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    Artificial neural network's prediction of wax deposition potential of Nigerian crude oil for pipeline safety

    Access Status
    Fulltext not available
    Authors
    Obanijesu, Emmanuel
    Omidiora, E.
    Date
    2008
    Type
    Journal Article
    
    Metadata
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    Citation
    Obanijesu, E. and Omidiora, E. 2008. Artificial neural network's prediction of wax deposition potential of Nigerian crude oil for pipeline safety. Petroleum Science and Technology. 26 (16): pp. 1977-1991.
    Source Title
    Petroleum Science and Technology
    DOI
    10.1080/10916460701399485
    ISSN
    1091-6466
    School
    Department of Chemical Engineering
    URI
    http://hdl.handle.net/20.500.11937/31131
    Collection
    • Curtin Research Publications
    Abstract

    Paraffin wax deposition from crude oil along pipeline is a global problem, making preventive methods preferred to removal methods. In this work, a neural network model based on mathematical modeling technique using regression analysis as the statistical tool was developed to predict the wax deposition potential of 11 reservoirs in Nigeria. Using the viscosity-pressure-temperature data obtained from these fields to supervise the model, the model accurately predicted the present real-life situation in each field. Conclusively, the model could be used to predict wax deposition potential of any reservoir that is yet to be explored provided the temperature used during prediction is close to the actual reservoir temperature.

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