bran. Drying Technology, 4: 837-851. Go to original source...
  23. Rizvi S.S.H., 1995. Thermodynamics of food and dehydration. In: Rao M.A., Rizvi S.S.H. (eds.), Engineering Properties of Foods. New York, Marcel Dekker: 223-309.
  24. Simal S., Femenia A., Castell-Palou A., Rosselló C., 2007. Water desorption thermodynamic properties of pineapple. Journal of Food Engineering, 4: 1293-1301. Go to original source...
  25. Sopade P.A., Ajisegiri E.S., 1984. Moisture sorption study on Nigerian foods: maize and sorghum. Journal of Food Process Engineering, 1: 33-56. Go to original source...
  26. Spiess W.E.L., Wolf W., 1983. The results of the COST 90 projects on water activity. In: Jowitt R. (ed.), Physical Properties of Foods. London, Applied Science Publishers: 65-86.
  27. Tsami E.D., 1994. Net isosteric heat of sorption in dried fruit. Journal of Food Engineering, 4: 327-335. Go to original source...
  28. Veltchev Z.N., Menkov N.D., 2000. Desorption isotherm of apples at several temperatures. Drying Technology, 18: 1127-1137. Go to original source...
  29. Wang N., Brennan J.G., 1991. Moisture sorption isotherm characteristics of potatoes at four temperatures. Journal of Food Engineering, 14: 269-282. Go to original source...

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