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Information Journal Paper

Title

NEURO-FUZZY AND RESPONSE SURFACE MODELING OF OSMOTIC DEHYDRATION OF POMEGRANATE ARILS

Pages

  243-255

Abstract

 Pomegranate arils were dehydrated through osmotic dehydration in 40, 50, and 60 % sucrose solution and at 45, 55 and 65oC. Weight reduction, solid grains and water loss of the products were evaluated after 60, 120 and 180 minutes past of the process. Osmotic dehydration processes were modeled by a combination of NEURAL NETWORK and FUZZY LOGIC technique (Neuro-fuzzy) along with RESPONSE SURFACE methodology. For MODELING, interpolation and increase of the data, FUZZY LOGIC was employed through an insertion of the obtained results from fuzzy model into the NEURAL NETWORK tool, the Feed-Forward-Back-Propagation network with the topology of 3-8-3 and the correlation coefficient of 0.98344 and mean square error of 0.02278 with application of Log-sigmoid transfer function (logsig). Levenberg-Marquardt learning algorithm was determined as the most appropriate neural model. Regression models created by RESPONSE SURFACE methodology (by correlation coefficient of 0.90) were also capable of the prediction of the response factors, but in comparison with Neuro-fuzzy models, they were of a lower level of accuracy.

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    APA: Copy

    GANJEH, MOHAMMAD, Jafari, Seyed Mehdi, & GHADERI, SAJAD. (2016). NEURO-FUZZY AND RESPONSE SURFACE MODELING OF OSMOTIC DEHYDRATION OF POMEGRANATE ARILS. IRANIAN JOURNAL OF BIOSYSTEMS ENGINEERING (IRANIAN JOURNAL OF AGRICULTURAL SCIENCES), 47(2), 243-255. SID. https://sid.ir/paper/144402/en

    Vancouver: Copy

    GANJEH MOHAMMAD, Jafari Seyed Mehdi, GHADERI SAJAD. NEURO-FUZZY AND RESPONSE SURFACE MODELING OF OSMOTIC DEHYDRATION OF POMEGRANATE ARILS. IRANIAN JOURNAL OF BIOSYSTEMS ENGINEERING (IRANIAN JOURNAL OF AGRICULTURAL SCIENCES)[Internet]. 2016;47(2):243-255. Available from: https://sid.ir/paper/144402/en

    IEEE: Copy

    MOHAMMAD GANJEH, Seyed Mehdi Jafari, and SAJAD GHADERI, “NEURO-FUZZY AND RESPONSE SURFACE MODELING OF OSMOTIC DEHYDRATION OF POMEGRANATE ARILS,” IRANIAN JOURNAL OF BIOSYSTEMS ENGINEERING (IRANIAN JOURNAL OF AGRICULTURAL SCIENCES), vol. 47, no. 2, pp. 243–255, 2016, [Online]. Available: https://sid.ir/paper/144402/en

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