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The Performance of Weather Forecasting using Data Mining and Evolutionary Algorithms: A Comparative Study
(Institute of Electrical and Electronics Engineers Inc., 2018) Veera Ankalu, V.; Apparao, G.; Vishnu Srinivasa Murthy, Y.V.
Weather plays an important role in day-to-day life. The process of predicting weather is an emerging issue to be solved and need historical quantitative data for proper analysis. The present state of atmospheric conditions will help to analyze how weather evolves from state to state. Weather prediction is basically based upon the historical time series data. The basic Data mining operations and Numerical methods are employed to get a useful pattern from a huge volume of data set. Different testing and training scenarios are performed to obtain the accurate result. To perform these kinds of predictions we are identifying the datasets. Collection of the data sets of a particular region weather report from 1901 to 2001 with 11 attributes. The collected datasets undergo pre-processing. Then clustering operation, Curve fitting and Extrapolation methods are applied, proceeding with back propagation. The Back propagation and Extrapolation results are compared. The Best future results are predicted. Copy Right Â© INDIACom-2018.