High-Frequency Radar Ocean Current Mapping at Rapid Scale With Autoregressive Modeling

被引:9
|
作者
Dowse, Baptiste [1 ]
Dumas, Dylan [2 ]
Guerin, Charles-Antoine [2 ]
Marmain, Julien [1 ]
机构
[1] Degreane Horizon, Radar & Sci Applicat Dept, F-83390 Cuers, France
[2] Univ Toulon & Var, Aix Marseille Univ, Mediterranean Inst Oceanog MIO, CNRS,IRD, Toulon, France
关键词
Autoregressive (AR) model; Bragg scattering; coastal radar signal processing; high-frequency radar (HFR); maximum entropy method (MEM); multistatic radar; HF RADAR; SEA-ECHO; SPECTRAL ESTIMATION; SURFACE CURRENTS; EXTRACTION;
D O I
10.1109/JOE.2020.3048507
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
In this article, we use an autoregressive (AR) approach combined with a maximum entropy method (MEM) to estimate radial surface currents fromcoastal high-frequency radar (HFR) complex voltage time-series. The performances of this combined AR-MEM model are investigated with synthetic HFR data and compared with the classical Doppler spectrum approach. It is shown that AR-MEM drastically improves the quality and the rate of success of the surface current estimation for short integration time. To confirm these numerical results, the same analysis is conducted with an experimental data set acquired with a 16.15-MHz HFR in Toulon. It is found that the AR-MEM technique is able to provide high-quality and high-coverage maps of surface currents even with very short integration time (about 1 min) where the classical spectral approach can only fulfill the quality tests on a sparse coverage. Further useful application of the technique is found in the tracking of surface current at high-temporal resolution. Rapid variations of the surface current at the time scale of the minute are unveiled and shown consistent with an f(-5/3) decay of turbulent spectra.
引用
收藏
页码:891 / 899
页数:9
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