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    An Intelligent Monitoring Interface for a Coal-Fired Power Plant Boiler Trips

    Mohd Nistah NN 2018.pdf (2.258Mb)
    Access Status
    Open access
    Authors
    Mohd Nistah, Nong Nurnie
    Date
    2018
    Supervisor
    Lenin Gopal
    Type
    Thesis
    Award
    MPhil
    
    Metadata
    Show full item record
    Faculty
    Curtin Malaysia
    School
    Department of Mechanical Engineering
    URI
    http://hdl.handle.net/20.500.11937/77234
    Collection
    • Curtin Theses
    Abstract

    A power plant monitoring system embedded with artificial intelligence can enhance its effectiveness by reducing the time spent in trip analysis and follow up procedures. Experimental results showed that Multilayered perceptron neural network trained with Levenberg-Marquardt (LM) algorithm achieved the least mean squared error of 0.0223 with the misclassification rate of 7.435% for the 10 simulated trip prediction. The proposed method can identify abnormality of operational parameters at the confident level of ±6.3%.

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