High-Frequency Surface Wave Radar Current Measurement Corrections via Machine Learning and Towed Acoustic Doppler Current Profiler Integration

High-Frequency Surface Wave Radar Current Measurement Corrections via Machine Learning and Towed Acoustic Doppler Current Profiler Integration

This paper proposes an algorithm based on the long short-term memory (LSTM) network to improve the quality of high-frequency surface wave radar current measurements. In order to address the limitations of traditional high-frequency radar inversion algorithms, which solely rely on electromagnetic inv...

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Bibliographic Details
Main Authors: Zhaomin Xiong, Chunlei Wei, Fan Yang, Langfeng Zhu, Rongyong Huang, Jun Wei
Format: Article
Language:English
Published: MDPI AG 2024-03-01
Series:Applied Sciences
Subjects:
Pearl River Estuary
LSTM
HF radar
bottom-mounted ADCP
towed ADCP
machine learning
Online Access:https://www.mdpi.com/2076-3417/14/5/2105

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