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Artificial Neural Network Modeling of Drying Kinetics and Color Changes of Ginkgo Biloba Seeds during Microwave Drying Process
Joint Authors
Ma, Haile
Cunshan, Zhou
Xiao, Hong-Wei
Bai, Jun-Wen
Source
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-8, 8 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-02-21
Country of Publication
Egypt
No. of Pages
8
Abstract EN
Ginkgo biloba seeds were dried in microwave drier under different microwave powers (200, 280, 460, and 640 W) to determinate the drying kinetics and color changes during drying process.
Drying curves of all samples showed a long constant rate period and falling rate period along with a short heating period.
The effective moisture diffusivities were found to be 3.318 × 10−9 to 1.073 × 10−8 m2/s within the range of microwave output levels and activation energy was 4.111 W/g.
The L⁎ and b⁎ values of seeds decreased with drying time.
However, a⁎ value decreased firstly and then increased with the increase of drying time.
Artificial neural network (ANN) modeling was employed to predict the moisture ratio and color parameters (L⁎, a⁎, and b⁎).
The ANN model was trained for finite iteration calculation with Levenberg-Marquardt algorithm as the training function and tansig-purelin as the network transfer function.
Results showed that the ANN methodology could precisely predict experimental data with high correlation coefficient (0.9056–0.9834) and low mean square error (0.0014–2.2044).
In addition, the established ANN models can be used for online prediction of moisture content and color changes of ginkgo biloba seeds during microwave drying process.
American Psychological Association (APA)
Bai, Jun-Wen& Xiao, Hong-Wei& Ma, Haile& Cunshan, Zhou. 2018. Artificial Neural Network Modeling of Drying Kinetics and Color Changes of Ginkgo Biloba Seeds during Microwave Drying Process. Journal of Food Quality،Vol. 2018, no. 2018, pp.1-8.
https://search.emarefa.net/detail/BIM-1185131
Modern Language Association (MLA)
Bai, Jun-Wen…[et al.]. Artificial Neural Network Modeling of Drying Kinetics and Color Changes of Ginkgo Biloba Seeds during Microwave Drying Process. Journal of Food Quality No. 2018 (2018), pp.1-8.
https://search.emarefa.net/detail/BIM-1185131
American Medical Association (AMA)
Bai, Jun-Wen& Xiao, Hong-Wei& Ma, Haile& Cunshan, Zhou. Artificial Neural Network Modeling of Drying Kinetics and Color Changes of Ginkgo Biloba Seeds during Microwave Drying Process. Journal of Food Quality. 2018. Vol. 2018, no. 2018, pp.1-8.
https://search.emarefa.net/detail/BIM-1185131
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1185131