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Reseach Article

Development of Intelligent Computing Expert System Models for Shelf Life Prediction of Soft Mouth Melting Milk Cakes

by Sumit Goyal, Gyanendra Kumar Goyal
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 25 - Number 9
Year of Publication: 2011
Authors: Sumit Goyal, Gyanendra Kumar Goyal
10.5120/3058-4170

Sumit Goyal, Gyanendra Kumar Goyal . Development of Intelligent Computing Expert System Models for Shelf Life Prediction of Soft Mouth Melting Milk Cakes. International Journal of Computer Applications. 25, 9 ( July 2011), 41-44. DOI=10.5120/3058-4170

@article{ 10.5120/3058-4170,
author = { Sumit Goyal, Gyanendra Kumar Goyal },
title = { Development of Intelligent Computing Expert System Models for Shelf Life Prediction of Soft Mouth Melting Milk Cakes },
journal = { International Journal of Computer Applications },
issue_date = { July 2011 },
volume = { 25 },
number = { 9 },
month = { July },
year = { 2011 },
issn = { 0975-8887 },
pages = { 41-44 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume25/number9/3058-4170/ },
doi = { 10.5120/3058-4170 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T20:11:20.398814+05:30
%A Sumit Goyal
%A Gyanendra Kumar Goyal
%T Development of Intelligent Computing Expert System Models for Shelf Life Prediction of Soft Mouth Melting Milk Cakes
%J International Journal of Computer Applications
%@ 0975-8887
%V 25
%N 9
%P 41-44
%D 2011
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Soft mouth melting milk cakes from water buffalo milk were prepared by using milk collected from Experimental Dairy, National Dairy Research Institute, Karnal, India. This milk was standardized to 6% fat. Time-delay and linear layer (design) intelligent computing expert system models were developed for predicting shelf life of soft mouth melting milk cakes stored at 6oC. Linear layer (design) model gave best outcomes (MSE: 0.000293366, RMSE: 0.017127919, R2: 0.996479613). Regression equations were developed based on these outcomes, shelf life was predicted 49.54 days. The predicted value is close to the experimentally obtained shelf life of 50 days. Therefore, from the study it is concluded that intelligent computing expert system models are effective tool predicting the shelf life of soft mouth melting milk cakes.

References
  1. H. Demuth, M. Beale and M. Hagan, Neural Network Toolbox User’s Guide. The MathWorks, Inc., Natrick, USA, 2009.
  2. Mathworks web-site accessed on 10.6.2011: “http://www.mathworks.com/help/toolbox/nnet/ref/linearlayer.html”.
  3. A. Sofu and F.Y. Ekinci, ”Estimation of storage time of yogurt with artificial neural network modelling”, Journal of Dairy Science, vol. 90 ,no.7,pp. 3118–3125, 2007
  4. S.M.Goñi, S.Oddone, J.A. Segura, R.H. Mascheroni, and V.O.Salvadori, ”Prediction of foods freezing and thawing times: artificial neural networks and genetic algorithm approach”, Journal of Food Process Engineering, vol.84,no.1,pp. 164–178, 2008.
  5. S.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. Accepted for publication in vol 8, no. 4, 2011.
  6. 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.
  7. U.Siripatrawan and P.Jantawat.” Artificial neural network approach to simultaneously predict shelf life of two varieties of packaged rice snacks”. International Journal of Food Science & Technology, vol 44, no. 1 , pp 42–49, 2009.
Index Terms

Computer Science
Information Sciences

Keywords

Intelligent Computing Artificial Neural Networks Time-Delay Linear layer (Design) Shelf Life Prediction Cakes