Electrical Engineering-Scholarly Publications

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Browsing Electrical Engineering-Scholarly Publications by Author "Adegbenro, O"

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    Recurrent Neural Network Model for Forecasting Electricity Demand in Nigeria
    (Journal of Engineering Research, 2016-12) Abdulsalam, K.A.; Adegbenro, O; Akinbulire, T.O.
    This work uses modular recurrent neural network to estimate the electricity demand in Nigeria from 2015 to 2050. The network is a 2-layer multi-input, single-output model with twelve neurons trained using Levenberg-Marquardt algorithm. The data structure used for training is cell array of sequential concurrent data. The Recurrent Neural Network model was simulated as Non-linear Auto Regressive with eXogenous (NARX) model in Matlab environment and the predicted load for 2015 is about 550GWh; and an expected demand increase of 7.5 % every five year.