A Clustering-Based Deep Learning Method for Water Level Prediction

Accurate water level prediction systems improve safety and quality of life. This study introduces a method that uses clustering and deep learning of multisite data to enhance the water level prediction of the Three Gorges Dam. The results show that Cluster-GRU-based can provide accurate forecasts for up to seven days.

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Publication Details

Journal
IEICE Transactions on Information and Systems
Published
2024-08-13
DOI
https://doi.org/10.1587/transinf.2024edl8047
Primary Topic
Hydrological Forecasting Using AI
Type
article
Field-Weighted Citation Impact
0.00
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article

A Clustering-Based Deep Learning Method for Water Level Prediction

Duen‐Ren Liu, Chih‐Ping Wang
IEICE Transactions on Information and Systems
Hydrological Forecasting Using AI
article

A Clustering-Based Deep Learning Method for Water Level Prediction

Duen‐Ren Liu, Chih‐Ping Wang
article en

Abstract

Accurate water level prediction systems improve safety and quality of life. This study introduces a method that uses clustering and deep learning of multisite data to enhance the water level prediction of the Three Gorges Dam. The results show that Cluster-GRU-based can provide accurate forecasts for up to seven days.

IEICE Transactions on Information and SystemsVol. E107.D(12)
National Yang Ming Chiao Tung University (TW)
Openalex Percentile: Top 88%
Hydrological Forecasting Using AI
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A Clustering-Based Deep Learning Method for Water Level Prediction — Duen‐Ren Liu, Chih‐Ping Wang · IEICE Transactions on Information and Systems (2024) | TGRS Research Map | TGRS