Estimation of moisture ratio of a mushroom undergoing microwave-vacuum drying using artificial neural network and regression models

Chemical Product and Process Modeling

Volumn 2, Issue 3, 2007, Pages

  Poonnoy, Poonpat ^a   Tansakul, Ampawan ^a   Chinnan, Manjeet ^b  

^a KING MONGKUT'S UNIVERSITY OF TECHNOLOGY THONBURI   (Thailand)

^b UNIVERSITY OF GEORGIA   (United States)

Author keywords

Drying; Microwave vacuum; Modeling; Mushroom; Neural network

Indexed keywords

ALGORITHMS; COMPUTER SIMULATION; DRYING; MATHEMATICAL MODELS; MOISTURE DETERMINATION; NEURAL NETWORKS;

MICROWAVE-VACUUM DRYING; MOISTURE RATIO; REGRESSION MODELS; ROOT MEAN SQUARE ERROR (RMSE);

FUNGI;

EID: 38849140374     PISSN: 19342659     EISSN: None     Source Type: Journal    
DOI: 10.2202/1934-2659.1057     Document Type: Article

References (24)

1. Cui, Z., Xu, S., Sun, D. 2004a. Effect of Microwave-Vacuum Drying on the Carotenoids Retention of Carrot Slices and Chlorophyll Retention of Chinese Chive Leaves. Drying Technology 22(3):563-75.
2. Cui, Z., Xu, S., Sun, D. 2004b. Microwave-vacuum Drying Kinetics of Carrot Slices. Journal of Food Engineering 65(2): 157-64.
3. Durance, T. D., Wang, J. H. 2002. Energy Consumption, Density, and Rehydration Rate of Vacuum Microwave- and Hot-Air Convection-Dehydrated Tomatoes. Journal of Food Science 67(6):2212-6.
4. Erenturk, K., Erenturk, S., Tabil, L. G. 2004. A Comparative Study for the Estimation of Dynamical Drying Behavior of Echinacea angustifolia: Regression Analysis and Neural Network. Computers and Electronics in Agriculture 45 (1-3):71-90.
5. Giri, S. K., Prasad, S. 2007. Drying kinetics and rehydration characteristics of microwave-vacuum and convective hot-air dried mushrooms. Journal of Food Engineering 78(2):512-21.
6. Hernández-Peréz, J. A., García-Alvarado, M. A., Trystram, G., Heyd, B. 2004. Neural Networks for the Heat and Mass Transfer Prediction during Drying of Cassava and Mango. Innovative Food Science and Emerging Technologies 5(1):57-64.
7. Horwitz, W., Latimer, G. W., editors. 2005. Official Methods of Analysis of AOAC international. 18th ed. Gaithersburg, Maryland: AOAC International.
8. Hussain, M. A., Shafiur Rahman, M., Ng, C. W. 2002. Prediction of Pores Formation (porosity) in Foods during drying: Generic Models by the Use of Hybrid Neural Network. Journal of Food Engineering 51(3):239-48.
9. Kaensup, W., Chutima, S., Wongwises, S. 2002. Experimental Study on Drying of Chilli in a Combined Microwave-Vacuum-Rotary Drum Dryer. Drying Technology 20(10):2067-80.
10. Kerdpiboon, S., Kerr, W. L., Devahastin, S. 2006. Neural network prediction of physical property changes of dried carrot as a function of fractal dimension and moisture content. Food Research International 39(10):1110-8
11. Lin, T. M., Durance, T. D., Seaman, C. H. 1998. Characterization of vacuum microwave, air and freeze dried carrot slices. Food Research International 31(2):111-7.
12. McMinn, W. A. M. 2006. Thin-layer modelling of the convective, microwave, microwave-convective and microwave-vacuum drying of lactose powder. Journal of Food Engineering 72(2):113-23.
13. Mittal, G. S., Zhang, J. 2000. Prediction of temperature and moisture content of frankfurters during thermal processing using neural network. Meat Science 55(1): 13-24.
14. Mousa, N., Farid, M. 2002. Microwave Vacuum Drying of Banana Slices. Drying Technology 20(10):2055-67.
15. Panchariya, P. C., Popovic, D., Sharma, A. L. 2002. Thin-layer modelling of black tea drying process. Journal of Food Engineering 52(4):349-57.
16. Poonnoy, P., Tansakul, A., Chinnan, M. S. 2007. Artificial Neural Network Modeling for Temperature and Moisture Content Prediction in Tomato Slices undergoing Microwave-vacuum Drying Journal of Food Science 72(1):41-7.
17. Prothon, F., Ahrné, L., Sjöholm, I. 2003. Mechanisms and Prevention of Plant Tissue Collapse during Dehydration: A Critical Review. Critical Reviews in Food Science and Nutrition 43(4):447-79.
18. Rodriguez, R., Lombraña, J. I., Kamel, M., de Elvira, C. 2005. Kinetic and Quality Study of Mushroom Drying under Microwave and Vacuum. Drying Technology 23(9-11):2197-213.
19. Sham, P. W. Y., Seaman, C. H., Durance, T. D. 2001. Texture of Vacuum Microwave Dehydrated Apple Chips as Affected by Calcium Pretreatment, Vacuum Level, and Apple Variety. Journal of Food Science 66(9):1341-7.
20. Thongdeetae, R. 2005. Effects of Drying Methods and Conditions on Quality of Dried Straw Mushroom [Master's Degree Thesis]. Bangmod: King Mongkut's University of Technology Thonburi. 95 p.
21. Xu, Y., Zhang, M., Mujumdar, A. S., Zhou, L.-q., Sun, J.-c. 2004. Studies on Hot Air and Microwave Vacuum Drying of Wild Cabbage. Drying Technology 22(9):2201-9.
22. Yousif, A. N., Durance, T. D., Seaman, C. H., Girard, B. 2000. Headspace Volatiles and Physical Characteristics of Vacuum-microwave, Air, and Freeze-dried Oregano (Lippia berlandieri Schauer). Journal of Food Science 67(6):926-30.
23. Zhang, Q., Yang, S. X., Mittal, G. S., Yi, S. 2002. AE-Automation and Emerging Technologies: Prediction of Performance Indices and Optimal Parameters of Rough Rice Drying using Neural Networks. Biosystems Engineering 83(3):281-90.
24. Zheng-Wei, C., Shi-Ying, X., Da-Wen, S. 2004. Effect of Microwave-Vacuum Drying on the Carotenoids Retention of Carrot Slices and Chlorophyll Retention of Chinese Chive Leaves. Drying Technology 22(3):563-75.