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Monthly Rainfall Prediction Using Wavelet Neural Network Analysis

机译:基于小波神经网络的月降水量预测

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摘要

Rainfall is one of the most significant parameters in a hydrological model. Several models have been developed to analyze and predict the rainfall forecast. In recent years, wavelet techniques have been widely applied to various water resources research because of their time-frequency representation. In this paper an attempt has been made to find an alternative method for rainfall prediction by combining the wavelet technique with Artificial Neural Network (ANN). The wavelet and ANN models have been applied to monthly rainfall data of Darjeeling rain gauge station. The calibration and validation performance of the models is evaluated with appropriate statistical methods. The results of monthly rainfall series modeling indicate that the performances of wavelet neural network models are more effective than the ANN models.
机译:降雨是水文模型中最重要的参数之一。已经开发了几种模型来分析和预测降雨预报。近年来,小波技术因其时频表现而被广泛应用于各种水资源研究。本文尝试通过将小波技术与人工神经网络(ANN)相结合,找到另一种降雨预测方法。小波和人工神经网络模型已经应用于大吉岭雨量计站的月降雨量数据。使用适当的统计方法评估模型的校准和验证性能。每月降雨序列建模的结果表明,小波神经网络模型的性能比ANN模型更有效。

著录项

  • 来源
    《Water Resources Management》 |2013年第10期|3697-3711|共15页
  • 作者单位

    Centre for Flood Management Studies, National Institute of Hydrology, Patna 801 505, Bihar, India;

    Deltaic Regional Center, National Institute of Hydrology, Kakinada 533 003, Andhra Pradesh, India;

    Centre for Flood Management Studies, National Institute of Hydrology, Patna 801 505, Bihar, India;

    Centre for Flood Management Studies, National Institute of Hydrology, Patna 801 505, Bihar, India;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Rainfall; Training; Decomposition; Neural network and wavelet;

    机译:雨量;训练;分解;神经网络和小波;

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