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Comparative study between ANN and master curve technique for the thin layer drying kinetic study of paddy and modeling of its critical drying temperature by using ANN-PSO approach CIGR Journal
Chakraborty, Sourav; Sarma, Mousumi; Bora, Jinku; Faisal, Shah; Hazarika, Manuj Kumar.
Abstract: Thin layer drying kinetic analysis of paddy dried under low temperature conditions (20-40°C), was carried out by using six different types of models. Among which, Midilli model showed best fitted result with highest R2 and lowest RMSE and SSE values. It was observed that the drying rate constant k increased with the increase in drying temperature. For finding the effect of temperature, Midilli model was generalized by using two approaches namely globalization of drying rate constant and master curve technique. Master curve technique gave better fit with a R2 value of 0.998 than the global drying constant model. ANN modeling was also used to find out proper drying kinetics of paddy. Best architecture for the ANN modeling was 2-55-1, which showed...
Tipo: Info:eu-repo/semantics/article Palavras-chave: Thin layer drying; Paddy; Low ambient temperature; Master curve technique; ANN; ANN-PSO..
Ano: 2016 URL: http://www.cigrjournal.org/index.php/Ejounral/article/view/3645
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