A Machine Learning-Based Correction Method for High-Frequency Surface Wave Radar Current Measurements

A Machine Learning-Based Correction Method for High-Frequency Surface Wave Radar Current Measurements

An algorithm based on a long short-term memory (LSTM) network is proposed to reduce errors from high-frequency surface wave radar current measurements. In traditional inversion algorithms, the radar velocities are derived from electromagnetic echo signals, with no constraints imposed by physical oce...

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Bibliographic Details
Main Authors: Yufan Yang, Chunlei Wei, Fan Yang, Tianyi Lu, Langfeng Zhu, Jun Wei
Format: Article
Language:English
Published: MDPI AG 2022-12-01
Series:Applied Sciences
Subjects:
HF radar
machine learning
LSTM
EOF ellipse
Online Access:https://www.mdpi.com/2076-3417/12/24/12980

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