Smart Artificial Intelligence Computerized Models for Shelf Life Prediction of Processed Cheese

  • Authors

    • Sumit Goyal National Dairy Research Institute, India
    • Gyanendra Kumar Goyal
    https://doi.org/10.14419/ijet.v1i3.201

    Received date: July 7, 2012

    Accepted date: July 31, 2012

    Published date: August 4, 2012

  • Abstract

    Linear Layer (Design) and multiple linear regression artificial intelligence computerized models were developed for predicting shelf life of processed cheese stored at 7-8ºC. Mean Square Error, Root Mean Square Error, Coefficient of Determination and Nash - Sutcliffo Coefficient were applied for comparing the prediction ability of the developed models. The modelling results showed excellent agreement between the experimental data and predicted values with a high determination coefficient, suggesting that the Linear Layer (Design) and MLR models are very efficient in predicting the shelf life of processed cheese stored at 7-8oC.

    Author Biography

    • Sumit Goyal, National Dairy Research Institute, India
      SRF,N.D.R.I.,KARNAL
  • References

    1. http://en.wikipedia.org/wiki/Artificial_neural_network (accessed on 28.1.2011).
    2. http://www.mathworks.com/help/toolbox/nnet/ref/linearlayer.html (accessed on 15.1.2011).
    3. http://www.law.uchicago.edu/files/files/20.Syks.Regression.pdf (accessed on 29.4.2011).
    4. Martins, R. C., Lopes, V.V., Vicente, A.A. & Teixeira, J. A. (2008). Computational shelf-life dating: complex systems approaches to food quality and safety. Food and Bioprocess Technology, 1(3), 207-222.
    5. Goyal, Sumit & Goyal, G.K. (2011). Brain based artificial neural network scientific computing models for shelf life prediction of cakes. Canadian Journal on Artificial Intelligence, Machine Learning and Pattern Recognition, 2(6), 73-77.
    6. Goyal, Sumit & Goyal, G. K. (2011).Simulated neural network intelligent computing models for predicting shelf life of soft cakes. Global Journal of Computer Science and Technology, 11(14), version 1.0, 29-33.
    7. Goyal, Sumit & Goyal, G.K. (2011). Advanced computing research on cascade single and double hidden layers for detecting shelf life of kalakand: An artificial neural network approach. International Journal of Computer Science & Emerging Technologies, 2(5), 292-295.
    8. Goyal, Sumit & Goyal, G.K. (2011). Application of artificial neural engineering and regression models for forecasting shelf life of instant coffee drink. International Journal of Computer Science Issues, 8(4), no.1, 320-324.
    9. Goyal, Sumit, & Goyal, G.K. (2011). Cascade and feedforward backpropagation artificial neural networks models for prediction of sensory quality of instant coffee flavoured sterilized drink. Canadian Journal on Artificial Intelligence, Machine Learning and Pattern Recognition, 2(6), 78-82.
    10. Goyal, Sumit & Goyal, G.K. (2011).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, 2(7), 4-12.
    11. Goyal, Sumit & Goyal, G.K. (2011). A new scientific approach of intelligent artificial neural network engineering for predicting shelf life of milky white dessert jeweled with pistachio. International Journal of Scientific and Engineering Research, 2(9), 1-4.
    12. Goyal, Sumit & Goyal, G.K. (2011). Radial basis artificial neural network computer engineering approach for predicting shelf life of brown milk cakes decorated with almonds. International Journal of Latest Trends in Computing, 2(3), 434-438.
    13. Goyal, Sumit, & Goyal, G.K. (2011). Development of intelligent computing expert system models for shelf life prediction of soft mouth melting milk cakes. International Journal of Computer Applications, 25(9), 41-44.
    14. Goyal, Sumit and Goyal, G.K. (2011). Computerized models for shelf life prediction of post-harvest coffee sterilized milk drink. Libyan Agriculture Research Center Journal International, 2 (6), 274-278.
    15. Goyal, Sumit and Goyal, G.K. (2012). Radial basis (exact fit) and linear layer (design) computerized ANN models for predicting shelf life of processed cheese. Computer Science Journal, 2(1), 11-18.
    16. Goyal, Sumit and Goyal, G.K. (2012). Soft computing methodology for shelf life prediction of processed cheese. International Journal of Informatics and Communication Technology, 1(1), 1-5.
    17. Goyal, Sumit and Goyal, G.K. (2012). Predicting shelf life of burfi through soft computing. International Journal of Information Engineering and Electronic Business, 4(3), 26-33.
    18. Goyal, Sumit and Goyal, G.K. (2012). Predicting shelf life of dairy product by using artificial neural networks (ANN) and statistical computerized methods. International Journal of Computer Engineering Research, 3(2), 20-24.
    19. Goyal, Sumit and Goyal, G.K. (2012). Artificial Neural Networks for Dairy Industry: A Review. Journal of Advanced Computer Science & Technology, 1(3), 101-115.
    20. Goyal, Sumit and Goyal, G.K. (2012). Estimating processed cheese shelf life with artificial neural networks. International Journal of Artificial Intelligence, 1(1), 19-24.
    21. Goyal, Sumit and Goyal, G.K. (2012). Time-Delay artificial neural network computing models for predicting shelf life of processed cheese. BRAIN. Broad Research in Artificial Intelligence and Neuroscience, 3(1), 63-70.
  • Downloads

  • How to Cite

    Goyal, S., & Goyal, G. K. (2012). Smart Artificial Intelligence Computerized Models for Shelf Life Prediction of Processed Cheese. International Journal of Engineering and Technology, 1(3), 281-289. https://doi.org/10.14419/ijet.v1i3.201