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A hybrid ConvLSTM-Nudging model for predicting surface soil moisture in the Qilian Mountains,China

FAN Manhong XIAO Qian YU Qinghe ZHAO Junhao

干旱区科学2025,Vol.17Issue(11):1623-1648,26.
干旱区科学2025,Vol.17Issue(11):1623-1648,26.DOI:10.1007/s40333-025-0112-9

A hybrid ConvLSTM-Nudging model for predicting surface soil moisture in the Qilian Mountains,China

A hybrid ConvLSTM-Nudging model for predicting surface soil moisture in the Qilian Mountains,China

FAN Manhong 1XIAO Qian 1YU Qinghe 1ZHAO Junhao1

作者信息

  • 1. College of Physics and Electronic Engineering,Northwest Normal University,Lanzhou 730070,China
  • 折叠

摘要

关键词

data assimilation/surface soil moisture/deep neural networks/Convolutional Long Short-Term Memory(ConvLSTM)/Squeeze-and-Excitation(SE)attention mechanism/Nudging/long-term prediction

Key words

data assimilation/surface soil moisture/deep neural networks/Convolutional Long Short-Term Memory(ConvLSTM)/Squeeze-and-Excitation(SE)attention mechanism/Nudging/long-term prediction

引用本文复制引用

FAN Manhong,XIAO Qian,YU Qinghe,ZHAO Junhao..A hybrid ConvLSTM-Nudging model for predicting surface soil moisture in the Qilian Mountains,China[J].干旱区科学,2025,17(11):1623-1648,26.

基金项目

This research was funded by the National Natural Science Foundation of China(42461053),the Department of Education of Gansu Province:Higher Education Innovation Fund Project(2023B-064),the Youth Doctoral Fund Project(2024QB-014),and the Natural Science Foundation of Gansu Province(25JRRA012). (42461053)

干旱区科学

1674-6767

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