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  • 标题:Temporal Weather Prediction using Back Propagation based Genetic Algorithm Technique
  • 本地全文:下载
  • 作者:Shaminder Singh ; Jasmeen Gill
  • 期刊名称:International Journal of Intelligent Systems and Applications
  • 印刷版ISSN:2074-904X
  • 电子版ISSN:2074-9058
  • 出版年度:2014
  • 卷号:6
  • 期号:12
  • 页码:55-61
  • DOI:10.5815/ijisa.2014.12.08
  • 出版社:MECS Publisher
  • 摘要:Hybrid back propagation based genetic algorithm approach is a popular way to train neural networks for weather prediction. The major drawback of this method is that weather parameters were assumed to be independent of each other and their temporal relation with one another was not considered. So in the present research a modified time series based weather prediction model is proposed to eliminate the problems incurred in hybrid BP/GA technique. The results are very encouraging; the proposed temporal weather prediction model outperforms the previous models while performing for dynamic and chaotic weather conditions.
  • 关键词:Temporal Weather Forecasting; Time Series Prediction; Artificial Neural Networks; Back Propagation Algorithm; Genetic Algorithms
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