A New Scientific Approach of Intelligent Artificial Neural Network Engineering for Predicting Shelf Life of Milky White Dessert Jeweled with Pistachio
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Full Text(PDF, 3000) PP.
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Author(s) |
Sumit Goyal and Gyanendra Kumar Goyal |
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KEYWORDS |
ANN, Dessert, Generalized Regression, Intelligent Computing, Linear Layer (Train), Neurocomputing, Shelf Life
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ABSTRACT |
This paper highlights the capability of artificial neural networks for predicting shelf life of milky white dessert jeweled with pista-chio. Linear layer (train) and generalized regression models were developed and compared with each other. Neurons in each hidden layers varied from 1 to 30. Data samples were divided into two sets, i.e., 80% of data samples were used for training and 20% for validating the network. Mean Square Error, Root Mean Square Error, Coefficient of determination and Nash - Sutcliffo Coefficient were applied in order to compare the prediction performance of the developed models. The experimental shelf life is 21 days and the developed intelligent artificial neural network model predicted 20.15 days shelf life for milky white dessert jeweled with pistachio
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References |
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[1] U. Siripatrawan and P. Jantawat, “Artificial neural network
approach to simultaneously predict shelf life of two varie
ties of packaged rice snacks”. International Journal of Food
Science & Technology, Vol. 44, No.1 pp.42–49, 2009.
[2] Mathworks web.site accessed on 10.6.2011: “http://
www.mathworks.com/help/toolbox/nnet/ref/linearlayer.html”.
[3] Mathworks web.site accessed on 7.7.2011: “http://
www.mathworks.com/help/toolbox/nnet/ref/newgrnn.html”.
[4] Wikipedia web – site accessed on 11.7.2011
http://en.wikipedia.org/wiki/Shelf_life.
[5] Sumit Goyal and G.K. Goyal,”Application of artificial neural
engineering and regression models for forecasting shelf life of
instant coffee drink”, International Journal of Computer
Science Issues,Vol.8,Issue 4,No 1,pp 320.324, 2011.
[6] Sumit Goyal and G.K. Goyal,” Development of Intelligent
Computing Expert System Models for Shelf Life Prediction of
Soft Mouth Melting Milk Cakes”. International
Journal of Computer Applications,Vol 25,No.9 , pp 41.44,2011
[7] R.A. Chayjan and M.E. Ashari ,”Modeling isosteric heat of soya
bean for desorption energy estimation using neural network
approach”. Chilean Journal of Agricultural Research, Vol
70, No.4 , pp 616.625, 2010.
[8] Sumit Goyal and G.K. Goyal,” Development of neuron
based artificial intelligent scientific computer engineering
models for estimating shelf life of instant coffee sterilized
drink”. International Journal of Computational Intelligence
and Information Security., Vol. 2, No. 7, pp – 4.12,2011
[9] Sumit Goyal and G.K. Goyal,”Simulated Neural Network
Intelligent Computing Models for Predicting Shelf Life of Soft
Cakes”. Global Journal of Computer Science and Technolo
gy., Vol.11,No.14, Version 1.0,pp. 29.33,2011
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