Temperature Pattern Prediction

版本 1.0.0.2 (1.2 MB) 作者: Vishwajeet Pattanaik
Weather - Temperature Pattern Prediction and Anomaly Identification using Artificial Neural Network
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更新时间 2022/6/26

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Temperature prediction is one of the most important and challenging task in today’s world. Temperature prediction is the attempt by meteorologists to forecast the state of the atmosphere at some future time. The paper presents research on weather forecasting by using historical dataset. Because atmosphere pattern is complex, nonlinear system, traditional methods aren’t effective and efficient. Artificial Neural Network is an influential method for resolving such problems. The proposed ANN evaluates the performance of the developed models by applying different transfer functions, hidden layers and neurons to predict temperature for 365 days of the year. The criteria used for appropriate model selection is mean square error (MSE). Contrary to similar researches the data model and workflow suggested in the paper generated lesser MSE (i.e. more accurate results) that too with reduced computational complexity (i.e. better performance).
Link to paper: https://www.ijcaonline.org/research/volume140/number3/tyagi-2016-ijca-909252.pdf

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Vishwajeet Pattanaik (2024). Temperature Pattern Prediction (https://www.mathworks.com/matlabcentral/fileexchange/55884-temperature-pattern-prediction), MATLAB Central File Exchange. 检索时间: .

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1.0.0.2

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Link to reserach paper: http://www.ijcaonline.org/archives/volume140/number3/24573-2016909252