Modeling and Estimation of Banana Slice Browning during Drying using Artificial Neural Network

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Year:
2014
Type of Publication:
Article
Keywords:
Banana Slice, Artificial Neural Network ANN, R-Square, RMSE
Authors:
A, Ebrahimi. M.; S, Mohtasebi. S.; Sh, Rafiee.; S, Hoseinpour.
Journal:
IJRAS
Volume:
1
Number:
1
Pages:
5-10
Month:
January
ISSN:
2348-–3
Note:
This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License. CC BY-NC-SA 4.0 Creative Commons License: https://creativecommons.org/licenses/by-nc-sa/4.0/
Abstract:
In this study two primary models were used for mathematical modeling and artificial neural networks were used for estimation of the browning behavior of banana. Comparing between the models was shown that the first-order model (R-square close to 0.98) had presented the browning behavior of banana slices better than the zero-order model. The feed-forward ANN with Levenbery-Marqwardt algorithms as learning role, tangent sigmoidal as transfer function, 20 neurons in first hidden layer and 10 neurons in second hidden layer had the best estimation due to R-square of 0.9813 and RMSE of 0.6403.

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