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ANFIS and ANNs model for prediction of moisture diffusivity and specific energy consumption potato,garlic and cantaloupe drying under convective hot air dryer

查看全文 作　　者：Mohammad [1]Kaveh;Vali Rasooli [1]Sharabiani;Reza Amiri [2]Chayjan;Ebrahim [3]Taghinezhad;Yousef Abbaspour-[1]Gilandeh;Iman [4]Golpour 高影响力作者 机构地区：[1]Department of Agricultural Machinery,College of Agriculture and Natural Resources,University of Mohaghegh Ardabili,Ardabil,Iran;[2]Department of Biosystems Engineering,Faculty of Agriculture,Bu-Ali Sina University,Hamedan,Iran;[3]Moghan College of Agriculture and Natural Resources,University of Mohaghegh Ardabili,Ardabil,Iran;[4]Department of Biosystems Engineering,Faculty of Agriculture,Urmia University,Urmia,Iran高影响力机构 出　　处：《Information Processing in Agriculture》索引2018年第5卷第3期,共16页高影响力期刊 摘　　要：The main purpose of this study was to develop and apply an adaptive neuro-fuzzy inference system(ANFIS)and Artificial Neural Networks(ANNs)model for predicting the drying characteristics of potato,garlic and cantaloupe at convective hot air dryer.Drying experiments were conducted at the air temperatures of 40,50,60 and 70C and the air speeds of 0.5,1 and l.5 m/s.Drying properties were including kinetic drying,effective moisture diffusivity(Deff)and specific energy consumption(SEC).The highest value of Deff obtained 9.76×10^-9,0.13×10^-9 and 9.97×10^-10 m^2/s for potato,garlic,and cantaloupe,respectively.The lowest value of SEC for potato,garlic,and cantaloupe were calculated 1.94105,4.52105 and 2.12105 kJ/kg,respectively.Results revealed that the ANFIS model had the high ability to predict the Deff(R^2=0.9900),SEC(R^2=0.9917),moisture ratio(R^2=0.9974)and drying rate(R^2=0.9901)during drying.So ANFIS method had the high ability to evaluate all output as compared to ANNs method. 关 键 词：Convective hot air drying Drying kinetics Effective moisture diffusivity ANFIS ANNS
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