Performance evaluation of GSA, SOS, ABC and ANN algorithms on linear and quadratic modelling of eggplant drying kinetic

Abstract

On this study, kinetics of eggplant drying was modeled in the laboratory-scaled Food Drying Dven (FDD) with resistance heater was designed and manufactured. The temperature, energy consumption and drying time of FDD were recorded by keeping the temperature of at different temperatures as 40, 50 and 60 °C. These saved values were chosen as the input parameters of the model. The weight value of the eggplant was taken as the output parameter. Linear and quadratic equations were developed for modeling and constant coefficients of these equations were estimated with Artificial Bee Colony (ABC), Gravitational Search Algorithm (GSA), symbiotic organisms search (SDS) algorithms. On addition, the performances of these models were compared with the model developed with ANN in terms of performance and time. The results show that the lowest error of the developed linear and quadratic equations was obtained with SDS algorithm. The MSE metric results of ANN were fifty times higher than the performance of SDS algorithm, and the SDS algorithm reached best value three times faster than the ANN.

Türki̇ye Süper Li̇g Sezon Sonu Takim Siralamasinin Geli̇şti̇ri̇len Yapay Si̇ni̇r Ağlari Modeli̇ İle Tahmi̇n Edi̇lmesi̇

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Tianchang Capsule prevents ovariectomy induced osteoporosis in rats

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