首页|WD-WNN-LSTM组合模型在东北寒区河流水沙模拟中的应用

WD-WNN-LSTM组合模型在东北寒区河流水沙模拟中的应用

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为分析河流水沙演变规律、预测水沙变化趋势,根据典型河流年径流量、输沙量等水文站实测系列资料,建立适用于北方寒区河流特征的WD-WNN-LSTM组合模型,并将其结果与LSTM模型、WNN模型预测结果进行对比分析.研究表明:组合模型在年径流量与输沙量预测中较其他模型在准确率方面有较大提升,较适合东北寒区河流的水沙模拟.
Application of WD-WNN-LSTM Combined Model in Runoff and Sediment Simulation in Cold-region Rivers of Northeast China
In order to analyze the evolutional laws of river water and sediment in the cold region of Northeast China and predict the changing trend of water and sediment,according to the measured data of runoff and sediment of the hydrological stations in typical rivers,a compound WD-WNN-LSTM model suitable for the characteristics of rivers in the Northeast cold region was estab-lish,and compared with LSTM model and WNN model.The study shows that the compound model performs better on the accu-racy of annual runoff and sediment prediction,which is suitable for the simulation of water and sediment of the rivers in the cold region of Northeast China.

the cold region of northeast chinaprediction of runoff and sedimentWD-WNN-LSTM model

刘圣涵、吕岩、王仰光、顾振宇、周翠宁

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天津大学,天津 300072

黑龙江省水文水资源中心佳木斯分中心,黑龙江佳木斯 154000

苏州大学,江苏苏州 215006

黑龙江省水文水资源中心,黑龙江哈尔滨 150001

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东北寒区 水沙预测 WD-WNN-LSTM模型

2024

水文
水利部水文局 水利部水利信息中心

水文

CSTPCD北大核心
影响因子:0.742
ISSN:1000-0852
年,卷(期):2024.44(4)