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Suspended sediment concentration prediction using a hybrid VMD-LSTM-SA-ensemble model

Tong Ding De'an Wu Xiaoteng Shen Michael Fettweis Peter Robins Xiaorong Li Qiang Liu Xiaogang Zhang

国际泥沙研究（英文版）2026，Vol.41Issue(3)：374-387,14.
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国际泥沙研究（英文版）2026，Vol.41Issue(3)：374-387,14.DOI:10.1016/j.ijsrc.2025.12.003

Suspended sediment concentration prediction using a hybrid VMD-LSTM-SA-ensemble model

Suspended sediment concentration prediction using a hybrid VMD-LSTM-SA-ensemble model

Tong Ding 1De'an Wu 2Xiaoteng Shen 1Michael Fettweis 3Peter Robins 4Xiaorong Li 4Qiang Liu 5Xiaogang Zhang5

作者信息

  • 1. State Key Laboratory of Water Disaster Prevention,Hohai University,Nanjing,210024,China||College of Harbour,Coastal and Offshore Engineering,Hohai University,Nanjing,210024,China
  • 2. College of Harbour,Coastal and Offshore Engineering,Hohai University,Nanjing,210024,China
  • 3. Operational Directorate Natural Environment,Royal Belgian Institute of Natural Sciences,Rue Vautier 29,1000,Brussels,Belgium
  • 4. School of Ocean Sciences,Bangor University,Menai Bridge,Anglesey,LL59 5AB,UK
  • 5. Power China Kunming Engineering Corporation Limited,Kunming,650051,China
  • 折叠

摘要

关键词

Suspended sediment concentration/Long short-term memory(LSTM)/Self attention(SA)/Variational mode decomposition(VMD)

Key words

Suspended sediment concentration/Long short-term memory(LSTM)/Self attention(SA)/Variational mode decomposition(VMD)

引用本文复制引用

Tong Ding,De'an Wu,Xiaoteng Shen,Michael Fettweis,Peter Robins,Xiaorong Li,Qiang Liu,Xiaogang Zhang..Suspended sediment concentration prediction using a hybrid VMD-LSTM-SA-ensemble model[J].国际泥沙研究（英文版）,2026,41(3):374-387,14.

基金项目

This research was supported by the National Key R&D Program of China(Grant No.2024YFE0101000),National Natural Science Foundation of China(Grant Nos.42176166 and 41776024),Major Project of Power Construction Corporation of China,Ltd.(DJ-ZDXM-2022-28 （Grant No.2024YFE0101000）

KJXMWW-2023-01),the Science and Technology Research Project of Water Resources Department of Jiangxi Prov-ince of China(Grant Nos.202526YBKT28 and 202425YBKT23),the Science and Technology Research Project of Education Department of Jiangxi Province of China(Grant No.GJJ2409203),the Open Research Fund of State Key Laboratory of Estuarine and Coastal Research of China(Grant No.SKLEC-KF202501),the Visiting Researcher Fund Program of State Key Laboratory of Water Re-sources Engineering and Management of China(Grant No.2025SWG08),the Open Foundation of Key Laboratory of Taihu Basin Water Resources Management of Ministry of Water Re-sources of China,and the fund of the National Key Laboratory of Water Disaster Prevention of China(Grant No.524015232).Sci-entific input from Michael Fettweis is integrated in the MOMO project funded by the Maritime Access Division of the Flemish Ministry of Mobility and Public Works.PR and XL acknowledge the BlueAdapt project(https://blueadapt.eu/)funded under the Eu-ropean Union's Horizon Europe research and innovation programme under Grant Agreement No 101057764 and by UKRI/HM Government. （Grant Nos.202526YBKT28 and 202425YBKT23）

国际泥沙研究（英文版）

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