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One-Day-Ahead Temperature Prediction Using a New Neural Network

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This paper introduces a new structure in neural networks called as TDCMAC (Time Delay Cerebellar Model Articulation Controller), an extension to the conventional CMAC-.TD-CMAC has reasonable ability in time series prediction and requires fewer memory sizes. The suggested new model, ·the conventional CMAC and the classical multi-layer perceptron neural network (MLP) are demonstrated and validated for one-day-ahead prediction of daily minimum/maximum temperature. The comparison between different models shows that the TD-CMAC is likely to be suitable for our purpose

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