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ABSTRACT
ISSN: 0975-4024
Title |
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Statistic Approach versus Artificial Intelligence for Rainfall Prediction Based on Data Series |
Authors |
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Indrabayu, N. Harun, M.S. Pallu, A. Achmad |
Keywords |
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Rain Prediction, ARIMA, ASTAR and GA-NN |
Issue Date |
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Apr-May 2013 |
Abstract |
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This paper proposed a new idea in comparing two common predictors i.e. the statistic method and artificial intelligence (AI) for rainfall prediction using empirical data series. The statistic method uses Auto-Regressive Integrated Moving (ARIMA) and Adaptive Splines Threshold Autoregressive (ASTAR), most favorable statistic tools, while in the AI, combination of Genetic Algorithm-Neural Network (GA-NN) is chosen. The results show that ASTAR gives best prediction compare to others, in term of root mean square (RMSE) and following trend between prediction and actual. |
Page(s) |
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1962-1969 |
ISSN |
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0975-4024 |
Source |
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Vol. 5, No.2 |
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