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Levenberg-Marquardt Algorithm Applied to Forecast the Ice Conditions in Ningmeng Reach of the Yellow River

机译:Levenberg-Marquardt算法在黄河宁蒙段冰情预测中的应用

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摘要

The characters of Ningmeng Reach of the Yellow River are introduced firstly, followed by the fundamental of neural network and its application. Then the main factors which affect the ice conditions in Ningmeng Reach are analyzed. Furthermore, the BP model based on feed-forward back-propagation and improved by the Levenberg-Marquardt algorithm is set up and applied to forecast the ice conditions in Ningmeng Reach. The forecast results in the winter of 2004ȁ3;2005 are in good agreement with the measured data.
机译:首先介绍了黄河宁蒙河段的特点,然后介绍了神经网络的基本原理及其应用。然后分析了影响宁蒙河段冰情的主要因素。此外,建立了基于前馈反向传播并由Levenberg-Marquardt算法改进的BP模型,并将其应用于宁蒙河段的冰情预报。 2004ȁ3; 2005年冬季的预报结果与实测数据吻合良好。

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